From 68d4321ae3574deffae9096e0377e033073ebf18 Mon Sep 17 00:00:00 2001
From: Nishant Bangarwa <nishant.monu51@gmail.com>
Date: Sat, 17 Oct 2026 22:52:51 +0530
Subject: [PATCH 1/2] feat: approximate-by-default measures with
 `exact_expression` and an inline exact chip
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Measures can define an `exact_expression` next to their approximate `expression`.
Queries flag measures with `exact`; the runtime resolves the exact set once per
query, skips rollups for it and honours the `rill.metrics.exact_measures` kill
switch. Explore and canvas dashboards show a `≈`/`=` chip next to such measures
and keep the selection in tab memory, per surface (one chip per chart in canvas).
---
 .../build/dashboards/canvas-widgets/data.md   |    4 +
 .../metrics-view/measures/exact-measures.md   |   73 +
 .../build/metrics-view/measures/measures.md   |    1 +
 .../dashboards/explore/exact-measures.md      |   38 +
 .../reference/project-files/metrics-views.md  |    2 +
 .../docs/reference/project-files/rill-yaml.md |    2 +
 proto/gen/rill/runtime/v1/queries.pb.go       | 3081 +++++++++--------
 .../rill/runtime/v1/queries.pb.validate.go    |    2 +
 proto/gen/rill/runtime/v1/resources.pb.go     | 2347 ++++++-------
 .../rill/runtime/v1/resources.pb.validate.go  |    2 +
 .../gen/rill/runtime/v1/runtime.swagger.yaml  |   22 +
 proto/rill/runtime/v1/queries.proto           |    6 +
 proto/rill/runtime/v1/resources.proto         |    2 +
 .../data/resources/metrics_view.md            |    8 +
 runtime/ai/metrics_view_query.go              |    1 +
 runtime/drivers/registry.go                   |    4 +
 runtime/metricsview/ast.go                    |   34 +-
 runtime/metricsview/ast_exact_test.go         |  264 ++
 runtime/metricsview/astexpr.go                |    5 +-
 runtime/metricsview/charts_json_schema.go     |    4 +
 runtime/metricsview/exact.go                  |  137 +
 runtime/metricsview/executor/executor.go      |   64 +-
 .../executor/executor_exact_test.go           |  254 ++
 .../executor_rewrite_druid_exactify.go        |    5 +-
 .../executor_rewrite_percent_of_totals.go     |    8 +-
 .../executor/executor_rewrite_rollup.go       |   19 +-
 .../executor/executor_rewrite_rollup_test.go  |   61 +-
 .../executor_rewrite_two_phase_comparisons.go |    6 +-
 .../metricsview/executor/executor_validate.go |   93 +-
 .../executor/executor_validate_test.go        |   58 +
 runtime/metricsview/query.go                  |    8 +
 runtime/parser/parse_metrics_view.go          |    6 +
 runtime/parser/parse_metrics_view_test.go     |   51 +
 runtime/parser/schema/project.schema.yaml     |    3 +
 runtime/parser/schema/rillyaml.schema.yaml    |    3 +
 runtime/queries/metricsview_aggregation.go    |    3 +-
 .../queries/metricsview_comparison_toplist.go |    3 +-
 runtime/queries/metricsview_exact_test.go     |   92 +
 runtime/queries/metricsview_timeseries.go     |   38 +-
 runtime/queries/proto.go                      |    1 +
 runtime/server/downloads.go                   |    2 +
 runtime/server/queries_metrics.go             |    1 +
 .../SearchableFilterChip.svelte               |    4 +-
 .../core/ColumnHeader.svelte                  |   22 +-
 .../sections/ColumnHeaders.svelte             |    1 +
 .../components/virtualized-table/types.d.ts   |    3 +
 .../features/canvas/ComponentHeader.svelte    |   40 +-
 .../canvas/components/charts/BaseChart.ts     |   33 +-
 .../components/charts/CanvasChart.svelte      |   82 +-
 .../charts/variants/CartesianChart.ts         |    2 +-
 .../charts/variants/CircularChart.ts          |    2 +-
 .../components/charts/variants/ComboChart.ts  |    2 +-
 .../components/charts/variants/FunnelChart.ts |    2 +-
 .../charts/variants/HeatmapChart.ts           |    2 +-
 .../charts/variants/ScatterPlotChart.ts       |    2 +-
 .../canvas/components/exact-measures.spec.ts  |  233 ++
 .../canvas/components/exact-measures.ts       |  149 +
 .../canvas/components/kpi-grid/KPIGrid.svelte |    2 +
 .../features/canvas/components/kpi/KPI.svelte |   28 +-
 .../canvas/components/kpi/KPIProvider.svelte  |   50 +-
 .../leaderboard/LeaderboardDisplay.svelte     |   33 +
 .../pivot/CanvasPivotRenderer.svelte          |   28 +
 .../features/canvas/components/pivot/index.ts |    1 +
 .../features/canvas/components/pivot/util.ts  |   31 +-
 .../features/canvas/stores/canvas-entity.ts   |   77 +
 .../components/charts/ephemeral-measures.ts   |   19 +-
 .../src/features/components/charts/types.ts   |    3 +
 .../big-number/MeasureBigNumber.svelte        |   59 +-
 .../big-number/MeasuresContainer.svelte       |   15 +
 .../dimension-table/DimensionDisplay.svelte   |   80 +-
 .../dimension-table/dimension-table-export.ts |   32 +-
 .../ephemeral-measures/measure-mapping.ts     |   46 +
 .../exact-measures/PrecisionChip.svelte       |  128 +
 .../exact-measure-queries.spec.ts             |  207 ++
 .../exact-measures-store.spec.ts              |  120 +
 .../exact-measures/exact-measures.spec.ts     |  299 ++
 .../exact-measures/exact-measures.ts          |  307 ++
 .../exact-measures/explore-surfaces.ts        |   14 +
 .../exact-measures/measure-mapping.spec.ts    |  106 +
 .../exact-measures/precision-chip-html.ts     |   51 +
 .../exact-measures/query-context-key.spec.ts  |   80 +
 .../exact-measures/query-context-key.ts       |   44 +
 .../dashboards/leaderboard/Leaderboard.svelte |   99 +-
 .../leaderboard/LeaderboardDisplay.svelte     |   14 +
 .../leaderboard/LeaderboardHeader.spec.ts     |   47 +
 .../leaderboard/LeaderboardHeader.svelte      |   12 +
 .../dashboards/pivot/FlatTable.svelte         |    7 +
 .../dashboards/pivot/NestedTable.svelte       |    7 +
 .../dashboards/pivot/PivotDisplay.svelte      |   27 +
 .../dashboards/pivot/PivotHeaderLabel.svelte  |   21 +-
 .../dashboards/pivot/PivotTable.svelte        |    7 +
 .../dashboards/pivot/pivot-data-config.ts     |   16 +
 .../features/dashboards/pivot/pivot-export.ts |   21 +
 .../dashboards/pivot/pivot-queries.ts         |    1 +
 .../features/dashboards/pivot/pivot-utils.ts  |   46 +-
 .../src/features/dashboards/pivot/types.ts    |    5 +
 .../state-managers/actions/exact-measures.ts  |   27 +
 .../state-managers/actions/index.ts           |    6 +
 .../selectors/exact-measures.ts               |   74 +
 .../state-managers/selectors/index.ts         |    9 +
 .../dashboards/stores/dashboard-stores.ts     |   25 +-
 .../dashboards/stores/explore-state.ts        |   13 +
 .../time-dimension-details/TDDHeader.svelte   |   33 +
 .../time-dimension-details/TDDTable.svelte    |   14 +
 .../TimeDimensionDisplay.svelte               |   24 +
 .../charts/TDDChart.svelte                    |    3 +
 .../charts/tdd-chart-config.ts                |    5 +
 .../time-dimension-details/tdd-export.ts      |   30 +-
 .../MetricsTimeSeriesCharts.svelte            |   27 +
 .../measure-chart/MeasureChart.svelte         |   25 +-
 .../measure-chart/use-dimension-data.ts       |   16 +-
 .../time-series/multiple-dimension-queries.ts |   83 +-
 .../time-series/timeseries-data-store.ts      |   27 +-
 .../time-series/totals-data-store.ts          |   49 +-
 web-common/src/lib/i18n/messages/en.json      |    7 +
 web-common/src/lib/i18n/messages/es.json      |    7 +
 .../proto/gen/rill/runtime/v1/queries_pb.ts   |   18 +
 .../proto/gen/rill/runtime/v1/resources_pb.ts |    8 +
 .../src/runtime-client/gen/index.schemas.ts   |    8 +
 .../gen/resolvers/metrics/schema.ts           |    4 +
 .../AdBids_exact_metrics_explore.yaml         |   10 +
 .../AdBids/metrics/AdBids_exact_metrics.yaml  |   35 +
 .../tests/explores/exact-measures.spec.ts     |  197 ++
 123 files changed, 7449 insertions(+), 2922 deletions(-)
 create mode 100644 docs/docs/developers/build/metrics-view/measures/exact-measures.md
 create mode 100644 docs/docs/guide/dashboards/explore/exact-measures.md
 create mode 100644 runtime/metricsview/ast_exact_test.go
 create mode 100644 runtime/metricsview/exact.go
 create mode 100644 runtime/metricsview/executor/executor_exact_test.go
 create mode 100644 runtime/queries/metricsview_exact_test.go
 create mode 100644 web-common/src/features/canvas/components/exact-measures.spec.ts
 create mode 100644 web-common/src/features/canvas/components/exact-measures.ts
 create mode 100644 web-common/src/features/dashboards/exact-measures/PrecisionChip.svelte
 create mode 100644 web-common/src/features/dashboards/exact-measures/exact-measure-queries.spec.ts
 create mode 100644 web-common/src/features/dashboards/exact-measures/exact-measures-store.spec.ts
 create mode 100644 web-common/src/features/dashboards/exact-measures/exact-measures.spec.ts
 create mode 100644 web-common/src/features/dashboards/exact-measures/exact-measures.ts
 create mode 100644 web-common/src/features/dashboards/exact-measures/explore-surfaces.ts
 create mode 100644 web-common/src/features/dashboards/exact-measures/measure-mapping.spec.ts
 create mode 100644 web-common/src/features/dashboards/exact-measures/precision-chip-html.ts
 create mode 100644 web-common/src/features/dashboards/exact-measures/query-context-key.spec.ts
 create mode 100644 web-common/src/features/dashboards/exact-measures/query-context-key.ts
 create mode 100644 web-common/src/features/dashboards/state-managers/actions/exact-measures.ts
 create mode 100644 web-common/src/features/dashboards/state-managers/selectors/exact-measures.ts
 create mode 100644 web-common/tests/projects/AdBids/dashboards/AdBids_exact_metrics_explore.yaml
 create mode 100644 web-common/tests/projects/AdBids/metrics/AdBids_exact_metrics.yaml
 create mode 100644 web-local/tests/explores/exact-measures.spec.ts

diff --git a/docs/docs/developers/build/dashboards/canvas-widgets/data.md b/docs/docs/developers/build/dashboards/canvas-widgets/data.md
index b9c78630c32a..15e7d79af72a 100644
--- a/docs/docs/developers/build/dashboards/canvas-widgets/data.md
+++ b/docs/docs/developers/build/dashboards/canvas-widgets/data.md
@@ -171,6 +171,10 @@ Adhoc measures belong to a single widget: to use the same calculation in two wid
 
 For a calculation that many widgets or dashboards share, add a measure to the [metrics view](/developers/build/metrics-view) instead.
 
+## Exact values
+
+Measures that define an [`exact_expression`](/developers/build/metrics-view/measures/exact-measures) are approximate by default and show a `≈` chip next to their name in KPIs, tables, pivots and leaderboards. A chart shows one chip next to its title that covers every measure of the chart. Viewers click a chip to compute that measure, or that chart, exactly in that widget (in a leaderboard widget, in that one leaderboard) until they change the time range, comparison, grain, timezone, filters or tab. Other widgets keep their approximate values until their own chip is clicked. The selection is not part of the URL, so links and scheduled reports of the canvas open approximate. See [Exact values](/guide/dashboards/explore/exact-measures) in the guide for the chip states.
+
 ## Navigation
 
 All Data widgets also provide a button to "Go to explore" that can navigate to the Explore dashboard if available.
diff --git a/docs/docs/developers/build/metrics-view/measures/exact-measures.md b/docs/docs/developers/build/metrics-view/measures/exact-measures.md
new file mode 100644
index 000000000000..c15cbc233f88
--- /dev/null
+++ b/docs/docs/developers/build/metrics-view/measures/exact-measures.md
@@ -0,0 +1,73 @@
+---
+title: "Approximate and Exact Measures"
+description: Serve fast approximate aggregates by default and let viewers switch to exact values on demand
+sidebar_label: "Approximate and Exact"
+sidebar_position: 45
+---
+
+Distinct counts, quantiles and other sketch-based aggregates come in two flavours in every OLAP engine: a fast approximate form and a much slower exact form. An approximate distinct count keeps a small HyperLogLog sketch per group and is usually within one or two percent of the truth; the exact form holds every distinct value per group, so on large tables it can be ten to a hundred times slower and cannot be served from [rollups](/developers/build/metrics-view/rollups).
+
+A measure can define both. `expression` stays the default and is treated as approximate, and `exact_expression` is used only when a viewer or a query explicitly asks for exact values.
+
+```yaml
+measures:
+  - name: unique_users
+    display_name: Unique Users
+    expression: uniqCombined64(user_id)       # fast, approximate default
+    exact_expression: uniqExact(user_id)      # used only when exact values are requested
+    format_preset: humanize
+
+  - name: p95_latency
+    display_name: P95 Latency
+    expression: quantileTDigest(0.95)(latency_ms)
+    exact_expression: quantileExact(0.95)(latency_ms)
+    format_preset: interval_ms
+
+  - name: revenue_per_user
+    display_name: Revenue per User
+    requires: [total_revenue, unique_users]
+    expression: total_revenue / unique_users   # follows the precision of unique_users
+    format_preset: currency_usd
+```
+
+## How it behaves
+
+- Both expressions share every other setting of the measure: `requires`, `per`, `window`, `treat_nulls_as`, formatting, tags and security policies. Only the SQL differs. Setting `exact_expression` without `expression` is an error.
+- Dashboards show the approximate value by default and mark measures that have an exact variant with a small `≈` chip. Clicking the chip computes that measure exactly for the current filters and time range, in the leaderboard, table or chart the chip sits in; see [Exact values in Explore](/guide/dashboards/explore/exact-measures).
+- A measure that references an exact measure (such as `revenue_per_user` above) is computed from the exact value too, and requesting such a measure exactly computes the measures it references exactly. You do not declare anything for it. Precision is resolved once per query: a measure requested exactly anywhere in a query, including inside a measure filter or through a derived measure, is computed exactly everywhere in it.
+- Measures without an `exact_expression` are unchanged. Rill does not know whether a lone `expression` is approximate, so they show no chip.
+- Queries that compute a measure exactly never use rollups, because exact aggregates cannot be derived from pre-aggregated rows.
+- Rill validates `exact_expression` like `expression` when the metrics view reconciles, and the exact variant must produce a numeric type.
+
+## Engine functions
+
+| Engine | Approximate | Exact |
+|--------|-------------|-------|
+| ClickHouse | `uniq(x)`, `uniqCombined64(x)`, `quantileTDigest(p)(x)` | `uniqExact(x)`, `quantileExact(p)(x)` |
+| DuckDB | `approx_count_distinct(x)`, `approx_quantile(x, p)` | `count(DISTINCT x)`, `quantile_cont(x, p)` |
+| Druid | `APPROX_COUNT_DISTINCT_DS_HLL(x)` | `COUNT(DISTINCT x)` |
+| Pinot | `DISTINCTCOUNTHLL(x)` | `DISTINCTCOUNT(x)` |
+
+:::caution Druid
+Druid treats `COUNT(DISTINCT x)` as approximate unless the connection sets the query context `useApproximateCountDistinct=false`, and in exact mode older Druid versions allow only one distinct count per query. A query that computes two measures exactly can fail; the dashboard shows the error on the measure's chip.
+:::
+
+## Requesting exact values from the API
+
+Every measure in a [metrics API](/developers/build/metrics-view/metrics-sql) aggregation request accepts `exact: true`:
+
+```json
+{
+  "metrics_view": "events",
+  "measures": [
+    { "name": "unique_users", "exact": true },
+    { "name": "total_revenue" }
+  ]
+}
+```
+
+The flag is a no-op for measures without an `exact_expression`. The [AI tools](/guide/ai/mcp) use the same flag when a user asks for exact or reconciled numbers. Scheduled reports and alerts do not set it unless the stored query does.
+
+## Disabling exact queries
+
+Set `rill.metrics.exact_measures: false` in the `variables` of `rill.yaml` to make any query that would compute a measure with its `exact_expression` fail with an error, including queries that request it only inside a measure filter. Use it as a kill switch when exact aggregations put too much load on the database; approximate queries keep working, and so does a flag on a measure without an `exact_expression`.
diff --git a/docs/docs/developers/build/metrics-view/measures/measures.md b/docs/docs/developers/build/metrics-view/measures/measures.md
index 5d3ae20509ad..c6f4c2b5e7b3 100644
--- a/docs/docs/developers/build/metrics-view/measures/measures.md
+++ b/docs/docs/developers/build/metrics-view/measures/measures.md
@@ -42,5 +42,6 @@ Explore these advanced capabilities to enhance your measures:
 - **[Case Statements and Filters](/developers/build/metrics-view/measures/case-statements)** - Use conditional logic and filtering in your measures
 - **[Referencing Measures](/developers/build/metrics-view/measures/referencing)** - Reference and combine existing measures in your calculations
 - **[Quantiles](/developers/build/metrics-view/measures/quantiles)** - Calculate percentiles and quantiles for statistical analysis
+- **[Approximate and Exact](/developers/build/metrics-view/measures/exact-measures)** - Serve fast approximate aggregates by default and let viewers switch to exact values on demand
 - **[Fixed Measures](/developers/build/metrics-view/measures/fixed-measures)** - Create measures with fixed values and constants
 - **[Window Functions](/developers/build/metrics-view/measures/windows)** - Apply window functions for advanced analytical operations
diff --git a/docs/docs/guide/dashboards/explore/exact-measures.md b/docs/docs/guide/dashboards/explore/exact-measures.md
new file mode 100644
index 000000000000..eff0bd69117a
--- /dev/null
+++ b/docs/docs/guide/dashboards/explore/exact-measures.md
@@ -0,0 +1,38 @@
+---
+title: "Exact Values"
+description: Switch an approximate measure to its exact value with one click
+sidebar_label: "Exact Values"
+sidebar_position: 36
+---
+
+Some measures are expensive to compute exactly. Distinct counts such as unique users, and quantiles such as P95 latency, are therefore often defined with a fast approximate aggregate that is within a percent or two of the truth. When the project developer also defines an [exact expression](/developers/build/metrics-view/measures/exact-measures) for such a measure, the dashboard shows the approximate value by default and lets you switch to the exact value when you need to reconcile a number.
+
+## Read the chip
+
+A small chip after the measure name tells you how the value was computed:
+
+| Chip | Meaning |
+|------|---------|
+| `≈` outlined | Approximate. The default; fast. |
+| `=` filled | Exact. You switched this measure to its exact expression. |
+| `=` dashed | Exact through a related measure: a measure this one is calculated from, or a measure calculated from it, is exact. |
+| spinner | The exact value is being computed. The previous approximate value stays visible, dimmed, until it arrives. |
+| `!` | The exact query failed or timed out. Hover for the error, click to return to the approximate value. |
+
+Measures without an exact expression show no chip.
+
+Each chip controls the part of the dashboard it sits in: the big-number row (the big numbers and their charts), one leaderboard, the dimension table, the Time Dimension Detail table or the pivot. Within that part, precision is resolved once, so a measure never has two values in the same table. Switching a unique count to exact makes every ratio calculated from it in that part exact (dashed chip). Switching a ratio to exact makes the unique counts it is calculated from exact as well, again with the dashed chip. Clicking a dashed chip keeps that measure exact on its own, so it stays exact when you switch the related measure back.
+
+## Switch a measure to exact
+
+Click the `≈` chip next to the measure name, in a big number, a leaderboard or dimension table header, the Time Dimension Detail header, or a pivot column header. Only that part of the dashboard is recomputed exactly: the big-number row with its charts, that one leaderboard, the dimension table, the Time Dimension Detail table or the pivot. Other leaderboards and tables keep their approximate value until you click their own chip, so each click runs one expensive query rather than one for every table on the page. Click the chip again to return to the approximate value.
+
+Exact queries can take noticeably longer than approximate ones, so the switch applies only to the view you are looking at:
+
+- Changing the time range, comparison, grain, timezone, filters, the selected dimension or the view (explore, dimension table, Time Dimension Detail, pivot) returns every measure to approximate. New queries are always approximate until you click again.
+- Showing, hiding or reordering measures keeps your selection.
+- The selection is not part of the URL, so bookmarks, shared links and public URLs always open approximate. Scheduled reports and alerts are approximate as well.
+- A CSV or Parquet export downloads what you see, so exporting while a measure is exact gives you the exact values.
+- A measure filter (for example "publishers where unique users > 1,000") is evaluated with the exact value only in queries that also show that measure. Switch the measure to exact and keep it visible when the filter has to be exact.
+
+In a canvas dashboard the chip works the same way for KPIs, tables, pivots, leaderboards and charts. A click applies to that widget only, and to one leaderboard at a time inside a leaderboard widget. KPIs and table, pivot and leaderboard columns each have their own chip. A chart has one chip, next to its title, that switches every measure of the chart at once.
diff --git a/docs/docs/reference/project-files/metrics-views.md b/docs/docs/reference/project-files/metrics-views.md
index 658e6ac6386e..6eaafb3a25c9 100644
--- a/docs/docs/reference/project-files/metrics-views.md
+++ b/docs/docs/reference/project-files/metrics-views.md
@@ -130,6 +130,8 @@ _[array of object]_ - Used to define the numeric aggregates of columns from your
 
   - **`expression`** - _[string]_ - a combination of operators and functions for aggregations
 
+  - **`exact_expression`** - _[string]_ - An optional exact variant of `expression` for measures whose default expression is approximate (e.g. `expression: uniq(user_id)` with `exact_expression: uniqExact(user_id)` in ClickHouse, or `approx_count_distinct(user_id)` with `count(DISTINCT user_id)` in DuckDB). Dashboards show the approximate value by default and only use the exact expression when a viewer or query explicitly asks for exact values. It shares all other measure settings with `expression`.
+
   - **`window`** - _[anyOf]_ - A measure window can be defined as a keyword string (e.g. 'time' or 'all') or an object with detailed window configuration. For more information, see the [window functions](/developers/build/metrics-view/measures/windows) documentation.
 
     - **option 1** - _[string]_ - Shorthand: `time` or `true` means time-partitioned, `all` means non-partitioned.
diff --git a/docs/docs/reference/project-files/rill-yaml.md b/docs/docs/reference/project-files/rill-yaml.md
index 98d347fc19e5..bcb0704e3311 100644
--- a/docs/docs/reference/project-files/rill-yaml.md
+++ b/docs/docs/reference/project-files/rill-yaml.md
@@ -166,6 +166,8 @@ _[object]_ - A map of key-value pairs for setting variables on your project. It
 
   - **`rill.metrics.approximate_comparisons_two_phase_limit`** - _[integer]_ - Row-limit threshold under which metrics comparison queries use a two-phase strategy (base values first, comparison values second). Default: 250.
 
+  - **`rill.metrics.exact_measures`** - _[boolean]_ - Allow queries to compute measures with their `exact_expression` when requested (per measure, with `exact: true`). When false, any query that would compute a measure exactly fails with an error; a flag on a measure without an `exact_expression` stays a no-op. Acts as a kill switch for expensive exact aggregations. Default: true.
+
   - **`rill.metrics.exactify_druid_topn`** - _[boolean]_ - Split Druid TopN queries into two queries to improve measure accuracy, at the cost of performance. Default: false.
 
   - **`rill.metrics.druid_mvd_filtered_group_by`** - _[boolean]_ - Narrow unnested (multi-value) dimensions to the filtered values when grouping in Druid, so results contain only the filtered values rather than every value co-occurring in matching rows. Default: false.
diff --git a/proto/gen/rill/runtime/v1/queries.pb.go b/proto/gen/rill/runtime/v1/queries.pb.go
index 1889ede163aa..c471054caa82 100644
--- a/proto/gen/rill/runtime/v1/queries.pb.go
+++ b/proto/gen/rill/runtime/v1/queries.pb.go
@@ -1768,6 +1768,9 @@ type MetricsViewAggregationMeasure struct {
 	//	*MetricsViewAggregationMeasure_ComparisonTime
 	//	*MetricsViewAggregationMeasure_Expression
 	Compute isMetricsViewAggregationMeasure_Compute `protobuf_oneof:"compute"`
+	// Optional. Compute the measure with its `exact_expression` instead of its (approximate) `expression`.
+	// Measures referenced by this measure are also computed exactly. No-op for measures without an `exact_expression`.
+	Exact bool `protobuf:"varint,14,opt,name=exact,proto3" json:"exact,omitempty"`
 }
 
 func (x *MetricsViewAggregationMeasure) Reset() {
@@ -1900,6 +1903,13 @@ func (x *MetricsViewAggregationMeasure) GetExpression() *MetricsViewAggregationM
 	return nil
 }
 
+func (x *MetricsViewAggregationMeasure) GetExact() bool {
+	if x != nil {
+		return x.Exact
+	}
+	return false
+}
+
 type isMetricsViewAggregationMeasure_Compute interface {
 	isMetricsViewAggregationMeasure_Compute()
 }
@@ -3347,6 +3357,9 @@ type MetricsViewTimeSeriesRequest struct {
 	// Optional ephemeral measures, i.e. measures defined by the query rather than the metrics view.
 	// Only the `expression` compute is supported for time series.
 	EphemeralMeasures []*MetricsViewAggregationMeasure `protobuf:"bytes,17,rep,name=ephemeral_measures,json=ephemeralMeasures,proto3" json:"ephemeral_measures,omitempty"`
+	// Optional. Names of measures (from measure_names or ephemeral_measures) to compute with their `exact_expression`.
+	// No-op for measures without an `exact_expression`.
+	ExactMeasureNames []string `protobuf:"bytes,18,rep,name=exact_measure_names,json=exactMeasureNames,proto3" json:"exact_measure_names,omitempty"`
 	// Optional. Defaults to min
 	TimeStart *timestamppb.Timestamp `protobuf:"bytes,4,opt,name=time_start,json=timeStart,proto3" json:"time_start,omitempty"`
 	// Optional. Defaults to max
@@ -3430,6 +3443,13 @@ func (x *MetricsViewTimeSeriesRequest) GetEphemeralMeasures() []*MetricsViewAggr
 	return nil
 }
 
+func (x *MetricsViewTimeSeriesRequest) GetExactMeasureNames() []string {
+	if x != nil {
+		return x.ExactMeasureNames
+	}
+	return nil
+}
+
 func (x *MetricsViewTimeSeriesRequest) GetTimeStart() *timestamppb.Timestamp {
 	if x != nil {
 		return x.TimeStart
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+	0x33,
 }
 
 var (
diff --git a/proto/gen/rill/runtime/v1/queries.pb.validate.go b/proto/gen/rill/runtime/v1/queries.pb.validate.go
index ac7c1345c9c4..3849943f3231 100644
--- a/proto/gen/rill/runtime/v1/queries.pb.validate.go
+++ b/proto/gen/rill/runtime/v1/queries.pb.validate.go
@@ -3341,6 +3341,8 @@ func (m *MetricsViewAggregationMeasure) validate(all bool) error {
 		}
 	}
 
+	// no validation rules for Exact
+
 	switch v := m.Compute.(type) {
 	case *MetricsViewAggregationMeasure_Count:
 		if v == nil {
diff --git a/proto/gen/rill/runtime/v1/resources.pb.go b/proto/gen/rill/runtime/v1/resources.pb.go
index 1fff80500c5c..4291f3b2c321 100644
--- a/proto/gen/rill/runtime/v1/resources.pb.go
+++ b/proto/gen/rill/runtime/v1/resources.pb.go
@@ -7879,6 +7879,8 @@ type MetricsViewSpec_Measure struct {
 	DataType *Type `protobuf:"bytes,15,opt,name=data_type,json=dataType,proto3" json:"data_type,omitempty"`
 	// When true, decreases in this measure are favorable (e.g. bounce rate, latency, error count). UI surfaces that render comparison deltas (KPIs, big numbers, leaderboards, pivot tables, time-series tooltips) swap their positive/negative coloring accordingly.
 	LowerIsBetter bool `protobuf:"varint,17,opt,name=lower_is_better,json=lowerIsBetter,proto3" json:"lower_is_better,omitempty"`
+	// Optional exact variant of `expression`. When set, `expression` is treated as the approximate default and `exact_expression` is only used when a query explicitly requests exact values for the measure.
+	ExactExpression string `protobuf:"bytes,18,opt,name=exact_expression,json=exactExpression,proto3" json:"exact_expression,omitempty"`
 }
 
 func (x *MetricsViewSpec_Measure) Reset() {
@@ -8032,6 +8034,13 @@ func (x *MetricsViewSpec_Measure) GetLowerIsBetter() bool {
 	return false
 }
 
+func (x *MetricsViewSpec_Measure) GetExactExpression() string {
+	if x != nil {
+		return x.ExactExpression
+	}
+	return ""
+}
+
 // Annotations that can be applied to measures. Each annotation needs to have a model or a table defined.
 // 1. The underlying model/table has to have a `time` and `description` columns.
 // 2. Can additionally have `time_end` column to convert the annotation to range type annotation.
@@ -8689,7 +8698,7 @@ var file_rill_runtime_v1_resources_proto_rawDesc = []byte{
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@@ -8840,7 +8849,7 @@ var file_rill_runtime_v1_resources_proto_rawDesc = []byte{
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@@ -8893,1204 +8902,1206 @@ var file_rill_runtime_v1_resources_proto_rawDesc = []byte{
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+	0x54, 0x10, 0x03, 0x12, 0x24, 0x0a, 0x20, 0x45, 0x58, 0x50, 0x4c, 0x4f, 0x52, 0x45, 0x5f, 0x53,
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+	0x4c, 0x4f, 0x52, 0x45, 0x5f, 0x53, 0x4f, 0x52, 0x54, 0x5f, 0x54, 0x59, 0x50, 0x45, 0x5f, 0x44,
+	0x49, 0x4d, 0x45, 0x4e, 0x53, 0x49, 0x4f, 0x4e, 0x10, 0x05, 0x2a, 0x85, 0x01, 0x0a, 0x0f, 0x41,
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+	0x0a, 0x1c, 0x41, 0x53, 0x53, 0x45, 0x52, 0x54, 0x49, 0x4f, 0x4e, 0x5f, 0x53, 0x54, 0x41, 0x54,
+	0x55, 0x53, 0x5f, 0x55, 0x4e, 0x53, 0x50, 0x45, 0x43, 0x49, 0x46, 0x49, 0x45, 0x44, 0x10, 0x00,
 	0x12, 0x19, 0x0a, 0x15, 0x41, 0x53, 0x53, 0x45, 0x52, 0x54, 0x49, 0x4f, 0x4e, 0x5f, 0x53, 0x54,
-	0x41, 0x54, 0x55, 0x53, 0x5f, 0x46, 0x41, 0x49, 0x4c, 0x10, 0x02, 0x12, 0x1a, 0x0a, 0x16, 0x41,
+	0x41, 0x54, 0x55, 0x53, 0x5f, 0x50, 0x41, 0x53, 0x53, 0x10, 0x01, 0x12, 0x19, 0x0a, 0x15, 0x41,
 	0x53, 0x53, 0x45, 0x52, 0x54, 0x49, 0x4f, 0x4e, 0x5f, 0x53, 0x54, 0x41, 0x54, 0x55, 0x53, 0x5f,
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-	0x65, 0x74, 0x61, 0x64, 0x61, 0x74, 0x61, 0xea, 0x02, 0x11, 0x52, 0x69, 0x6c, 0x6c, 0x3a, 0x3a,
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-	0x74, 0x6f, 0x33,
+	0x46, 0x41, 0x49, 0x4c, 0x10, 0x02, 0x12, 0x1a, 0x0a, 0x16, 0x41, 0x53, 0x53, 0x45, 0x52, 0x54,
+	0x49, 0x4f, 0x4e, 0x5f, 0x53, 0x54, 0x41, 0x54, 0x55, 0x53, 0x5f, 0x45, 0x52, 0x52, 0x4f, 0x52,
+	0x10, 0x03, 0x42, 0xc1, 0x01, 0x0a, 0x13, 0x63, 0x6f, 0x6d, 0x2e, 0x72, 0x69, 0x6c, 0x6c, 0x2e,
+	0x72, 0x75, 0x6e, 0x74, 0x69, 0x6d, 0x65, 0x2e, 0x76, 0x31, 0x42, 0x0e, 0x52, 0x65, 0x73, 0x6f,
+	0x75, 0x72, 0x63, 0x65, 0x73, 0x50, 0x72, 0x6f, 0x74, 0x6f, 0x50, 0x01, 0x5a, 0x3c, 0x67, 0x69,
+	0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, 0x6f, 0x6d, 0x2f, 0x72, 0x69, 0x6c, 0x6c, 0x64, 0x61, 0x74,
+	0x61, 0x2f, 0x72, 0x69, 0x6c, 0x6c, 0x2f, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x2f, 0x67, 0x65, 0x6e,
+	0x2f, 0x72, 0x69, 0x6c, 0x6c, 0x2f, 0x72, 0x75, 0x6e, 0x74, 0x69, 0x6d, 0x65, 0x2f, 0x76, 0x31,
+	0x3b, 0x72, 0x75, 0x6e, 0x74, 0x69, 0x6d, 0x65, 0x76, 0x31, 0xa2, 0x02, 0x03, 0x52, 0x52, 0x58,
+	0xaa, 0x02, 0x0f, 0x52, 0x69, 0x6c, 0x6c, 0x2e, 0x52, 0x75, 0x6e, 0x74, 0x69, 0x6d, 0x65, 0x2e,
+	0x56, 0x31, 0xca, 0x02, 0x0f, 0x52, 0x69, 0x6c, 0x6c, 0x5c, 0x52, 0x75, 0x6e, 0x74, 0x69, 0x6d,
+	0x65, 0x5c, 0x56, 0x31, 0xe2, 0x02, 0x1b, 0x52, 0x69, 0x6c, 0x6c, 0x5c, 0x52, 0x75, 0x6e, 0x74,
+	0x69, 0x6d, 0x65, 0x5c, 0x56, 0x31, 0x5c, 0x47, 0x50, 0x42, 0x4d, 0x65, 0x74, 0x61, 0x64, 0x61,
+	0x74, 0x61, 0xea, 0x02, 0x11, 0x52, 0x69, 0x6c, 0x6c, 0x3a, 0x3a, 0x52, 0x75, 0x6e, 0x74, 0x69,
+	0x6d, 0x65, 0x3a, 0x3a, 0x56, 0x31, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33,
 }
 
 var (
diff --git a/proto/gen/rill/runtime/v1/resources.pb.validate.go b/proto/gen/rill/runtime/v1/resources.pb.validate.go
index 9f4e52878831..765a3476ef76 100644
--- a/proto/gen/rill/runtime/v1/resources.pb.validate.go
+++ b/proto/gen/rill/runtime/v1/resources.pb.validate.go
@@ -14441,6 +14441,8 @@ func (m *MetricsViewSpec_Measure) validate(all bool) error {
 
 	// no validation rules for LowerIsBetter
 
+	// no validation rules for ExactExpression
+
 	if len(errors) > 0 {
 		return MetricsViewSpec_MeasureMultiError(errors)
 	}
diff --git a/proto/gen/rill/runtime/v1/runtime.swagger.yaml b/proto/gen/rill/runtime/v1/runtime.swagger.yaml
index e070c007e21e..1a3d8e1dc1f2 100644
--- a/proto/gen/rill/runtime/v1/runtime.swagger.yaml
+++ b/proto/gen/rill/runtime/v1/runtime.swagger.yaml
@@ -2785,6 +2785,13 @@ paths:
                 description: |-
                   Optional ephemeral measures, i.e. measures defined by the query rather than the metrics view.
                   Only the `expression` compute is supported for time series.
+              exactMeasureNames:
+                type: array
+                items:
+                  type: string
+                description: |-
+                  Optional. Names of measures (from measure_names or ephemeral_measures) to compute with their `exact_expression`.
+                  No-op for measures without an `exact_expression`.
               timeStart:
                 type: string
                 format: date-time
@@ -4137,6 +4144,9 @@ definitions:
       lowerIsBetter:
         type: boolean
         description: When true, decreases in this measure are favorable (e.g. bounce rate, latency, error count). UI surfaces that render comparison deltas (KPIs, big numbers, leaderboards, pivot tables, time-series tooltips) swap their positive/negative coloring accordingly.
+      exactExpression:
+        type: string
+        description: Optional exact variant of `expression`. When set, `expression` is treated as the approximate default and `exact_expression` is only used when a query explicitly requests exact values for the measure.
     title: Measures are aggregated computed values
   MetricsViewSpecMeasureType:
     type: string
@@ -6523,6 +6533,11 @@ definitions:
         $ref: '#/definitions/v1MetricsViewAggregationMeasureComputeComparisonTime'
       expression:
         $ref: '#/definitions/v1MetricsViewAggregationMeasureComputeExpression'
+      exact:
+        type: boolean
+        description: |-
+          Optional. Compute the measure with its `exact_expression` instead of its (approximate) `expression`.
+          Measures referenced by this measure are also computed exactly. No-op for measures without an `exact_expression`.
   v1MetricsViewAggregationMeasureComputeComparisonDelta:
     type: object
     properties:
@@ -7239,6 +7254,13 @@ definitions:
         description: |-
           Optional ephemeral measures, i.e. measures defined by the query rather than the metrics view.
           Only the `expression` compute is supported for time series.
+      exactMeasureNames:
+        type: array
+        items:
+          type: string
+        description: |-
+          Optional. Names of measures (from measure_names or ephemeral_measures) to compute with their `exact_expression`.
+          No-op for measures without an `exact_expression`.
       timeStart:
         type: string
         format: date-time
diff --git a/proto/rill/runtime/v1/queries.proto b/proto/rill/runtime/v1/queries.proto
index 4362d314416a..7e96c75e4084 100644
--- a/proto/rill/runtime/v1/queries.proto
+++ b/proto/rill/runtime/v1/queries.proto
@@ -519,6 +519,9 @@ message MetricsViewAggregationMeasure {
     MetricsViewAggregationMeasureComputeComparisonTime comparison_time = 12;
     MetricsViewAggregationMeasureComputeExpression expression = 13;
   }
+  // Optional. Compute the measure with its `exact_expression` instead of its (approximate) `expression`.
+  // Measures referenced by this measure are also computed exactly. No-op for measures without an `exact_expression`.
+  bool exact = 14;
 }
 
 message MetricsViewAggregationMeasureComputeCount {}
@@ -734,6 +737,9 @@ message MetricsViewTimeSeriesRequest {
   // Optional ephemeral measures, i.e. measures defined by the query rather than the metrics view.
   // Only the `expression` compute is supported for time series.
   repeated MetricsViewAggregationMeasure ephemeral_measures = 17;
+  // Optional. Names of measures (from measure_names or ephemeral_measures) to compute with their `exact_expression`.
+  // No-op for measures without an `exact_expression`.
+  repeated string exact_measure_names = 18;
   // Optional. Defaults to min
   google.protobuf.Timestamp time_start = 4;
   // Optional. Defaults to max
diff --git a/proto/rill/runtime/v1/resources.proto b/proto/rill/runtime/v1/resources.proto
index dee549807fd5..452e14c72503 100644
--- a/proto/rill/runtime/v1/resources.proto
+++ b/proto/rill/runtime/v1/resources.proto
@@ -282,6 +282,8 @@ message MetricsViewSpec {
     Type data_type = 15;
     // When true, decreases in this measure are favorable (e.g. bounce rate, latency, error count). UI surfaces that render comparison deltas (KPIs, big numbers, leaderboards, pivot tables, time-series tooltips) swap their positive/negative coloring accordingly.
     bool lower_is_better = 17;
+    // Optional exact variant of `expression`. When set, `expression` is treated as the approximate default and `exact_expression` is only used when a query explicitly requests exact values for the measure.
+    string exact_expression = 18;
   }
   // name of parent metrics view, if this is a derived metrics view. If this is set then certain fields like table, connector, database*, model, dimensions, and measures will only be set in `state.valid_spec`.
   string parent = 30;
diff --git a/runtime/ai/instructions/data/resources/metrics_view.md b/runtime/ai/instructions/data/resources/metrics_view.md
index 2733abbd8f6b..7654dbfb07a7 100644
--- a/runtime/ai/instructions/data/resources/metrics_view.md
+++ b/runtime/ai/instructions/data/resources/metrics_view.md
@@ -118,6 +118,14 @@ measures:
     expression: COUNT(DISTINCT user_id)
     format_preset: humanize
 
+  # Expensive aggregates can define a fast approximate default plus an exact variant.
+  # Dashboards show the approximate value and let viewers switch to the exact one on demand.
+  - name: unique_devices
+    display_name: Unique Devices
+    expression: approx_count_distinct(device_id)
+    exact_expression: COUNT(DISTINCT device_id)
+    format_preset: humanize
+
   - name: conversion_rate
     display_name: Conversion Rate
     expression: SUM(conversions) / NULLIF(SUM(visits), 0)
diff --git a/runtime/ai/metrics_view_query.go b/runtime/ai/metrics_view_query.go
index f57fd2b69183..73248dfd58a6 100644
--- a/runtime/ai/metrics_view_query.go
+++ b/runtime/ai/metrics_view_query.go
@@ -47,6 +47,7 @@ Request:
 - 'time_range' is inclusive of start time, exclusive of end time
 - 'time_range.time_dimension' (optional) specifies which time column to filter; defaults to the metrics view's default time column
 - For comparisons, 'time_range' and 'comparison_time_range' must be non-overlapping and similar in duration (~20% tolerance)
+- Measures that define an 'exact_expression' in the metrics view are approximate by default. Set 'exact: true' on such a measure only when the user explicitly asks for exact, precise or reconciled numbers; exact queries are much slower. Tell the user which precision was used.
 
 Response:
 - Returns aggregated data matching your query parameters
diff --git a/runtime/drivers/registry.go b/runtime/drivers/registry.go
index 46c50b090e5a..832d700f8ed0 100644
--- a/runtime/drivers/registry.go
+++ b/runtime/drivers/registry.go
@@ -105,6 +105,9 @@ type InstanceConfig struct {
 	MetricsApproximateComparisonsCTE bool `mapstructure:"rill.metrics.approximate_comparisons_cte"`
 	// MetricsApproxComparisonTwoPhaseLimit if query limit is less than this then rewrite metrics comparison queries to use a two-phase comparison approach where first query is used to get the base values and the second query is used to get the comparison values.
 	MetricsApproxComparisonTwoPhaseLimit int64 `mapstructure:"rill.metrics.approximate_comparisons_two_phase_limit"`
+	// MetricsExactMeasures indicates whether queries may compute measures with their exact_expression (requested per measure with `exact: true`).
+	// When false, such queries fail with an error. Acts as a kill switch for expensive exact aggregations.
+	MetricsExactMeasures bool `mapstructure:"rill.metrics.exact_measures"`
 	// MetricsExactifyDruidTopN indicates whether to split Druid TopN queries into two queries to increase the accuracy of the returned measures.
 	// Enabling it reduces the performance of Druid toplist queries.
 	// See runtime/metricsview/executor_rewrite_druid_exactify.go for more details.
@@ -221,6 +224,7 @@ func (i *Instance) Config() (InstanceConfig, error) {
 		MetricsApproximateComparisons:        true,
 		MetricsApproximateComparisonsCTE:     false,
 		MetricsApproxComparisonTwoPhaseLimit: 250,
+		MetricsExactMeasures:                 true,
 		MetricsExactifyDruidTopN:             false,
 		MetricsDruidMVDFilteredGroupBy:       false,
 		MetricsDruidMVDFilteredSearch:        false,
diff --git a/runtime/metricsview/ast.go b/runtime/metricsview/ast.go
index 8d6458bce7be..3f9da5c8fe70 100644
--- a/runtime/metricsview/ast.go
+++ b/runtime/metricsview/ast.go
@@ -42,6 +42,8 @@ type AST struct {
 	comparisonDimFields []FieldNode
 	unnests             []string
 	nextIdentifier      int
+	// Names of metrics view measures that must be computed with their exact_expression (see ExactMeasureSet).
+	exactMeasures map[string]bool
 }
 
 // SelectNode represents a query that computes measures by dimensions.
@@ -195,6 +197,18 @@ const (
 //
 // The qry's PivotOn must be empty. Pivot queries must be rewritten/handled upstream of NewAST.
 func NewAST(mv *runtimev1.MetricsViewSpec, sec MetricsViewSecurity, qry *Query, dialect drivers.Dialect) (*AST, error) {
+	return newAST(mv, sec, qry, dialect, nil)
+}
+
+// NewASTWithExactMeasures is like NewAST, but computes the given measures with their exact_expression instead of resolving them from the query's flags.
+// It is for queries derived from another query, which must use the exact set resolved for that query (see ExactMeasureSet).
+func NewASTWithExactMeasures(mv *runtimev1.MetricsViewSpec, sec MetricsViewSecurity, qry *Query, dialect drivers.Dialect, exactMeasures map[string]bool) (*AST, error) {
+	return newAST(mv, sec, qry, dialect, exactMeasures)
+}
+
+// newAST implements NewAST and NewASTWithExactMeasures.
+// If exactMeasures is nil, it is resolved from the query with ExactMeasureSet.
+func newAST(mv *runtimev1.MetricsViewSpec, sec MetricsViewSecurity, qry *Query, dialect drivers.Dialect, exactMeasures map[string]bool) (*AST, error) {
 	// Validation
 	if len(qry.PivotOn) > 0 {
 		return nil, errors.New("cannot build AST for pivot queries")
@@ -217,6 +231,13 @@ func NewAST(mv *runtimev1.MetricsViewSpec, sec MetricsViewSecurity, qry *Query,
 		Dialect:     dialect,
 	}
 
+	// Determine up front which measures must use their exact_expression.
+	// This must happen before any measure is resolved (including measures in WHERE subqueries), because a measure name has exactly one value per query.
+	if exactMeasures == nil {
+		exactMeasures = ExactMeasureSet(mv, qry)
+	}
+	ast.exactMeasures = exactMeasures
+
 	// Determine the minimum time grain for the time dimension in the query.
 	minGrain := TimeGrainUnspecified
 	for _, qd := range ast.Query.Dimensions {
@@ -1510,15 +1531,22 @@ func (a *AST) sqlForTimeRange(timeDimExpr string, typeCode runtimev1.Type_Code,
 
 // sqlForMeasure builds a SQL expression for a measure, including its window if present.
 // It uses the provided n to resolve dimensions expressions for window partitions.
+// It uses the measure's exact_expression if the query requests the measure exactly (see ExactMeasureSet).
 func (a *AST) sqlForMeasure(m *runtimev1.MetricsViewSpec_Measure, n *SelectNode) (string, error) {
+	// NOTE: m may be the metrics view's own spec measure, which is shared across queries, so it must never be mutated here.
+	expr := m.Expression
+	if m.ExactExpression != "" && a.exactMeasures[m.Name] {
+		expr = m.ExactExpression
+	}
+
 	// If not applying a window, just return the measure expression.
 	if m.Window == nil {
-		return m.Expression, nil
+		return expr, nil
 	}
 
 	// If partitioning is not enabled, ordering and framing doesn't matter
 	if !m.Window.Partition {
-		return fmt.Sprintf("%s OVER ()", m.Expression), nil
+		return fmt.Sprintf("%s OVER ()", expr), nil
 	}
 
 	// If partitioning is enabled, we partition by all dimensions that we don't order by.
@@ -1553,7 +1581,7 @@ func (a *AST) sqlForMeasure(m *runtimev1.MetricsViewSpec_Measure, n *SelectNode)
 
 	// Build the window expression
 	b := &strings.Builder{}
-	b.WriteString(m.Expression)
+	b.WriteString(expr)
 	b.WriteString(" OVER (")
 	if len(partitionFields) > 0 {
 		b.WriteString("PARTITION BY ")
diff --git a/runtime/metricsview/ast_exact_test.go b/runtime/metricsview/ast_exact_test.go
new file mode 100644
index 000000000000..b51b24543c19
--- /dev/null
+++ b/runtime/metricsview/ast_exact_test.go
@@ -0,0 +1,264 @@
+package metricsview
+
+import (
+	"strings"
+	"testing"
+	"time"
+
+	runtimev1 "github.com/rilldata/rill/proto/gen/rill/runtime/v1"
+	"github.com/rilldata/rill/runtime/drivers/duckdb"
+	"github.com/stretchr/testify/require"
+)
+
+const (
+	approxUsersSQL = "approx_count_distinct(user_id)"
+	exactUsersSQL  = "count(DISTINCT user_id)"
+)
+
+func exactTestMetricsView() *runtimev1.MetricsViewSpec {
+	return &runtimev1.MetricsViewSpec{
+		Table:         "events",
+		TimeDimension: "ts",
+		Dimensions: []*runtimev1.MetricsViewSpec_Dimension{
+			{Name: "ts", Column: "ts", Type: runtimev1.MetricsViewSpec_DIMENSION_TYPE_TIME, DataType: &runtimev1.Type{Code: runtimev1.Type_CODE_TIMESTAMP}},
+			{Name: "publisher", Column: "publisher"},
+		},
+		Measures: []*runtimev1.MetricsViewSpec_Measure{
+			{Name: "users", Expression: approxUsersSQL, ExactExpression: exactUsersSQL, Type: runtimev1.MetricsViewSpec_MEASURE_TYPE_SIMPLE},
+			{Name: "revenue", Expression: "sum(revenue)", Type: runtimev1.MetricsViewSpec_MEASURE_TYPE_SIMPLE},
+			{Name: "revenue_per_user", Expression: "revenue / users", Type: runtimev1.MetricsViewSpec_MEASURE_TYPE_DERIVED, ReferencedMeasures: []string{"revenue", "users"}},
+		},
+	}
+}
+
+// usersAbove10Filter returns a `publisher IN (SELECT publisher ... HAVING users > 10)` filter whose subquery optionally requests users exactly.
+func usersAbove10Filter(exact bool) *Expression {
+	return &Expression{Condition: &Condition{
+		Operator: OperatorIn,
+		Expressions: []*Expression{
+			{Name: "publisher"},
+			{Subquery: &Subquery{
+				Dimension: Dimension{Name: "publisher"},
+				Measures:  []Measure{{Name: "users", Exact: exact}},
+				Having: &Expression{Condition: &Condition{
+					Operator:    OperatorGt,
+					Expressions: []*Expression{{Name: "users"}, {Value: 10}},
+				}},
+			}},
+		},
+	}}
+}
+
+func TestExactMeasureSet(t *testing.T) {
+	mv := exactTestMetricsView()
+
+	tests := []struct {
+		name     string
+		measures []Measure
+		where    *Expression
+		want     map[string]bool
+	}{
+		{
+			name:     "no flags",
+			measures: []Measure{{Name: "users"}, {Name: "revenue_per_user"}},
+			want:     nil,
+		},
+		{
+			name:     "flag on a measure without an exact expression is a no-op",
+			measures: []Measure{{Name: "revenue", Exact: true}},
+			want:     nil,
+		},
+		{
+			name:     "flagged simple measure",
+			measures: []Measure{{Name: "users", Exact: true}, {Name: "revenue"}},
+			want:     map[string]bool{"users": true},
+		},
+		{
+			name:     "flagged derived measure resolves its referenced measures",
+			measures: []Measure{{Name: "revenue_per_user", Exact: true}},
+			want:     map[string]bool{"users": true},
+		},
+		{
+			name:     "flagged comparison compute resolves its base measure",
+			measures: []Measure{{Name: "users"}, {Name: "users_prev", Compute: &MeasureCompute{ComparisonValue: &MeasureComputeComparisonValue{Measure: "users"}}, Exact: true}},
+			want:     map[string]bool{"users": true},
+		},
+		{
+			name:     "flagged percent of total compute resolves its base measure",
+			measures: []Measure{{Name: "users_pct", Compute: &MeasureCompute{PercentOfTotal: &MeasureComputePercentOfTotal{Measure: "users"}}, Exact: true}},
+			want:     map[string]bool{"users": true},
+		},
+		{
+			name:     "flagged expression compute resolves its referenced measures",
+			measures: []Measure{{Name: "double_users", Compute: &MeasureCompute{Expression: &MeasureComputeExpression{Expression: "users * 2"}}, Exact: true}},
+			want:     map[string]bool{"users": true},
+		},
+		{
+			name:     "flagged count compute has no referenced measures",
+			measures: []Measure{{Name: "cnt", Compute: &MeasureCompute{Count: true}, Exact: true}},
+			want:     nil,
+		},
+		{
+			name:     "flagged measure in a filter subquery",
+			measures: []Measure{{Name: "users"}},
+			where:    usersAbove10Filter(true),
+			want:     map[string]bool{"users": true},
+		},
+		{
+			name:     "flagged measure in a filter subquery nested in a condition",
+			measures: []Measure{{Name: "revenue"}},
+			where: &Expression{Condition: &Condition{
+				Operator: OperatorAnd,
+				Expressions: []*Expression{
+					{Condition: &Condition{Operator: OperatorEq, Expressions: []*Expression{{Name: "publisher"}, {Value: "x"}}}},
+					usersAbove10Filter(true),
+				},
+			}},
+			want: map[string]bool{"users": true},
+		},
+		{
+			name:     "unflagged measure in a filter subquery",
+			measures: []Measure{{Name: "users"}},
+			where:    usersAbove10Filter(false),
+			want:     nil,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			got := ExactMeasureSet(mv, &Query{MetricsView: "test", Measures: tt.measures, Where: tt.where})
+			require.Equal(t, tt.want, got)
+		})
+	}
+}
+
+func TestExactMeasureSQL(t *testing.T) {
+	mv := exactTestMetricsView()
+	sec := skipMetricsViewSecurity{}
+
+	timeRange := &TimeRange{
+		Start: time.Date(2024, 1, 1, 0, 0, 0, 0, time.UTC),
+		End:   time.Date(2024, 2, 1, 0, 0, 0, 0, time.UTC),
+	}
+	comparisonTimeRange := &TimeRange{
+		Start: time.Date(2023, 12, 1, 0, 0, 0, 0, time.UTC),
+		End:   time.Date(2024, 1, 1, 0, 0, 0, 0, time.UTC),
+	}
+	tests := []struct {
+		name            string
+		qry             *Query
+		wantExactCount  int // expected occurrences of the exact expression in the SQL
+		wantApproxCount int // expected occurrences of the approximate expression in the SQL
+	}{
+		{
+			name:            "unflagged measure uses the approximate expression",
+			qry:             &Query{MetricsView: "test", Dimensions: []Dimension{{Name: "publisher"}}, Measures: []Measure{{Name: "users"}}},
+			wantExactCount:  0,
+			wantApproxCount: 1,
+		},
+		{
+			name:            "flagged measure uses the exact expression",
+			qry:             &Query{MetricsView: "test", Dimensions: []Dimension{{Name: "publisher"}}, Measures: []Measure{{Name: "users", Exact: true}}},
+			wantExactCount:  1,
+			wantApproxCount: 0,
+		},
+		{
+			name:            "flag on a measure without an exact expression changes nothing",
+			qry:             &Query{MetricsView: "test", Dimensions: []Dimension{{Name: "publisher"}}, Measures: []Measure{{Name: "users"}, {Name: "revenue", Exact: true}}},
+			wantExactCount:  0,
+			wantApproxCount: 1,
+		},
+		{
+			name:            "flagged derived measure computes its referenced measure exactly",
+			qry:             &Query{MetricsView: "test", Dimensions: []Dimension{{Name: "publisher"}}, Measures: []Measure{{Name: "revenue_per_user", Exact: true}}},
+			wantExactCount:  1,
+			wantApproxCount: 0,
+		},
+		{
+			name:            "flagged and unflagged requests of one measure promote it to exact (unflagged first)",
+			qry:             &Query{MetricsView: "test", Dimensions: []Dimension{{Name: "publisher"}}, Measures: []Measure{{Name: "users"}, {Name: "revenue_per_user", Exact: true}}},
+			wantExactCount:  1,
+			wantApproxCount: 0,
+		},
+		{
+			name:            "flagged and unflagged requests of one measure promote it to exact (flagged first)",
+			qry:             &Query{MetricsView: "test", Dimensions: []Dimension{{Name: "publisher"}}, Measures: []Measure{{Name: "revenue_per_user", Exact: true}, {Name: "users"}}},
+			wantExactCount:  1,
+			wantApproxCount: 0,
+		},
+		{
+			name: "flagged comparison compute computes both the base and the comparison side exactly",
+			qry: &Query{
+				MetricsView:         "test",
+				Dimensions:          []Dimension{{Name: "publisher"}},
+				Measures:            []Measure{{Name: "users"}, {Name: "users_prev", Compute: &MeasureCompute{ComparisonValue: &MeasureComputeComparisonValue{Measure: "users"}}, Exact: true}},
+				TimeRange:           timeRange,
+				ComparisonTimeRange: comparisonTimeRange,
+			},
+			wantExactCount:  2,
+			wantApproxCount: 0,
+		},
+		{
+			name:            "flagged expression compute computes its referenced measure exactly",
+			qry:             &Query{MetricsView: "test", Dimensions: []Dimension{{Name: "publisher"}}, Measures: []Measure{{Name: "double_users", Compute: &MeasureCompute{Expression: &MeasureComputeExpression{Expression: "users * 2"}}, Exact: true}}},
+			wantExactCount:  1,
+			wantApproxCount: 0,
+		},
+		{
+			name:            "where subquery inherits the outer query's exact measures",
+			qry:             &Query{MetricsView: "test", Dimensions: []Dimension{{Name: "publisher"}}, Measures: []Measure{{Name: "users", Exact: true}}, Where: usersAbove10Filter(false)},
+			wantExactCount:  2,
+			wantApproxCount: 0,
+		},
+		{
+			name:            "where subquery stays approximate when the outer query is approximate",
+			qry:             &Query{MetricsView: "test", Dimensions: []Dimension{{Name: "publisher"}}, Measures: []Measure{{Name: "users"}}, Where: usersAbove10Filter(false)},
+			wantExactCount:  0,
+			wantApproxCount: 2,
+		},
+		{
+			name:            "a measure flagged only in a where subquery is exact in the outer query too",
+			qry:             &Query{MetricsView: "test", Dimensions: []Dimension{{Name: "publisher"}}, Measures: []Measure{{Name: "users"}}, Where: usersAbove10Filter(true)},
+			wantExactCount:  2,
+			wantApproxCount: 0,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			ast, err := NewAST(mv, sec, tt.qry, duckdb.DialectDuckDB)
+			require.NoError(t, err)
+
+			sql, _, err := ast.SQL()
+			require.NoError(t, err)
+			require.Equal(t, tt.wantExactCount, strings.Count(sql, exactUsersSQL), sql)
+			require.Equal(t, tt.wantApproxCount, strings.Count(sql, approxUsersSQL), sql)
+		})
+	}
+
+	// The spec measures must never be mutated by building an AST with exact measures.
+	require.Equal(t, approxUsersSQL, mv.Measures[0].Expression)
+	require.Equal(t, exactUsersSQL, mv.Measures[0].ExactExpression)
+}
+
+func TestNewASTWithExactMeasures(t *testing.T) {
+	// A query derived from another query (e.g. the totals query of a percent-of-total measure) may no longer contain the flagged measure
+	// that made another measure exact, so it is built with the exact measures resolved for the original query rather than from its own flags.
+	mv := exactTestMetricsView()
+	sec := skipMetricsViewSecurity{}
+
+	ast, err := NewASTWithExactMeasures(mv, sec, &Query{MetricsView: "test", Measures: []Measure{{Name: "users"}}}, duckdb.DialectDuckDB, map[string]bool{"users": true})
+	require.NoError(t, err)
+	sql, _, err := ast.SQL()
+	require.NoError(t, err)
+	require.Equal(t, 1, strings.Count(sql, exactUsersSQL), sql)
+	require.Equal(t, 0, strings.Count(sql, approxUsersSQL), sql)
+
+	// A resolved empty set is respected too: the query's own flags are not consulted again.
+	ast, err = NewASTWithExactMeasures(mv, sec, &Query{MetricsView: "test", Measures: []Measure{{Name: "users", Exact: true}}}, duckdb.DialectDuckDB, map[string]bool{})
+	require.NoError(t, err)
+	sql, _, err = ast.SQL()
+	require.NoError(t, err)
+	require.Equal(t, 0, strings.Count(sql, exactUsersSQL), sql)
+	require.Equal(t, 1, strings.Count(sql, approxUsersSQL), sql)
+}
diff --git a/runtime/metricsview/astexpr.go b/runtime/metricsview/astexpr.go
index 73e142c40873..cc5e89f327e1 100644
--- a/runtime/metricsview/astexpr.go
+++ b/runtime/metricsview/astexpr.go
@@ -104,12 +104,13 @@ func (b *sqlExprBuilder) writeSubquery(sub *Subquery) error {
 		UnusedFields:        nil,
 	} //exhaustruct:enforce
 
-	// Generate SQL for the subquery
+	// Generate SQL for the subquery.
+	// The subquery uses the exact measures resolved for the outer query, which already account for the subquery's own flags (see ExactMeasureSet).
 	innerSecurity := b.ast.Security
 	if !b.visible {
 		innerSecurity = skipMetricsViewSecurity{}
 	}
-	innerAST, err := NewAST(b.ast.MetricsView, innerSecurity, inner, b.ast.Dialect)
+	innerAST, err := newAST(b.ast.MetricsView, innerSecurity, inner, b.ast.Dialect, b.ast.exactMeasures)
 	if err != nil {
 		return fmt.Errorf("failed to create AST for subquery: %w", err)
 	}
diff --git a/runtime/metricsview/charts_json_schema.go b/runtime/metricsview/charts_json_schema.go
index 1a6bd18345cf..5e4ef9192137 100644
--- a/runtime/metricsview/charts_json_schema.go
+++ b/runtime/metricsview/charts_json_schema.go
@@ -330,6 +330,10 @@ const ChartsJSONSchema = `{
         "compute": {
           "$ref": "#/$defs/MeasureCompute",
           "description": "Optionally configure a derived measure, such as a comparison."
+        },
+        "exact": {
+          "type": "boolean",
+          "description": "Compute the measure with its exact_expression when the metrics view defines one (slower). Measures it references are also computed exactly. Defaults to false (approximate)."
         }
       },
       "required": ["name"]
diff --git a/runtime/metricsview/exact.go b/runtime/metricsview/exact.go
new file mode 100644
index 000000000000..edb00cea0943
--- /dev/null
+++ b/runtime/metricsview/exact.go
@@ -0,0 +1,137 @@
+package metricsview
+
+import (
+	runtimev1 "github.com/rilldata/rill/proto/gen/rill/runtime/v1"
+)
+
+// ExactMeasureSet returns the names of the metrics view measures that the query must compute with their exact_expression.
+// It is the transitive closure of every measure flagged Exact anywhere in the query, including the measures of subqueries in its where and having expressions,
+// following referenced measures (a derived measure's requires, the base measure of comparison and percent-of-total computes, and the refs of ephemeral expression measures),
+// filtered to measures that define an exact_expression.
+//
+// The set is resolved once for the whole query because a measure name has exactly one value per query:
+// if a measure is requested both exactly and approximately (directly, through a derived measure, or in a filter subquery), it is computed exactly.
+// Queries derived from it (totals for percent-of-total, the first phase of a two-phase comparison, filter subqueries) must reuse the set rather than re-resolve it:
+// a derived query may no longer contain the flagged measure that made another measure exact, so re-resolving could change that measure's value.
+//
+// It returns nil when no measure is flagged, which is the common case.
+func ExactMeasureSet(mv *runtimev1.MetricsViewSpec, qry *Query) map[string]bool {
+	if !hasExactMeasure(qry.Measures, qry.Where, qry.Having) {
+		return nil
+	}
+
+	var measures []Measure
+	measures = appendQueryMeasures(measures, qry.Measures, qry.Where, qry.Having)
+
+	byName := make(map[string]*runtimev1.MetricsViewSpec_Measure, len(mv.Measures))
+	for _, m := range mv.Measures {
+		byName[m.Name] = m
+	}
+
+	// Expression measures defined in the query itself (ephemeral measures) can reference metrics view measures.
+	exprMeasures := make(map[string]*MeasureComputeExpression)
+	for _, qm := range measures {
+		if qm.Compute != nil && qm.Compute.Expression != nil {
+			exprMeasures[qm.Name] = qm.Compute.Expression
+		}
+	}
+
+	res := make(map[string]bool)
+	visited := make(map[string]bool)
+	var visit func(name string)
+	visit = func(name string) {
+		if visited[name] {
+			return
+		}
+		visited[name] = true
+
+		if m, ok := byName[name]; ok {
+			if m.ExactExpression != "" {
+				res[name] = true
+			}
+			for _, ref := range m.ReferencedMeasures {
+				visit(ref)
+			}
+			return
+		}
+
+		if c, ok := exprMeasures[name]; ok {
+			parsed, err := ParseMeasureExpression(c.Expression)
+			if err != nil {
+				// Invalid expressions are reported when the AST resolves the measure.
+				return
+			}
+			for _, ref := range parsed.Refs() {
+				visit(ref)
+			}
+		}
+	}
+
+	for _, qm := range measures {
+		if !qm.Exact {
+			continue
+		}
+		if qm.Compute == nil {
+			visit(qm.Name)
+			continue
+		}
+		c := qm.Compute
+		switch {
+		case c.ComparisonValue != nil:
+			visit(c.ComparisonValue.Measure)
+		case c.ComparisonDelta != nil:
+			visit(c.ComparisonDelta.Measure)
+		case c.ComparisonRatio != nil:
+			visit(c.ComparisonRatio.Measure)
+		case c.PercentOfTotal != nil:
+			visit(c.PercentOfTotal.Measure)
+		case c.Expression != nil:
+			visit(qm.Name)
+		}
+		// Count, count distinct, URI and comparison time computes do not reference metrics view measures.
+	}
+
+	if len(res) == 0 {
+		return nil
+	}
+	return res
+}
+
+// hasExactMeasure reports whether any of the measures, or any measure of a subquery in the expressions, is flagged Exact.
+// It allocates nothing so that the common case of a query without exact measures stays cheap.
+func hasExactMeasure(measures []Measure, exprs ...*Expression) bool {
+	for _, m := range measures {
+		if m.Exact {
+			return true
+		}
+	}
+	for _, e := range exprs {
+		if e == nil {
+			continue
+		}
+		if e.Subquery != nil && hasExactMeasure(e.Subquery.Measures, e.Subquery.Where, e.Subquery.Having) {
+			return true
+		}
+		if e.Condition != nil && hasExactMeasure(nil, e.Condition.Expressions...) {
+			return true
+		}
+	}
+	return false
+}
+
+// appendQueryMeasures appends the measures and the measures of every subquery in the expressions (recursively) to res.
+func appendQueryMeasures(res, measures []Measure, exprs ...*Expression) []Measure {
+	res = append(res, measures...)
+	for _, e := range exprs {
+		if e == nil {
+			continue
+		}
+		if e.Subquery != nil {
+			res = appendQueryMeasures(res, e.Subquery.Measures, e.Subquery.Where, e.Subquery.Having)
+		}
+		if e.Condition != nil {
+			res = appendQueryMeasures(res, nil, e.Condition.Expressions...)
+		}
+	}
+	return res
+}
diff --git a/runtime/metricsview/executor/executor.go b/runtime/metricsview/executor/executor.go
index 2538cd1504f7..2108c0fe2ec8 100644
--- a/runtime/metricsview/executor/executor.go
+++ b/runtime/metricsview/executor/executor.go
@@ -275,6 +275,17 @@ func (e *Executor) BindQuery(qry *metricsview.Query, timestamps metricsview.Time
 
 // Schema returns a schema for the metrics view's dimensions and measures.
 func (e *Executor) Schema(ctx context.Context) (*runtimev1.StructType, error) {
+	return e.schema(ctx, false)
+}
+
+// ExactSchema returns a schema for the metrics view's dimensions and measures, computing every measure that has an exact_expression with it.
+// It is used during validation to check the types of exact expressions.
+func (e *Executor) ExactSchema(ctx context.Context) (*runtimev1.StructType, error) {
+	return e.schema(ctx, true)
+}
+
+// schema returns a schema for the metrics view's dimensions and measures. If exact is true, measures with an exact_expression are computed with it.
+func (e *Executor) schema(ctx context.Context, exact bool) (*runtimev1.StructType, error) {
 	if !e.security.CanAccess() {
 		return nil, runtime.ErrForbidden
 	}
@@ -294,7 +305,7 @@ func (e *Executor) Schema(ctx context.Context) (*runtimev1.StructType, error) {
 
 	for _, m := range e.metricsView.Measures {
 		if e.security.CanAccessField(m.Name) {
-			qry.Measures = append(qry.Measures, metricsview.Measure{Name: m.Name})
+			qry.Measures = append(qry.Measures, metricsview.Measure{Name: m.Name, Exact: exact && m.ExactExpression != ""})
 		}
 	}
 
@@ -335,6 +346,23 @@ func (e *Executor) Schema(ctx context.Context) (*runtimev1.StructType, error) {
 	return schema, nil
 }
 
+// resolveExactMeasures resolves which measures the query computes with their exact_expression (see metricsview.ExactMeasureSet).
+// It returns an error if the query computes any measure exactly while the instance has disabled exact measures (rill.metrics.exact_measures=false).
+// It errors rather than silently ignoring the flags, so clients never present approximate values as exact.
+//
+// The result is never nil and must be passed to every rewrite and AST for the query, including queries derived from it (totals, two-phase base queries, Druid TopN inner queries).
+// Resolving it again from a derived query would be wrong: the derived query may have dropped the flagged measure that made another measure exact, which would change that measure's value.
+func (e *Executor) resolveExactMeasures(qry *metricsview.Query) (map[string]bool, error) {
+	exactMeasures := metricsview.ExactMeasureSet(e.metricsView, qry)
+	if len(exactMeasures) > 0 && !e.instanceCfg.MetricsExactMeasures {
+		return nil, errors.New("exact measures are disabled for this instance (rill.metrics.exact_measures=false)")
+	}
+	if exactMeasures == nil {
+		exactMeasures = map[string]bool{}
+	}
+	return exactMeasures, nil
+}
+
 // Query executes the provided query against the metrics view.
 func (e *Executor) Query(ctx context.Context, qry *metricsview.Query, executionTime *time.Time) (*drivers.Result, error) {
 	if !e.security.CanAccess() {
@@ -346,6 +374,17 @@ func (e *Executor) Query(ctx context.Context, qry *metricsview.Query, executionT
 		return nil, err
 	}
 
+	exactMeasures, err := e.resolveExactMeasures(qry)
+	if err != nil {
+		return nil, err
+	}
+
+	return e.query(ctx, qry, executionTime, exactMeasures)
+}
+
+// query implements Query for a validated query and the exact measures resolved for it.
+// Queries derived from another query (see rewriteTwoPhaseComparisons) call it directly with that query's exact measures.
+func (e *Executor) query(ctx context.Context, qry *metricsview.Query, executionTime *time.Time, exactMeasures map[string]bool) (*drivers.Result, error) {
 	// preserve the original limit, required in 2 phase comparison
 	ogLimit := qry.Limit
 
@@ -367,18 +406,18 @@ func (e *Executor) Query(ctx context.Context, qry *metricsview.Query, executionT
 		return nil, err
 	}
 
-	if err := e.rewritePercentOfTotals(ctx, qry); err != nil {
+	if err := e.rewritePercentOfTotals(ctx, qry, exactMeasures); err != nil {
 		return nil, err
 	}
 
-	exactified, err := e.rewriteQueryDruidExactify(ctx, qry)
+	exactified, err := e.rewriteQueryDruidExactify(ctx, qry, exactMeasures)
 	if err != nil {
 		return nil, err
 	}
 
 	// Check if a rollup table can satisfy the query; if so, use a synthetic spec pointing to it
 	mvForAST := e.metricsView
-	rollupSpec, err := e.rewriteQueryForRollup(ctx, qry)
+	rollupSpec, err := e.rewriteQueryForRollup(ctx, qry, exactMeasures)
 	if err != nil {
 		return nil, err
 	}
@@ -386,12 +425,12 @@ func (e *Executor) Query(ctx context.Context, qry *metricsview.Query, executionT
 		mvForAST = rollupSpec
 	}
 
-	ast, err := metricsview.NewAST(mvForAST, e.security, qry, e.olap.Dialect())
+	ast, err := metricsview.NewASTWithExactMeasures(mvForAST, e.security, qry, e.olap.Dialect(), exactMeasures)
 	if err != nil {
 		return nil, err
 	}
 
-	ok, err := e.rewriteTwoPhaseComparisons(ctx, qry, ast, ogLimit)
+	ok, err := e.rewriteTwoPhaseComparisons(ctx, qry, ast, ogLimit, exactMeasures)
 	if err != nil {
 		return nil, err
 	} // TODO if !ok then can log a warning that two phase comparison is not possible with a reason
@@ -501,6 +540,11 @@ func (e *Executor) Export(ctx context.Context, qry *metricsview.Query, execution
 		return "", err
 	}
 
+	exactMeasures, err := e.resolveExactMeasures(qry)
+	if err != nil {
+		return "", err
+	}
+
 	pivotAST, pivoting, err := e.rewriteQueryForPivot(qry)
 	if err != nil {
 		return "", err
@@ -514,18 +558,18 @@ func (e *Executor) Export(ctx context.Context, qry *metricsview.Query, execution
 		return "", err
 	}
 
-	if err := e.rewritePercentOfTotals(ctx, qry); err != nil {
+	if err := e.rewritePercentOfTotals(ctx, qry, exactMeasures); err != nil {
 		return "", err
 	}
 
-	exactified, err := e.rewriteQueryDruidExactify(ctx, qry)
+	exactified, err := e.rewriteQueryDruidExactify(ctx, qry, exactMeasures)
 	if err != nil {
 		return "", err
 	}
 
 	// Check if a rollup table can satisfy the query; if so, use a synthetic spec pointing to it
 	mvForAST := e.metricsView
-	rollupSpec, err := e.rewriteQueryForRollup(ctx, qry)
+	rollupSpec, err := e.rewriteQueryForRollup(ctx, qry, exactMeasures)
 	if err != nil {
 		return "", err
 	}
@@ -533,7 +577,7 @@ func (e *Executor) Export(ctx context.Context, qry *metricsview.Query, execution
 		mvForAST = rollupSpec
 	}
 
-	ast, err := metricsview.NewAST(mvForAST, e.security, qry, e.olap.Dialect())
+	ast, err := metricsview.NewASTWithExactMeasures(mvForAST, e.security, qry, e.olap.Dialect(), exactMeasures)
 	if err != nil {
 		return "", err
 	}
diff --git a/runtime/metricsview/executor/executor_exact_test.go b/runtime/metricsview/executor/executor_exact_test.go
new file mode 100644
index 000000000000..1b03b1a54d21
--- /dev/null
+++ b/runtime/metricsview/executor/executor_exact_test.go
@@ -0,0 +1,254 @@
+package executor_test
+
+import (
+	"testing"
+
+	"github.com/rilldata/rill/runtime"
+	"github.com/rilldata/rill/runtime/testruntime"
+	"github.com/stretchr/testify/require"
+)
+
+// The exact expressions below are deliberately different from the default ones (rather than a real approximate/exact pair),
+// so that the tests can tell which expression was used.
+var exactMeasuresTestFiles = map[string]string{
+	"rill.yaml": "",
+	"m1.sql":    `SELECT * FROM (VALUES (1, 'a'), (2, 'b'), (3, 'a')) t(id, publisher)`,
+	"mv1.yaml": `
+type: metrics_view
+model: m1
+dimensions:
+  - name: publisher
+    column: publisher
+measures:
+  - name: records
+    expression: count(*)
+    exact_expression: count(*) + 100
+  - name: ids
+    expression: sum(id)
+  - name: records_per_id
+    requires: [records, ids]
+    expression: records / ids
+`,
+	// m2 adds a time dimension: the rows of m1 on 2024-01-02, plus rows on 2024-01-01 that serve as a comparison period.
+	// Per publisher: a has 2 rows on the 2nd and 1 on the 1st; b has 1 row on the 2nd and 2 on the 1st.
+	"m2.sql": `SELECT * FROM (VALUES
+		(1, 'a', TIMESTAMP '2024-01-02'), (2, 'b', TIMESTAMP '2024-01-02'), (3, 'a', TIMESTAMP '2024-01-02'),
+		(4, 'a', TIMESTAMP '2024-01-01'), (5, 'b', TIMESTAMP '2024-01-01'), (6, 'b', TIMESTAMP '2024-01-01')
+	) t(id, publisher, ts)`,
+	"mv2.yaml": `
+type: metrics_view
+model: m2
+timeseries: ts
+dimensions:
+  - name: publisher
+    column: publisher
+measures:
+  - name: records
+    expression: count(*)
+    exact_expression: count(*) + 100
+`,
+}
+
+// recordsFilterSubquery is a `publisher IN (SELECT publisher ... HAVING records > threshold)` filter
+// whose subquery requests records exactly.
+func recordsFilterSubquery(threshold int) map[string]any {
+	return map[string]any{"cond": map[string]any{"op": "in", "exprs": []map[string]any{
+		{"name": "publisher"},
+		{"subquery": map[string]any{
+			"dimension": map[string]any{"name": "publisher"},
+			"measures":  []map[string]any{{"name": "records", "exact": true}},
+			"having":    map[string]any{"cond": map[string]any{"op": "gt", "exprs": []map[string]any{{"name": "records"}, {"val": threshold}}}},
+		}},
+	}}}
+}
+
+func resolveMetrics(t *testing.T, rt *runtime.Runtime, instanceID string, props map[string]any) ([]map[string]any, error) {
+	if _, ok := props["metrics_view"]; !ok {
+		props["metrics_view"] = "mv1"
+	}
+	res, _, err := rt.Resolve(t.Context(), &runtime.ResolveOptions{
+		InstanceID:         instanceID,
+		Resolver:           "metrics",
+		ResolverProperties: props,
+		Claims:             &runtime.SecurityClaims{Permissions: runtime.AllPermissions},
+	})
+	if err != nil {
+		return nil, err
+	}
+	defer res.Close()
+
+	var rows []map[string]any
+	for {
+		row, err := res.Next()
+		if err != nil {
+			break
+		}
+		rows = append(rows, row)
+	}
+	return rows, nil
+}
+
+func TestExactMeasures(t *testing.T) {
+	rt, instanceID := testruntime.NewInstanceWithOptions(t, testruntime.InstanceOptions{Files: exactMeasuresTestFiles})
+	testruntime.RequireReconcileState(t, rt, instanceID, -1, 0, 0)
+
+	t.Run("approximate by default", func(t *testing.T) {
+		rows, err := resolveMetrics(t, rt, instanceID, map[string]any{
+			"measures": []map[string]any{{"name": "records"}, {"name": "records_per_id"}},
+		})
+		require.NoError(t, err)
+		require.Len(t, rows, 1)
+		require.EqualValues(t, 3, rows[0]["records"])
+		require.InDelta(t, 0.5, rows[0]["records_per_id"], 1e-9)
+	})
+
+	t.Run("flagged measure is exact", func(t *testing.T) {
+		rows, err := resolveMetrics(t, rt, instanceID, map[string]any{
+			"measures": []map[string]any{{"name": "records", "exact": true}, {"name": "ids"}},
+		})
+		require.NoError(t, err)
+		require.Len(t, rows, 1)
+		require.EqualValues(t, 103, rows[0]["records"])
+		require.EqualValues(t, 6, rows[0]["ids"])
+	})
+
+	t.Run("flagged derived measure computes its referenced measure exactly", func(t *testing.T) {
+		rows, err := resolveMetrics(t, rt, instanceID, map[string]any{
+			"measures": []map[string]any{{"name": "records_per_id", "exact": true}},
+		})
+		require.NoError(t, err)
+		require.Len(t, rows, 1)
+		require.InDelta(t, 103.0/6.0, rows[0]["records_per_id"], 1e-9)
+	})
+
+	t.Run("a measure requested both ways is exact", func(t *testing.T) {
+		rows, err := resolveMetrics(t, rt, instanceID, map[string]any{
+			"measures": []map[string]any{{"name": "records"}, {"name": "records_per_id", "exact": true}},
+		})
+		require.NoError(t, err)
+		require.Len(t, rows, 1)
+		require.EqualValues(t, 103, rows[0]["records"])
+		require.InDelta(t, 103.0/6.0, rows[0]["records_per_id"], 1e-9)
+	})
+
+	t.Run("flag on a measure without an exact expression is a no-op", func(t *testing.T) {
+		rows, err := resolveMetrics(t, rt, instanceID, map[string]any{
+			"measures": []map[string]any{{"name": "ids", "exact": true}},
+		})
+		require.NoError(t, err)
+		require.Len(t, rows, 1)
+		require.EqualValues(t, 6, rows[0]["ids"])
+	})
+
+	t.Run("percent of total uses the same precision for the totals", func(t *testing.T) {
+		rows, err := resolveMetrics(t, rt, instanceID, map[string]any{
+			"dimensions": []map[string]any{{"name": "publisher"}},
+			"measures": []map[string]any{
+				{"name": "records", "exact": true},
+				{"name": "records_pct", "compute": map[string]any{"percent_of_total": map[string]any{"measure": "records"}}, "exact": true},
+			},
+			"sort": []map[string]any{{"name": "publisher"}},
+		})
+		require.NoError(t, err)
+		require.Len(t, rows, 2)
+		// publisher a has 2 rows, b has 1 row. Exact: a=102, b=101, total=103 (the totals query also adds 100 once).
+		require.EqualValues(t, 102, rows[0]["records"])
+		require.InDelta(t, 102.0/103.0, rows[0]["records_pct"], 1e-9)
+		require.EqualValues(t, 101, rows[1]["records"])
+		require.InDelta(t, 101.0/103.0, rows[1]["records_pct"], 1e-9)
+	})
+
+	t.Run("percent of total follows the query's resolved precision when only the base measure is flagged", func(t *testing.T) {
+		rows, err := resolveMetrics(t, rt, instanceID, map[string]any{
+			"dimensions": []map[string]any{{"name": "publisher"}},
+			"measures": []map[string]any{
+				{"name": "records", "exact": true},
+				{"name": "records_pct", "compute": map[string]any{"percent_of_total": map[string]any{"measure": "records"}}},
+			},
+			"sort": []map[string]any{{"name": "publisher"}},
+		})
+		require.NoError(t, err)
+		require.Len(t, rows, 2)
+		// records is exact everywhere in the query, so the totals query must be exact too: 102/103, not 102/3.
+		require.EqualValues(t, 102, rows[0]["records"])
+		require.InDelta(t, 102.0/103.0, rows[0]["records_pct"], 1e-9)
+		require.EqualValues(t, 101, rows[1]["records"])
+		require.InDelta(t, 101.0/103.0, rows[1]["records_pct"], 1e-9)
+	})
+
+	t.Run("two-phase comparison keeps the base query exact when only the comparison is flagged", func(t *testing.T) {
+		rows, err := resolveMetrics(t, rt, instanceID, map[string]any{
+			"metrics_view": "mv2",
+			"dimensions":   []map[string]any{{"name": "publisher"}},
+			"measures": []map[string]any{
+				{"name": "records"},
+				{"name": "records_prev", "compute": map[string]any{"comparison_value": map[string]any{"measure": "records"}}, "exact": true},
+			},
+			"time_range":            map[string]any{"start": "2024-01-02T00:00:00Z", "end": "2024-01-03T00:00:00Z"},
+			"comparison_time_range": map[string]any{"start": "2024-01-01T00:00:00Z", "end": "2024-01-02T00:00:00Z"},
+			"sort":                  []map[string]any{{"name": "records", "desc": true}},
+			// Under the two-phase limit, so the base values are queried first (without the comparison measure that carries the flag).
+			"limit": 10,
+		})
+		require.NoError(t, err)
+		require.Len(t, rows, 2)
+		require.Equal(t, "a", rows[0]["publisher"])
+		require.EqualValues(t, 102, rows[0]["records"])
+		require.EqualValues(t, 101, rows[0]["records_prev"])
+		require.Equal(t, "b", rows[1]["publisher"])
+		require.EqualValues(t, 101, rows[1]["records"])
+		require.EqualValues(t, 102, rows[1]["records_prev"])
+	})
+
+	t.Run("a measure flagged in a filter subquery is exact in the whole query", func(t *testing.T) {
+		rows, err := resolveMetrics(t, rt, instanceID, map[string]any{
+			"dimensions": []map[string]any{{"name": "publisher"}},
+			"measures":   []map[string]any{{"name": "records"}},
+			"where":      recordsFilterSubquery(101),
+			"sort":       []map[string]any{{"name": "publisher"}},
+		})
+		require.NoError(t, err)
+		// Exact: a=102, b=101, so only a passes the filter, and the outer query computes records exactly as well.
+		require.Len(t, rows, 1)
+		require.Equal(t, "a", rows[0]["publisher"])
+		require.EqualValues(t, 102, rows[0]["records"])
+	})
+}
+
+func TestExactMeasuresDisabled(t *testing.T) {
+	rt, instanceID := testruntime.NewInstanceWithOptions(t, testruntime.InstanceOptions{
+		Files:     exactMeasuresTestFiles,
+		Variables: map[string]string{"rill.metrics.exact_measures": "false"},
+	})
+	testruntime.RequireReconcileState(t, rt, instanceID, -1, 0, 0)
+
+	// Approximate queries keep working.
+	rows, err := resolveMetrics(t, rt, instanceID, map[string]any{
+		"measures": []map[string]any{{"name": "records"}},
+	})
+	require.NoError(t, err)
+	require.Len(t, rows, 1)
+	require.EqualValues(t, 3, rows[0]["records"])
+
+	// A flag on a measure without an exact expression computes nothing exactly, so it is still allowed.
+	rows, err = resolveMetrics(t, rt, instanceID, map[string]any{
+		"measures": []map[string]any{{"name": "ids", "exact": true}},
+	})
+	require.NoError(t, err)
+	require.Len(t, rows, 1)
+	require.EqualValues(t, 6, rows[0]["ids"])
+
+	// Exact queries fail with a clear error instead of silently returning approximate values.
+	_, err = resolveMetrics(t, rt, instanceID, map[string]any{
+		"measures": []map[string]any{{"name": "records", "exact": true}},
+	})
+	require.ErrorContains(t, err, "exact measures are disabled")
+
+	// Including when the exact measure is requested inside a filter subquery.
+	_, err = resolveMetrics(t, rt, instanceID, map[string]any{
+		"dimensions": []map[string]any{{"name": "publisher"}},
+		"measures":   []map[string]any{{"name": "records"}},
+		"where":      recordsFilterSubquery(0),
+	})
+	require.ErrorContains(t, err, "exact measures are disabled")
+}
diff --git a/runtime/metricsview/executor/executor_rewrite_druid_exactify.go b/runtime/metricsview/executor/executor_rewrite_druid_exactify.go
index 8676a18eb778..e7e52ce451b0 100644
--- a/runtime/metricsview/executor/executor_rewrite_druid_exactify.go
+++ b/runtime/metricsview/executor/executor_rewrite_druid_exactify.go
@@ -15,7 +15,8 @@ import (
 // and then adding those dimension values as a filter in the outer query. The specific filter in the second query leads to more accurate measure values being returned.
 // For more details on this approach, see: https://druid.apache.org/docs/latest/querying/topnquery/#aliasing.
 // It returns the `dim IN (...)` expression it appended to the WHERE clause, or nil if the query was not rewritten.
-func (e *Executor) rewriteQueryDruidExactify(ctx context.Context, qry *metricsview.Query) (*metricsview.Expression, error) {
+// The inner query is built with the exact measures resolved for the outer query, so both rank the dimension values with the same precision.
+func (e *Executor) rewriteQueryDruidExactify(ctx context.Context, qry *metricsview.Query, exactMeasures map[string]bool) (*metricsview.Expression, error) {
 	// Check if it's enabled.
 	if !e.instanceCfg.MetricsExactifyDruidTopN {
 		return nil, nil
@@ -63,7 +64,7 @@ func (e *Executor) rewriteQueryDruidExactify(ctx context.Context, qry *metricsvi
 	}
 
 	// Build an AST for the inner query.
-	ast, err := metricsview.NewAST(e.metricsView, e.security, inner, e.olap.Dialect())
+	ast, err := metricsview.NewASTWithExactMeasures(e.metricsView, e.security, inner, e.olap.Dialect(), exactMeasures)
 	if err != nil {
 		return nil, fmt.Errorf("druid exactify: failed to build inner query AST: %w", err)
 	}
diff --git a/runtime/metricsview/executor/executor_rewrite_percent_of_totals.go b/runtime/metricsview/executor/executor_rewrite_percent_of_totals.go
index 6b089b4ad486..185096e7d01d 100644
--- a/runtime/metricsview/executor/executor_rewrite_percent_of_totals.go
+++ b/runtime/metricsview/executor/executor_rewrite_percent_of_totals.go
@@ -9,7 +9,9 @@ import (
 	"github.com/rilldata/rill/runtime/metricsview"
 )
 
-func (e *Executor) rewritePercentOfTotals(ctx context.Context, qry *metricsview.Query) error {
+// rewritePercentOfTotals runs a totals query for the base measures of the query's percent-of-total measures and stores the totals on them.
+// The totals query is built with the exact measures resolved for the outer query, so every total has the same precision as the values it divides.
+func (e *Executor) rewritePercentOfTotals(ctx context.Context, qry *metricsview.Query, exactMeasures map[string]bool) error {
 	var measures []metricsview.Measure
 	var measureIndices []int
 	for i, measure := range qry.Measures {
@@ -50,14 +52,14 @@ func (e *Executor) rewritePercentOfTotals(ctx context.Context, qry *metricsview.
 	} //exhaustruct:enforce
 
 	// Build an AST for the totals query.
-	ast, err := metricsview.NewAST(e.metricsView, e.security, totalsQry, e.olap.Dialect())
+	ast, err := metricsview.NewASTWithExactMeasures(e.metricsView, e.security, totalsQry, e.olap.Dialect(), exactMeasures)
 	if err != nil {
 		return fmt.Errorf("percent of totals: failed to build the totals query AST: %w", err)
 	}
 
 	// Apply a limited subset of rewrites to the inner query.
 	e.rewriteApproxComparisons(ast, false)
-	_, err = e.rewriteQueryDruidExactify(ctx, totalsQry)
+	_, err = e.rewriteQueryDruidExactify(ctx, totalsQry, exactMeasures)
 	if err != nil {
 		return err
 	}
diff --git a/runtime/metricsview/executor/executor_rewrite_rollup.go b/runtime/metricsview/executor/executor_rewrite_rollup.go
index b2e9fc60bc5d..a4824a0e0ca5 100644
--- a/runtime/metricsview/executor/executor_rewrite_rollup.go
+++ b/runtime/metricsview/executor/executor_rewrite_rollup.go
@@ -41,6 +41,7 @@ const (
 const (
 	skipRawRows                 = "raw_rows"
 	skipNonPrimaryTimeDimension = "non_primary_time_dimension"
+	skipExactMeasures           = "exact_measures"
 )
 
 // Rollup routing decides whether a metrics query can be served from a
@@ -48,7 +49,7 @@ const (
 //
 // Routing decision:
 //
-//  1. Quick disqualification: raw-row queries and queries referencing a non-primary time dimension are skipped.
+//  1. Quick disqualification: raw-row queries, queries referencing a non-primary time dimension, and queries that compute measures exactly are skipped.
 //
 //  2. Eligibility (per rollup): a rollup is eligible only if all of these hold:
 //     a. Query time grain is derivable from the rollup grain (e.g. month from day).
@@ -89,7 +90,7 @@ type rollupCandidate struct {
 
 // rewriteQueryForRollup checks if a rollup table can satisfy the query.
 // It returns a synthetic MetricsViewSpec pointing to the rollup table, or nil if no rollup matches.
-func (e *Executor) rewriteQueryForRollup(ctx context.Context, qry *metricsview.Query) (*runtimev1.MetricsViewSpec, error) {
+func (e *Executor) rewriteQueryForRollup(ctx context.Context, qry *metricsview.Query, exactMeasures map[string]bool) (*runtimev1.MetricsViewSpec, error) {
 	e.latestQueryTable = e.metricsView.Table
 
 	if len(e.metricsView.Rollups) == 0 {
@@ -121,6 +122,20 @@ func (e *Executor) rewriteQueryForRollup(ctx context.Context, qry *metricsview.Q
 		return nil, nil
 	}
 
+	// Disqualify: queries that compute measures with their exact_expression.
+	// Exact aggregates (e.g. exact distinct counts) cannot be computed from pre-aggregated rows.
+	// This is keyed on the resolved exact measures, so an `exact` flag on a measure without an exact_expression keeps the rollup eligible.
+	if len(exactMeasures) > 0 {
+		_, span := tracer.Start(ctx, "rollup.selection")
+		span.SetAttributes(
+			attribute.Int("rollup.candidate_count", len(e.metricsView.Rollups)),
+			attribute.String("rollup.result", "skipped"),
+			attribute.String("rollup.skip_reason", skipExactMeasures),
+		)
+		span.End()
+		return nil, nil
+	}
+
 	// Extract the time grain from the query (from time floor dimensions)
 	queryGrain := extractQueryTimeGrain(qry)
 
diff --git a/runtime/metricsview/executor/executor_rewrite_rollup_test.go b/runtime/metricsview/executor/executor_rewrite_rollup_test.go
index af36cf82d6b9..5971518f8999 100644
--- a/runtime/metricsview/executor/executor_rewrite_rollup_test.go
+++ b/runtime/metricsview/executor/executor_rewrite_rollup_test.go
@@ -21,7 +21,7 @@ func TestRewriteQueryForRollup_NoRollups(t *testing.T) {
 		Measures: []metricsview.Measure{{Name: "count"}},
 	}
 
-	result, err := e.rewriteQueryForRollup(context.Background(), qry)
+	result, err := e.rewriteQueryForRollup(context.Background(), qry, nil)
 	require.NoError(t, err)
 	require.Nil(t, result)
 }
@@ -37,7 +37,7 @@ func TestRewriteQueryForRollup_RawRows(t *testing.T) {
 	}
 
 	qry := &metricsview.Query{Rows: true}
-	result, err := e.rewriteQueryForRollup(context.Background(), qry)
+	result, err := e.rewriteQueryForRollup(context.Background(), qry, nil)
 	require.NoError(t, err)
 	require.Nil(t, result)
 }
@@ -75,7 +75,7 @@ func TestRewriteQueryForRollup_MissingDimension(t *testing.T) {
 	}
 
 	// Rejected at eligibility (missing dimension); no watermark fetch needed
-	result, err := e.rewriteQueryForRollup(context.Background(), qry)
+	result, err := e.rewriteQueryForRollup(context.Background(), qry, nil)
 	require.NoError(t, err)
 	require.Nil(t, result)
 }
@@ -106,7 +106,7 @@ func TestRewriteQueryForRollup_MissingMeasure(t *testing.T) {
 		},
 	}
 
-	result, err := e.rewriteQueryForRollup(context.Background(), qry)
+	result, err := e.rewriteQueryForRollup(context.Background(), qry, nil)
 	require.NoError(t, err)
 	require.Nil(t, result)
 }
@@ -140,7 +140,7 @@ func TestRewriteQueryForRollup_GrainNotDerivable(t *testing.T) {
 	}
 
 	// Rejected at eligibility (grain not derivable); no watermark fetch needed
-	result, err := e.rewriteQueryForRollup(context.Background(), qry)
+	result, err := e.rewriteQueryForRollup(context.Background(), qry, nil)
 	require.NoError(t, err)
 	require.Nil(t, result)
 }
@@ -174,7 +174,7 @@ func TestRewriteQueryForRollup_StartNotAligned(t *testing.T) {
 	}
 
 	// Rejected at eligibility (start not aligned to rollup grain); no watermark fetch needed
-	result, err := e.rewriteQueryForRollup(context.Background(), qry)
+	result, err := e.rewriteQueryForRollup(context.Background(), qry, nil)
 	require.NoError(t, err)
 	require.Nil(t, result)
 }
@@ -217,7 +217,7 @@ func TestRewriteQueryForRollup_WhereDimensionMissing(t *testing.T) {
 		},
 	}
 
-	result, err := e.rewriteQueryForRollup(context.Background(), qry)
+	result, err := e.rewriteQueryForRollup(context.Background(), qry, nil)
 	require.NoError(t, err)
 	require.Nil(t, result)
 }
@@ -458,7 +458,7 @@ func TestRewriteQueryForRollup_ComparisonTimeRange_NonPrimaryTimeDim(t *testing.
 			TimeDimension: "other_ts",
 		},
 	}
-	result, err := e.rewriteQueryForRollup(context.Background(), qry)
+	result, err := e.rewriteQueryForRollup(context.Background(), qry, nil)
 	require.NoError(t, err)
 	require.Nil(t, result)
 }
@@ -489,7 +489,7 @@ func TestRewriteQueryForRollup_DerivedMeasure(t *testing.T) {
 		},
 	}
 
-	result, err := e.rewriteQueryForRollup(context.Background(), qry)
+	result, err := e.rewriteQueryForRollup(context.Background(), qry, nil)
 	require.NoError(t, err)
 	require.Nil(t, result)
 }
@@ -528,7 +528,7 @@ func TestRewriteQueryForRollup_ComputedMeasureRejected(t *testing.T) {
 		},
 	}
 
-	result, err := e.rewriteQueryForRollup(context.Background(), qry)
+	result, err := e.rewriteQueryForRollup(context.Background(), qry, nil)
 	require.NoError(t, err)
 	require.Nil(t, result)
 }
@@ -564,7 +564,7 @@ func TestRewriteQueryForRollup_TimezoneRejection(t *testing.T) {
 		},
 	}
 
-	result, err := e.rewriteQueryForRollup(context.Background(), qry)
+	result, err := e.rewriteQueryForRollup(context.Background(), qry, nil)
 	require.NoError(t, err)
 	require.Nil(t, result)
 }
@@ -623,3 +623,42 @@ func TestNormalizeTimezone(t *testing.T) {
 	_, err := normalizeTimezone("Not/A_Timezone")
 	require.Error(t, err)
 }
+
+func TestRewriteQueryForRollup_ExactMeasureSkipped(t *testing.T) {
+	// Exact aggregates cannot be computed from pre-aggregated rows, so a query whose exact set is non-empty skips rollups.
+	e := &Executor{
+		metricsView: &runtimev1.MetricsViewSpec{
+			Table:         "base_table",
+			TimeDimension: "timestamp",
+			Dimensions: []*runtimev1.MetricsViewSpec_Dimension{
+				{Name: "publisher", Column: "publisher"},
+			},
+			Measures: []*runtimev1.MetricsViewSpec_Measure{
+				{Name: "users", Expression: `approx_count_distinct("user_id")`, ExactExpression: `count(DISTINCT "user_id")`},
+				{Name: "users_per_publisher", Expression: "users / 2", Type: runtimev1.MetricsViewSpec_MEASURE_TYPE_DERIVED, ReferencedMeasures: []string{"users"}},
+			},
+			Rollups: []*runtimev1.MetricsViewSpec_Rollup{
+				{
+					Table:      "daily_rollup",
+					TimeGrain:  runtimev1.TimeGrain_TIME_GRAIN_DAY,
+					Dimensions: []string{"publisher"},
+					Measures:   []string{"users", "users_per_publisher"},
+				},
+			},
+		},
+	}
+
+	for _, measures := range [][]metricsview.Measure{
+		{{Name: "users", Exact: true}},
+		{{Name: "users_per_publisher", Exact: true}},
+	} {
+		qry := &metricsview.Query{
+			Dimensions: []metricsview.Dimension{{Name: "publisher"}},
+			Measures:   measures,
+		}
+		result, err := e.rewriteQueryForRollup(context.Background(), qry, metricsview.ExactMeasureSet(e.metricsView, qry))
+		require.NoError(t, err)
+		require.Nil(t, result)
+		require.Equal(t, "base_table", e.LatestQueryTable())
+	}
+}
diff --git a/runtime/metricsview/executor/executor_rewrite_two_phase_comparisons.go b/runtime/metricsview/executor/executor_rewrite_two_phase_comparisons.go
index 2e42cc5c09ef..b0522949138a 100644
--- a/runtime/metricsview/executor/executor_rewrite_two_phase_comparisons.go
+++ b/runtime/metricsview/executor/executor_rewrite_two_phase_comparisons.go
@@ -10,7 +10,9 @@ import (
 )
 
 // rewriteTwoPhaseComparisons rewrites the query to query base time range first and then use the results to query the comparison time range.
-func (e *Executor) rewriteTwoPhaseComparisons(ctx context.Context, qry *metricsview.Query, ast *metricsview.AST, ogLimit *int64) (bool, error) {
+// The base query drops the comparison measures, so it runs with the exact measures resolved for the full query:
+// a flagged comparison measure makes its base measure exact in both phases.
+func (e *Executor) rewriteTwoPhaseComparisons(ctx context.Context, qry *metricsview.Query, ast *metricsview.AST, ogLimit *int64, exactMeasures map[string]bool) (bool, error) {
 	if qry.Limit == nil || (*qry.Limit > e.instanceCfg.MetricsApproxComparisonTwoPhaseLimit) {
 		return false, nil
 	}
@@ -66,7 +68,7 @@ func (e *Executor) rewriteTwoPhaseComparisons(ctx context.Context, qry *metricsv
 	} //exhaustruct:enforce
 
 	// Execute the query for the base time range
-	baseRes, err := e.Query(ctx, baseQry, nil)
+	baseRes, err := e.query(ctx, baseQry, nil, exactMeasures)
 	if err != nil {
 		return false, err
 	}
diff --git a/runtime/metricsview/executor/executor_validate.go b/runtime/metricsview/executor/executor_validate.go
index 7e3fbbf0fed0..351e3bf695d0 100644
--- a/runtime/metricsview/executor/executor_validate.go
+++ b/runtime/metricsview/executor/executor_validate.go
@@ -360,7 +360,8 @@ func (e *Executor) validateAndNormalizeRollups(ctx context.Context, mv *runtimev
 				if m.Type != runtimev1.MetricsViewSpec_MEASURE_TYPE_SIMPLE || m.Window != nil {
 					continue
 				}
-				if err := e.validateMeasure(ctx, t, m); err != nil {
+				// Only the default expression is validated against the rollup table: exact queries never route to rollups.
+				if err := e.validateMeasureExpression(ctx, t, m.Expression); err != nil {
 					res.OtherErrs = append(res.OtherErrs, fmt.Errorf("rollup[%d]: invalid expression for measure %q: %w", i, m.Name, err))
 				}
 			}
@@ -520,6 +521,9 @@ func (e *Executor) validateAllDimensionsAndMeasures(ctx context.Context, t *driv
 			continue
 		}
 		metricExprs = append(metricExprs, "("+m.Expression+")")
+		if m.ExactExpression != "" {
+			metricExprs = append(metricExprs, "("+m.ExactExpression+")")
+		}
 	}
 	var query string
 	if len(dimExprs) == 0 && len(metricExprs) == 0 {
@@ -595,7 +599,7 @@ func (e *Executor) validateIndividualDimensionsAndMeasures(ctx context.Context,
 		idx := idx
 		m := m
 		grp.Go(func() error {
-			err := e.validateMeasure(ctx, t, m)
+			err := e.validateMeasureExpression(ctx, t, m.Expression)
 			if err != nil {
 				mu.Lock()
 				defer mu.Unlock()
@@ -607,6 +611,23 @@ func (e *Executor) validateIndividualDimensionsAndMeasures(ctx context.Context,
 			}
 			return nil
 		})
+
+		if m.ExactExpression == "" {
+			continue
+		}
+		grp.Go(func() error {
+			err := e.validateMeasureExpression(ctx, t, m.ExactExpression)
+			if err != nil {
+				mu.Lock()
+				defer mu.Unlock()
+
+				res.MeasureErrs = append(res.MeasureErrs, IndexErr{
+					Idx: idx,
+					Err: fmt.Errorf("invalid exact_expression for measure %q: %w", m.Name, err),
+				})
+			}
+			return nil
+		})
 	}
 
 	// Wait for all validations to complete
@@ -831,10 +852,10 @@ func (e *Executor) validateLookupGroupByKey(ctx context.Context, t *drivers.Olap
 	return nil
 }
 
-// validateMeasure validates a metrics view measure.
-func (e *Executor) validateMeasure(ctx context.Context, t *drivers.OlapTable, m *runtimev1.MetricsViewSpec_Measure) error {
+// validateMeasureExpression validates a metrics view measure's expression (or exact_expression) with a dry run.
+func (e *Executor) validateMeasureExpression(ctx context.Context, t *drivers.OlapTable, expr string) error {
 	err := e.olap.Exec(ctx, &drivers.Statement{
-		Query:           fmt.Sprintf("SELECT 1, (%s) FROM %s GROUP BY 1", m.Expression, e.olap.Dialect().EscapeTable(t.Database, t.DatabaseSchema, t.Name)),
+		Query:           fmt.Sprintf("SELECT 1, (%s) FROM %s GROUP BY 1", expr, e.olap.Dialect().EscapeTable(t.Database, t.DatabaseSchema, t.Name)),
 		DryRun:          true,
 		QueryAttributes: e.queryAttributes,
 	})
@@ -864,8 +885,7 @@ func (e *Executor) validateAndRewriteSchema(ctx context.Context, res *ValidateMe
 			continue
 		}
 
-		switch typ.Code {
-		case runtimev1.Type_CODE_TIMESTAMP, runtimev1.Type_CODE_DATE, runtimev1.Type_CODE_TIME, runtimev1.Type_CODE_STRING, runtimev1.Type_CODE_BYTES, runtimev1.Type_CODE_ARRAY, runtimev1.Type_CODE_STRUCT, runtimev1.Type_CODE_MAP, runtimev1.Type_CODE_JSON, runtimev1.Type_CODE_UUID:
+		if !isNumericMeasureType(typ) {
 			res.MeasureErrs = append(res.MeasureErrs, IndexErr{
 				Idx: i,
 				Err: fmt.Errorf("measure %q is of type %s, but must be a numeric type", m.Name, typ.Code),
@@ -874,6 +894,12 @@ func (e *Executor) validateAndRewriteSchema(ctx context.Context, res *ValidateMe
 		m.DataType = typ
 	}
 
+	// Check that the exact expressions are not strings either. The DataType stays that of the default expression.
+	err = e.validateExactExpressionTypes(ctx, res)
+	if err != nil {
+		return err
+	}
+
 	// Populate the dimension types and data types
 	for _, d := range e.metricsView.Dimensions {
 		// Find the dimension's data type, and infer the dimension type
@@ -912,3 +938,56 @@ func (e *Executor) validateAndRewriteSchema(ctx context.Context, res *ValidateMe
 
 	return nil
 }
+
+// validateExactExpressionTypes checks that measures with an exact_expression produce a numeric type when computed exactly.
+// It is a no-op when no measure defines an exact_expression, so the extra schema query only runs for metrics views that use the feature.
+func (e *Executor) validateExactExpressionTypes(ctx context.Context, res *ValidateMetricsViewResult) error {
+	hasExact := false
+	for _, m := range e.metricsView.Measures {
+		if m.ExactExpression != "" {
+			hasExact = true
+			break
+		}
+	}
+	if !hasExact {
+		return nil
+	}
+
+	schema, err := e.ExactSchema(ctx)
+	if err != nil {
+		return err
+	}
+	types := make(map[string]*runtimev1.Type, len(schema.Fields))
+	for _, f := range schema.Fields {
+		types[strings.ToLower(f.Name)] = f.Type
+	}
+
+	for i, m := range e.metricsView.Measures {
+		if m.ExactExpression == "" {
+			continue
+		}
+		typ, ok := types[strings.ToLower(m.Name)]
+		if !ok {
+			// Don't error: schemas are not always reliable
+			continue
+		}
+		if !isNumericMeasureType(typ) {
+			res.MeasureErrs = append(res.MeasureErrs, IndexErr{
+				Idx: i,
+				Err: fmt.Errorf("exact_expression of measure %q is of type %s, but must be a numeric type", m.Name, typ.Code),
+			})
+		}
+	}
+
+	return nil
+}
+
+// isNumericMeasureType returns false for types that a measure must not have (strings, timestamps, composite types).
+func isNumericMeasureType(typ *runtimev1.Type) bool {
+	switch typ.Code {
+	case runtimev1.Type_CODE_TIMESTAMP, runtimev1.Type_CODE_DATE, runtimev1.Type_CODE_TIME, runtimev1.Type_CODE_STRING, runtimev1.Type_CODE_BYTES, runtimev1.Type_CODE_ARRAY, runtimev1.Type_CODE_STRUCT, runtimev1.Type_CODE_MAP, runtimev1.Type_CODE_JSON, runtimev1.Type_CODE_UUID:
+		return false
+	default:
+		return true
+	}
+}
diff --git a/runtime/metricsview/executor/executor_validate_test.go b/runtime/metricsview/executor/executor_validate_test.go
index ce8e6aec97be..55545835199d 100644
--- a/runtime/metricsview/executor/executor_validate_test.go
+++ b/runtime/metricsview/executor/executor_validate_test.go
@@ -546,3 +546,61 @@ measures:
 		})
 	}
 }
+
+func TestValidateMetricsViewExactExpression(t *testing.T) {
+	rt, instanceID := testruntime.NewInstanceForProject(t, "ad_bids")
+
+	newMetricsView := func(measures ...*runtimev1.MetricsViewSpec_Measure) *runtimev1.MetricsViewSpec {
+		return &runtimev1.MetricsViewSpec{
+			Connector:     "duckdb",
+			Table:         "ad_bids",
+			DisplayName:   "Ad Bids",
+			TimeDimension: "timestamp",
+			Dimensions: []*runtimev1.MetricsViewSpec_Dimension{
+				{Name: "publisher", Column: "publisher"},
+			},
+			Measures: measures,
+		}
+	}
+
+	validate := func(t *testing.T, mv *runtimev1.MetricsViewSpec) *executor.ValidateMetricsViewResult {
+		e, err := executor.New(context.Background(), rt, instanceID, mv, false, runtime.ResolvedSecurityOpen, 0, nil)
+		require.NoError(t, err)
+		res, err := e.ValidateAndNormalizeMetricsView(context.Background())
+		require.NoError(t, err)
+		require.Empty(t, res.TimeDimensionErr)
+		require.Empty(t, res.DimensionErrs)
+		require.Empty(t, res.OtherErrs)
+		return res
+	}
+
+	t.Run("valid exact expression", func(t *testing.T) {
+		mv := newMetricsView(
+			&runtimev1.MetricsViewSpec_Measure{Name: "publishers", Expression: "approx_count_distinct(publisher)", ExactExpression: "count(DISTINCT publisher)", Type: runtimev1.MetricsViewSpec_MEASURE_TYPE_SIMPLE},
+		)
+		res := validate(t, mv)
+		require.Empty(t, res.MeasureErrs)
+		// The data type comes from the default expression.
+		require.NotNil(t, mv.Measures[0].DataType)
+	})
+
+	t.Run("invalid exact expression", func(t *testing.T) {
+		res := validate(t, newMetricsView(
+			&runtimev1.MetricsViewSpec_Measure{Name: "records", Expression: "count(*)", Type: runtimev1.MetricsViewSpec_MEASURE_TYPE_SIMPLE},
+			&runtimev1.MetricsViewSpec_Measure{Name: "publishers", Expression: "approx_count_distinct(publisher)", ExactExpression: "MAX(COUNT(DISTINCT publisher))", Type: runtimev1.MetricsViewSpec_MEASURE_TYPE_SIMPLE},
+		))
+		require.Len(t, res.MeasureErrs, 1)
+		require.Equal(t, 1, res.MeasureErrs[0].Idx)
+		require.ErrorContains(t, res.MeasureErrs[0].Err, `invalid exact_expression for measure "publishers"`)
+	})
+
+	t.Run("non-numeric exact expression", func(t *testing.T) {
+		res := validate(t, newMetricsView(
+			&runtimev1.MetricsViewSpec_Measure{Name: "records", Expression: "count(*)", ExactExpression: "max(publisher)", Type: runtimev1.MetricsViewSpec_MEASURE_TYPE_SIMPLE},
+		))
+		require.Len(t, res.MeasureErrs, 1)
+		require.Equal(t, 0, res.MeasureErrs[0].Idx)
+		require.ErrorContains(t, res.MeasureErrs[0].Err, "must be a numeric type")
+		require.ErrorContains(t, res.MeasureErrs[0].Err, "exact_expression")
+	})
+}
diff --git a/runtime/metricsview/query.go b/runtime/metricsview/query.go
index ec25ecb66668..0dd16d5319b2 100644
--- a/runtime/metricsview/query.go
+++ b/runtime/metricsview/query.go
@@ -50,6 +50,10 @@ type DimensionComputeTimeFloor struct {
 type Measure struct {
 	Name    string          `json:"name,omitempty" mapstructure:"name"`
 	Compute *MeasureCompute `json:"compute,omitempty" mapstructure:"compute"`
+	// Exact computes the measure with its exact_expression instead of its (approximate) expression.
+	// Measures referenced by this measure are also computed exactly, and a measure flagged anywhere in a query (including in a filter subquery) is computed exactly everywhere in it.
+	// It is a no-op for measures without an exact_expression. See ExactMeasureSet.
+	Exact bool `json:"exact,omitempty" mapstructure:"exact"`
 }
 
 type MeasureCompute struct {
@@ -644,6 +648,10 @@ const QueryJSONSchema = `
         "compute": {
           "$ref": "#/$defs/MeasureCompute",
           "description": "Optionally configure a derived measure, such as a comparison."
+        },
+        "exact": {
+          "type": "boolean",
+          "description": "Compute the measure with its exact_expression when the metrics view defines one (slower). Measures it references are also computed exactly. Defaults to false (approximate)."
         }
       },
       "required": ["name"]
diff --git a/runtime/parser/parse_metrics_view.go b/runtime/parser/parse_metrics_view.go
index 571c9825937e..42dfbdb5a9e9 100644
--- a/runtime/parser/parse_metrics_view.go
+++ b/runtime/parser/parse_metrics_view.go
@@ -62,6 +62,7 @@ type MetricsViewYAML struct {
 		Description         string
 		Type                string
 		Expression          string
+		ExactExpression     string `yaml:"exact_expression"`
 		Window              *MetricsViewMeasureWindow
 		Per                 MetricsViewFieldSelectorsYAML
 		Requires            MetricsViewFieldSelectorsYAML
@@ -486,6 +487,10 @@ func (p *Parser) parseMetricsView(node *Node) error {
 			return fmt.Errorf(`cannot set both "format_preset" and "format_d3" for a measure`)
 		}
 
+		if measure.ExactExpression != "" && measure.Expression == "" {
+			return fmt.Errorf(`measure %q: "exact_expression" can only be set if "expression" is set`, measure.Name)
+		}
+
 		var formatD3Locale *structpb.Struct
 		if measure.FormatD3Locale != nil {
 			if measure.FormatD3 == "" {
@@ -600,6 +605,7 @@ func (p *Parser) parseMetricsView(node *Node) error {
 			DisplayName:         measure.DisplayName,
 			Description:         measure.Description,
 			Expression:          measure.Expression,
+			ExactExpression:     measure.ExactExpression,
 			Type:                typ,
 			Window:              window,
 			PerDimensions:       perDimensions,
diff --git a/runtime/parser/parse_metrics_view_test.go b/runtime/parser/parse_metrics_view_test.go
index 1106f28e2b06..ea0a6ff77316 100644
--- a/runtime/parser/parse_metrics_view_test.go
+++ b/runtime/parser/parse_metrics_view_test.go
@@ -1285,3 +1285,54 @@ explore:
 	require.Nil(t, e3.DimensionsSelector)
 	require.Equal(t, &runtimev1.FieldSelector{Selector: &runtimev1.FieldSelector_Regex{Regex: "count.*"}}, e3.MeasuresSelector)
 }
+
+func TestMetricsViewExactExpression(t *testing.T) {
+	ctx := context.Background()
+
+	t.Run("parsed into the spec", func(t *testing.T) {
+		repo := makeRepo(t, map[string]string{
+			`rill.yaml`:     ``,
+			`models/m1.sql`: `SELECT 1 AS user_id`,
+			`metrics_views/mv1.yaml`: `
+type: metrics_view
+version: 1
+model: m1
+measures:
+- name: users
+  expression: approx_count_distinct(user_id)
+  exact_expression: count(DISTINCT user_id)
+- name: records
+  expression: count(*)
+`,
+		})
+		p, err := Parse(ctx, repo, "", "", "duckdb", true)
+		require.NoError(t, err)
+		require.Empty(t, p.Errors)
+
+		mv := p.Resources[ResourceName{Kind: ResourceKindMetricsView, Name: "mv1"}]
+		require.NotNil(t, mv)
+		require.Len(t, mv.MetricsViewSpec.Measures, 2)
+		require.Equal(t, "approx_count_distinct(user_id)", mv.MetricsViewSpec.Measures[0].Expression)
+		require.Equal(t, "count(DISTINCT user_id)", mv.MetricsViewSpec.Measures[0].ExactExpression)
+		require.Empty(t, mv.MetricsViewSpec.Measures[1].ExactExpression)
+	})
+
+	t.Run("requires expression", func(t *testing.T) {
+		repo := makeRepo(t, map[string]string{
+			`rill.yaml`:     ``,
+			`models/m1.sql`: `SELECT 1 AS user_id`,
+			`metrics_views/mv1.yaml`: `
+type: metrics_view
+version: 1
+model: m1
+measures:
+- name: users
+  exact_expression: count(DISTINCT user_id)
+`,
+		})
+		p, err := Parse(ctx, repo, "", "", "duckdb", true)
+		require.NoError(t, err)
+		require.NotEmpty(t, p.Errors)
+		require.Contains(t, p.Errors[0].Message, `"exact_expression" can only be set if "expression" is set`)
+	})
+}
diff --git a/runtime/parser/schema/project.schema.yaml b/runtime/parser/schema/project.schema.yaml
index b2ba1e623597..a45070160d20 100644
--- a/runtime/parser/schema/project.schema.yaml
+++ b/runtime/parser/schema/project.schema.yaml
@@ -2191,6 +2191,9 @@ definitions:
                 expression:
                   type: string
                   description: a combination of operators and functions for aggregations
+                exact_expression:
+                  type: string
+                  description: 'An optional exact variant of `expression` for measures whose default expression is approximate (e.g. `expression: uniq(user_id)` with `exact_expression: uniqExact(user_id)` in ClickHouse, or `approx_count_distinct(user_id)` with `count(DISTINCT user_id)` in DuckDB). Dashboards show the approximate value by default and only use the exact expression when a viewer or query explicitly asks for exact values. It shares all other measure settings with `expression`.'
                 window:
                   description: A measure window can be defined as a keyword string (e.g. 'time' or 'all') or an object with detailed window configuration. For more information, see the [window functions](/developers/build/metrics-view/measures/windows) documentation.
                   anyOf:
diff --git a/runtime/parser/schema/rillyaml.schema.yaml b/runtime/parser/schema/rillyaml.schema.yaml
index 23cef9cd5cb8..c14c90ebcc54 100644
--- a/runtime/parser/schema/rillyaml.schema.yaml
+++ b/runtime/parser/schema/rillyaml.schema.yaml
@@ -173,6 +173,9 @@ allOf:
           rill.metrics.approximate_comparisons_two_phase_limit:
             type: integer
             description: "Row-limit threshold under which metrics comparison queries use a two-phase strategy (base values first, comparison values second). Default: 250."
+          rill.metrics.exact_measures:
+            type: boolean
+            description: "Allow queries to compute measures with their `exact_expression` when requested (per measure, with `exact: true`). When false, any query that would compute a measure exactly fails with an error; a flag on a measure without an `exact_expression` stays a no-op. Acts as a kill switch for expensive exact aggregations. Default: true."
           rill.metrics.exactify_druid_topn:
             type: boolean
             description: "Split Druid TopN queries into two queries to improve measure accuracy, at the cost of performance. Default: false."
diff --git a/runtime/queries/metricsview_aggregation.go b/runtime/queries/metricsview_aggregation.go
index 36cac9f678ae..1c29c6d2b55b 100644
--- a/runtime/queries/metricsview_aggregation.go
+++ b/runtime/queries/metricsview_aggregation.go
@@ -312,7 +312,8 @@ func (q *MetricsViewAggregation) rewriteToMetricsViewQuery(export bool) (*metric
 	var measureFilter *runtimev1.Expression
 
 	for _, m := range q.Measures {
-		res := metricsview.Measure{Name: m.Name}
+		// The request-level Exact flag computes every measure exactly; the measure-level flag targets a single measure.
+		res := metricsview.Measure{Name: m.Name, Exact: m.Exact || q.Exact}
 		switch m.BuiltinMeasure {
 		case runtimev1.BuiltinMeasure_BUILTIN_MEASURE_COUNT:
 			res.Compute = &metricsview.MeasureCompute{Count: true}
diff --git a/runtime/queries/metricsview_comparison_toplist.go b/runtime/queries/metricsview_comparison_toplist.go
index b4c538a8341f..21a85f94b382 100644
--- a/runtime/queries/metricsview_comparison_toplist.go
+++ b/runtime/queries/metricsview_comparison_toplist.go
@@ -261,7 +261,8 @@ func (q *MetricsViewComparison) rewriteToMetricsViewQuery(export bool) (*metrics
 	var measureFilter *runtimev1.Expression
 
 	for _, m := range q.Measures {
-		res := metricsview.Measure{Name: m.Name}
+		// The request-level Exact flag computes every measure exactly; the measure-level flag targets a single measure.
+		res := metricsview.Measure{Name: m.Name, Exact: m.Exact || q.Exact}
 		switch m.BuiltinMeasure {
 		case runtimev1.BuiltinMeasure_BUILTIN_MEASURE_COUNT:
 			res.Compute = &metricsview.MeasureCompute{Count: true}
diff --git a/runtime/queries/metricsview_exact_test.go b/runtime/queries/metricsview_exact_test.go
new file mode 100644
index 000000000000..e5c278947ae3
--- /dev/null
+++ b/runtime/queries/metricsview_exact_test.go
@@ -0,0 +1,92 @@
+package queries_test
+
+import (
+	"testing"
+
+	runtimev1 "github.com/rilldata/rill/proto/gen/rill/runtime/v1"
+	"github.com/rilldata/rill/runtime/queries"
+	"github.com/rilldata/rill/runtime/testruntime"
+	"github.com/stretchr/testify/require"
+)
+
+// The exact expression is deliberately different from the default one (rather than a real approximate/exact pair),
+// so that the tests can tell which expression was used.
+var exactMeasuresTestFiles = map[string]string{
+	"rill.yaml": "",
+	"m1.sql": `SELECT * FROM (VALUES
+  (TIMESTAMP '2024-01-01 00:00:00', 'a'),
+  (TIMESTAMP '2024-01-02 00:00:00', 'b'),
+  (TIMESTAMP '2024-01-02 00:00:00', 'a')
+) t(ts, publisher)`,
+	"mv1.yaml": `
+type: metrics_view
+model: m1
+timeseries: ts
+dimensions:
+  - name: publisher
+    column: publisher
+measures:
+  - name: records
+    expression: count(*)
+    exact_expression: count(*) + 100
+`,
+}
+
+func TestMetricsViewAggregation_exact(t *testing.T) {
+	rt, instanceID := testruntime.NewInstanceWithOptions(t, testruntime.InstanceOptions{Files: exactMeasuresTestFiles})
+	testruntime.RequireReconcileState(t, rt, instanceID, -1, 0, 0)
+
+	tests := []struct {
+		name     string
+		measures []*runtimev1.MetricsViewAggregationMeasure
+		exact    bool
+		want     float64
+	}{
+		{name: "approximate by default", measures: []*runtimev1.MetricsViewAggregationMeasure{{Name: "records"}}, want: 3},
+		{name: "measure-level flag", measures: []*runtimev1.MetricsViewAggregationMeasure{{Name: "records", Exact: true}}, want: 103},
+		{name: "request-level flag applies to all measures", measures: []*runtimev1.MetricsViewAggregationMeasure{{Name: "records"}}, exact: true, want: 103},
+	}
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			q := &queries.MetricsViewAggregation{
+				MetricsViewName: "mv1",
+				Measures:        tt.measures,
+				Exact:           tt.exact,
+				SecurityClaims:  testClaims(),
+			}
+			require.NoError(t, q.Resolve(t.Context(), rt, instanceID, 0))
+			require.Len(t, q.Result.Data, 1)
+			require.Equal(t, tt.want, q.Result.Data[0].Fields["records"].GetNumberValue())
+		})
+	}
+}
+
+func TestMetricsViewTimeSeries_exact(t *testing.T) {
+	rt, instanceID := testruntime.NewInstanceWithOptions(t, testruntime.InstanceOptions{Files: exactMeasuresTestFiles})
+	testruntime.RequireReconcileState(t, rt, instanceID, -1, 0, 0)
+
+	tests := []struct {
+		name              string
+		exactMeasureNames []string
+		want              []float64 // per day, ordered by time
+	}{
+		{name: "approximate by default", want: []float64{1, 2}},
+		{name: "exact measure names", exactMeasureNames: []string{"records"}, want: []float64{101, 102}},
+	}
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			q := &queries.MetricsViewTimeSeries{
+				MetricsViewName:   "mv1",
+				MeasureNames:      []string{"records"},
+				ExactMeasureNames: tt.exactMeasureNames,
+				TimeGranularity:   runtimev1.TimeGrain_TIME_GRAIN_DAY,
+				SecurityClaims:    testClaims(),
+			}
+			require.NoError(t, q.Resolve(t.Context(), rt, instanceID, 0))
+			require.Len(t, q.Result.Data, len(tt.want))
+			for i, want := range tt.want {
+				require.Equal(t, want, q.Result.Data[i].Records.Fields["records"].GetNumberValue())
+			}
+		})
+	}
+}
diff --git a/runtime/queries/metricsview_timeseries.go b/runtime/queries/metricsview_timeseries.go
index 504b8e445243..1caaecfcec51 100644
--- a/runtime/queries/metricsview_timeseries.go
+++ b/runtime/queries/metricsview_timeseries.go
@@ -27,20 +27,22 @@ type MetricsViewTimeSeries struct {
 	// EphemeralMeasures are measures defined by the query rather than the metrics view.
 	// Only the `expression` compute is supported for time series.
 	EphemeralMeasures []*runtimev1.MetricsViewAggregationMeasure `json:"ephemeral_measures,omitempty"`
-	TimeStart         *timestamppb.Timestamp                     `json:"time_start,omitempty"`
-	TimeEnd           *timestamppb.Timestamp                     `json:"time_end,omitempty"`
-	Limit             int64                                      `json:"limit,omitempty"`
-	Offset            int64                                      `json:"offset,omitempty"`
-	Sort              []*runtimev1.MetricsViewSort               `json:"sort,omitempty"`
-	Where             *runtimev1.Expression                      `json:"where,omitempty"`
-	WhereSQL          string                                     `json:"where_sql,omitempty"`
-	Filter            *runtimev1.MetricsViewFilter               `json:"filter,omitempty"` // backwards compatibility
-	Having            *runtimev1.Expression                      `json:"having,omitempty"`
-	HavingSQL         string                                     `json:"having_sql,omitempty"`
-	TimeGranularity   runtimev1.TimeGrain                        `json:"time_granularity,omitempty"`
-	TimeZone          string                                     `json:"time_zone,omitempty"`
-	SecurityClaims    *runtime.SecurityClaims                    `json:"security_claims,omitempty"`
-	TimeDimension     string                                     `json:"time_dimension,omitempty"`
+	// ExactMeasureNames are the names of measures (from MeasureNames or EphemeralMeasures) to compute with their exact_expression.
+	ExactMeasureNames []string                     `json:"exact_measure_names,omitempty"`
+	TimeStart         *timestamppb.Timestamp       `json:"time_start,omitempty"`
+	TimeEnd           *timestamppb.Timestamp       `json:"time_end,omitempty"`
+	Limit             int64                        `json:"limit,omitempty"`
+	Offset            int64                        `json:"offset,omitempty"`
+	Sort              []*runtimev1.MetricsViewSort `json:"sort,omitempty"`
+	Where             *runtimev1.Expression        `json:"where,omitempty"`
+	WhereSQL          string                       `json:"where_sql,omitempty"`
+	Filter            *runtimev1.MetricsViewFilter `json:"filter,omitempty"` // backwards compatibility
+	Having            *runtimev1.Expression        `json:"having,omitempty"`
+	HavingSQL         string                       `json:"having_sql,omitempty"`
+	TimeGranularity   runtimev1.TimeGrain          `json:"time_granularity,omitempty"`
+	TimeZone          string                       `json:"time_zone,omitempty"`
+	SecurityClaims    *runtime.SecurityClaims      `json:"security_claims,omitempty"`
+	TimeDimension     string                       `json:"time_dimension,omitempty"`
 
 	Result *runtimev1.MetricsViewTimeSeriesResponse `json:"-"`
 }
@@ -393,8 +395,13 @@ func addToNew(t time.Time, d duration.Duration, tz *time.Location) time.Time {
 func (q *MetricsViewTimeSeries) rewriteToMetricsViewQuery(timeDimension string) (*metricsview.Query, error) {
 	qry := &metricsview.Query{MetricsView: q.MetricsViewName}
 
+	exact := make(map[string]bool, len(q.ExactMeasureNames))
+	for _, m := range q.ExactMeasureNames {
+		exact[m] = true
+	}
+
 	for _, m := range q.MeasureNames {
-		qry.Measures = append(qry.Measures, metricsview.Measure{Name: m})
+		qry.Measures = append(qry.Measures, metricsview.Measure{Name: m, Exact: exact[m]})
 	}
 
 	for _, m := range q.EphemeralMeasures {
@@ -408,6 +415,7 @@ func (q *MetricsViewTimeSeries) rewriteToMetricsViewQuery(timeDimension string)
 				Expression:  c.Expression.Expression,
 				DisplayName: c.Expression.DisplayName,
 			}},
+			Exact: m.Exact || exact[m.Name],
 		})
 	}
 
diff --git a/runtime/queries/proto.go b/runtime/queries/proto.go
index 3202179c5683..329a1ce7eaca 100644
--- a/runtime/queries/proto.go
+++ b/runtime/queries/proto.go
@@ -40,6 +40,7 @@ func ProtoToQuery(q *runtimev1.Query, claims *runtime.SecurityClaims, executionT
 			Filter:              req.Filter,
 			Offset:              req.Offset,
 			PivotOn:             req.PivotOn,
+			Exact:               req.Exact,
 			SecurityClaims:      claims,
 			ExecutionTime:       executionTime,
 		}, nil
diff --git a/runtime/server/downloads.go b/runtime/server/downloads.go
index 46c2140102c6..eb899a07ca95 100644
--- a/runtime/server/downloads.go
+++ b/runtime/server/downloads.go
@@ -265,6 +265,7 @@ func (s *Server) downloadHandler(w http.ResponseWriter, req *http.Request) {
 			MetricsViewName:   r.MetricsViewName,
 			MeasureNames:      r.MeasureNames,
 			EphemeralMeasures: r.EphemeralMeasures,
+			ExactMeasureNames: r.ExactMeasureNames,
 			TimeStart:         r.TimeStart,
 			TimeEnd:           r.TimeEnd,
 			Where:             r.Where,
@@ -288,6 +289,7 @@ func (s *Server) downloadHandler(w http.ResponseWriter, req *http.Request) {
 			Filter:              r.Filter,
 			Where:               r.Where,
 			Having:              r.Having,
+			Exact:               r.Exact,
 			SecurityClaims:      claims,
 			ExecutionTime:       execTime,
 		}
diff --git a/runtime/server/queries_metrics.go b/runtime/server/queries_metrics.go
index 7678c482c162..c6a56b78e01b 100644
--- a/runtime/server/queries_metrics.go
+++ b/runtime/server/queries_metrics.go
@@ -247,6 +247,7 @@ func (s *Server) MetricsViewTimeSeries(ctx context.Context, req *runtimev1.Metri
 		MetricsViewName:   req.MetricsViewName,
 		MeasureNames:      req.MeasureNames,
 		EphemeralMeasures: req.EphemeralMeasures,
+		ExactMeasureNames: req.ExactMeasureNames,
 		TimeStart:         req.TimeStart,
 		TimeEnd:           req.TimeEnd,
 		TimeGranularity:   req.TimeGranularity,
diff --git a/web-common/src/components/searchable-filter-menu/SearchableFilterChip.svelte b/web-common/src/components/searchable-filter-menu/SearchableFilterChip.svelte
index 54af6c978d9f..8e610729744f 100644
--- a/web-common/src/components/searchable-filter-menu/SearchableFilterChip.svelte
+++ b/web-common/src/components/searchable-filter-menu/SearchableFilterChip.svelte
@@ -10,6 +10,8 @@
   export let selectableItems: SearchableFilterSelectableItem[];
   export let selectedItems: string[];
   export let tooltipText: string;
+  // Hide the tooltip, for example while a child in the `additional-label` slot shows its own.
+  export let suppressTooltip = false;
   export let label: string;
   export let onSelect: (name: string) => void;
   // When set, ephemeral items in the menu get an edit button that closes the
@@ -35,7 +37,7 @@
         alignment="start"
         distance={8}
         location="bottom"
-        suppress={open}
+        suppress={open || suppressTooltip}
       >
         <Chip {...props} theme type="measure" active={open} {label}>
           <div slot="body" class="flex items-center gap-x-1 font-bold">
diff --git a/web-common/src/components/virtualized-table/core/ColumnHeader.svelte b/web-common/src/components/virtualized-table/core/ColumnHeader.svelte
index 2a73eae25fdf..676b32c72006 100644
--- a/web-common/src/components/virtualized-table/core/ColumnHeader.svelte
+++ b/web-common/src/components/virtualized-table/core/ColumnHeader.svelte
@@ -8,6 +8,8 @@
   import TooltipContent from "@rilldata/web-common/components/tooltip/TooltipContent.svelte";
   import TooltipShortcutContainer from "@rilldata/web-common/components/tooltip/TooltipShortcutContainer.svelte";
   import TooltipTitle from "@rilldata/web-common/components/tooltip/TooltipTitle.svelte";
+  import type { PrecisionChipProps } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+  import PrecisionChip from "@rilldata/web-common/features/dashboards/exact-measures/PrecisionChip.svelte";
   import { SortDirection } from "@rilldata/web-common/features/dashboards/proto-state/derived-types";
   import {
     copyToClipboard,
@@ -31,6 +33,11 @@
   export let enableSorting = true;
   export let isSelected = false;
   export let sorted: SortDirection | undefined = undefined;
+  // Precision chip rendered after the label for measures with an exact variant.
+  export let precision: PrecisionChipProps | undefined = undefined;
+
+  // The precision chip has its own tooltip; the header tooltip hides while it is hovered.
+  let chipHovered = false;
   export let onResizeColumn: (size: number, name: string) => void = () => {};
   export let onResetColumnWidth: (name: string) => void = () => {};
   export let onClickColumn: (name: string) => void;
@@ -82,7 +89,12 @@
            {isDimensionTable ? '' : 'items-center gap-x-2'}
            "
   >
-    <Tooltip location="top" alignment="middle" distance={16}>
+    <Tooltip
+      location="top"
+      alignment="middle"
+      distance={16}
+      suppress={chipHovered}
+    >
       <div
         class="
         grid
@@ -110,6 +122,14 @@
           {:else}
             {name}
           {/if}
+          {#if precision}
+            <span class="inline-flex align-middle relative -top-px ml-1">
+              <PrecisionChip
+                {...precision}
+                onHoverChange={(hovered) => (chipHovered = hovered)}
+              />
+            </span>
+          {/if}
         </span>
       </div>
       <TooltipContent slot="tooltip-content" maxWidth="280px">
diff --git a/web-common/src/components/virtualized-table/sections/ColumnHeaders.svelte b/web-common/src/components/virtualized-table/sections/ColumnHeaders.svelte
index 3d0a0fbb93fe..172dc4858194 100644
--- a/web-common/src/components/virtualized-table/sections/ColumnHeaders.svelte
+++ b/web-common/src/components/virtualized-table/sections/ColumnHeaders.svelte
@@ -47,6 +47,7 @@
         {header}
         {noPin}
         {showDataIcon}
+        precision={columns[header.index].precision}
         onPin={() => {
           onPin(columns[header.index]);
         }}
diff --git a/web-common/src/components/virtualized-table/types.d.ts b/web-common/src/components/virtualized-table/types.d.ts
index 60e09abd9574..e153c7cf9704 100644
--- a/web-common/src/components/virtualized-table/types.d.ts
+++ b/web-common/src/components/virtualized-table/types.d.ts
@@ -18,6 +18,7 @@ export interface VirtualizedTableConfig {
   headerBgColorHighlightClass?: string;
 }
 
+import type { PrecisionChipProps } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
 import type { SortDirection } from "@rilldata/web-common/features/dashboards/proto-state/derived-types";
 import type { SvelteComponent } from "svelte";
 
@@ -27,6 +28,8 @@ export interface VirtualizedTableColumns {
   largestStringLength?: number;
   summary?: ProfileColumnSummary | any;
   label?: string | typeof SvelteComponent<any>;
+  // Precision chip rendered after the label for measures with an exact variant.
+  precision?: PrecisionChipProps;
   max?: number;
   description?: string;
   enableResize?: boolean;
diff --git a/web-common/src/features/canvas/ComponentHeader.svelte b/web-common/src/features/canvas/ComponentHeader.svelte
index d3a8a0090f9c..a3c0999131c4 100644
--- a/web-common/src/features/canvas/ComponentHeader.svelte
+++ b/web-common/src/features/canvas/ComponentHeader.svelte
@@ -6,6 +6,8 @@
   import { resolveTimeFilters } from "@rilldata/web-common/features/canvas/components/time-filters";
   import type { ComponentFilterProperties } from "@rilldata/web-common/features/canvas/components/types";
   import LocalFiltersHeader from "@rilldata/web-common/features/canvas/LocalFiltersHeader.svelte";
+  import type { PrecisionChipProps } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+  import PrecisionChip from "@rilldata/web-common/features/dashboards/exact-measures/PrecisionChip.svelte";
   import { onDestroy, onMount } from "svelte";
 
   export let title: string | undefined = undefined;
@@ -14,6 +16,9 @@
   export let filters: ComponentFilterProperties | undefined = undefined;
   export let faint: boolean = false;
   export let component: BaseCanvasComponent<any>;
+  // The chip of a component with one precision control for all its measures
+  // (charts), shown right of the title.
+  export let precisionChip: PrecisionChipProps | undefined = undefined;
 
   const WIDTH_THRESHOLD = 480;
 
@@ -59,19 +64,24 @@
   >
     {#if title}
       <div class="header-row">
-        {#if showDescriptionAsTooltip && description}
-          <Tooltip location="bottom" alignment="start">
-            <div class="title-with-icon">
-              <h1 class:faint class="title">{title}</h1>
-              <InfoCircle className="text-fg-secondary" size="16px" />
-            </div>
-            <TooltipContent slot="tooltip-content">
-              {description}
-            </TooltipContent>
-          </Tooltip>
-        {:else}
-          <h1 class:faint class="title">{title}</h1>
-        {/if}
+        <div class="title-group">
+          {#if showDescriptionAsTooltip && description}
+            <Tooltip location="bottom" alignment="start">
+              <div class="title-with-icon">
+                <h1 class:faint class="title">{title}</h1>
+                <InfoCircle className="text-fg-secondary" size="16px" />
+              </div>
+              <TooltipContent slot="tooltip-content">
+                {description}
+              </TooltipContent>
+            </Tooltip>
+          {:else}
+            <h1 class:faint class="title">{title}</h1>
+          {/if}
+          {#if precisionChip}
+            <PrecisionChip {...precisionChip} />
+          {/if}
+        </div>
         {#if atleastOneFilter}
           <LocalFiltersHeader {component} />
         {/if}
@@ -113,6 +123,10 @@
     @apply flex-row items-center;
   }
 
+  .title-group {
+    @apply flex items-center gap-x-1.5 flex-shrink-0;
+  }
+
   .title-with-icon {
     @apply flex items-center gap-x-1 flex-shrink-0;
   }
diff --git a/web-common/src/features/canvas/components/charts/BaseChart.ts b/web-common/src/features/canvas/components/charts/BaseChart.ts
index b9ca8b1202c1..1b7438d11c6f 100644
--- a/web-common/src/features/canvas/components/charts/BaseChart.ts
+++ b/web-common/src/features/canvas/components/charts/BaseChart.ts
@@ -25,7 +25,14 @@ import type {
   V1Resource,
 } from "@rilldata/web-common/runtime-client";
 import { ephemeralSpecsToDefs } from "@rilldata/web-common/features/dashboards/ephemeral-measures/canvas";
-import { get, writable, type Readable, type Writable } from "svelte/store";
+import {
+  derived,
+  get,
+  writable,
+  type Readable,
+  type Writable,
+} from "svelte/store";
+import { canvasExactRequestNames, chartMeasureNames } from "../exact-measures";
 import type {
   ChartDataQuery,
   ChartDomainValues,
@@ -63,6 +70,11 @@ export abstract class BaseChart<
   type: ChartType;
   chartType: Writable<ChartType>;
   component = Chart;
+  // The spec the chart's queries are built from: the YAML spec plus
+  // `exact_measures`, the measures to request exactly given the chart's own
+  // exact selection (the chart is its own surface). Chart providers are
+  // constructed with this store instead of `specStore`.
+  querySpecStore: Readable<TConfig>;
 
   constructor(resource: V1Resource, parent: CanvasEntity, path: ComponentPath) {
     const baseSpec: BaseChartConfig = {
@@ -77,6 +89,25 @@ export abstract class BaseChart<
         ? resource.component?.spec?.renderer
         : undefined)) as ChartType;
     this.chartType = writable(this.type);
+    this.querySpecStore = derived(
+      [this.specStore, parent.exactMeasures, parent.specStore],
+      ([spec]) => this.withExactMeasures(spec),
+    );
+  }
+
+  private withExactMeasures(spec: TConfig): TConfig {
+    const exactMeasures = canvasExactRequestNames(
+      chartMeasureNames(
+        CANVAS_CHART_CONFIG[this.type]?.component.chartInputParams,
+        spec,
+      ),
+      this.parent.currentExactMeasures(this.id),
+      get(this.parent.metricsView.getMeasuresForMetricView(spec.metrics_view)),
+      ephemeralSpecsToDefs(spec.adhoc_measures),
+    );
+    return exactMeasures.length
+      ? { ...spec, exact_measures: exactMeasures }
+      : spec;
   }
 
   isValid(spec: TConfig): boolean {
diff --git a/web-common/src/features/canvas/components/charts/CanvasChart.svelte b/web-common/src/features/canvas/components/charts/CanvasChart.svelte
index 83ca52626b80..9978ad024141 100644
--- a/web-common/src/features/canvas/components/charts/CanvasChart.svelte
+++ b/web-common/src/features/canvas/components/charts/CanvasChart.svelte
@@ -7,9 +7,20 @@
   import { EntityStatus } from "@rilldata/web-common/features/entity-management/types";
   import { themeControl } from "@rilldata/web-common/features/themes/theme-control";
   import { useRuntimeClient } from "@rilldata/web-common/runtime-client/v2";
+  import { ephemeralSpecsToDefs } from "@rilldata/web-common/features/dashboards/ephemeral-measures/canvas";
+  import {
+    requestExactNames,
+    withExactVariant,
+  } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
   import type { View } from "svelte-vega";
   import { derived } from "svelte/store";
   import type { CanvasChartSpec } from ".";
+  import { CANVAS_CHART_CONFIG } from ".";
+  import {
+    canvasChartPrecisionChip,
+    canvasExactMeasureContext,
+    chartMeasureNames,
+  } from "../exact-measures";
   import type { BaseChart } from "./BaseChart";
   import { getChartDataForCanvas } from "./selector";
   import { validateChartSchema } from "./validate";
@@ -65,10 +76,31 @@
   $: currentTheme =
     $theme?.resolvedThemeObject?.[$isThemeModeDark ? "dark" : "light"];
 
+  // Exact measures: the chart's own selection (the chart is its own surface).
+  // The query itself reads the set from the component's query spec store;
+  // passing the same spec here makes the data re-derive when the selection
+  // changes.
+  $: measureNames = chartMeasureNames(
+    CANVAS_CHART_CONFIG[chartType]?.component.chartInputParams,
+    chartSpec,
+  );
+  $: exactContextStore = canvasExactMeasureContext(
+    store.canvasEntity,
+    component.id,
+    metrics_view,
+    ephemeralSpecsToDefs(chartSpec.adhoc_measures),
+  );
+  $: exactRequestNames = [
+    ...requestExactNames(measureNames, $exactContextStore),
+  ];
+  $: chartSpecForData = exactRequestNames.length
+    ? { ...chartSpec, exact_measures: exactRequestNames }
+    : chartSpec;
+
   $: chartData = getChartDataForCanvas(
     store,
     component,
-    chartSpec,
+    chartSpecForData,
     timeAndFilterStore,
     isThemeModeDark,
     visible,
@@ -76,6 +108,23 @@
 
   $: ({ isFetching, error } = $chartData);
 
+  $: chartTitle = title || component.chartTitle($chartData.fields);
+
+  // One chip for the whole chart, right of the title: it switches every
+  // measure with an exact variant at once.
+  $: precisionChip = canvasChartPrecisionChip(
+    measureNames,
+    chartTitle,
+    $exactContextStore,
+    isFetching,
+    error?.message,
+    () =>
+      store.canvasEntity.toggleExactSurface(
+        component.id,
+        withExactVariant(measureNames, $exactContextStore),
+      ),
+  );
+
   $: filters = {
     time_filters,
     dimension_filters,
@@ -88,27 +137,32 @@
       <div class="flex items-center justify-center h-full w-full">
         <Spinner status={EntityStatus.Running} size="20px" />
       </div>
-    {:else if error}
-      <ComponentError error={error.message} />
     {:else}
+      <!-- The header stays when the query fails, so that a failed exact
+           query can be switched back from its chip. -->
       <ComponentHeader
         faint={!title}
-        title={title || component.chartTitle($chartData?.fields)}
+        title={chartTitle}
         {description}
         showDescriptionAsTooltip={show_description_as_tooltip}
         {filters}
         {component}
+        {precisionChip}
       />
-      <Chart
-        {chartType}
-        {chartSpec}
-        {chartData}
-        measures={$measures}
-        isCanvas
-        bind:view={viewVL}
-        themeMode={$isThemeModeDark ? "dark" : "light"}
-        theme={currentTheme}
-      />
+      {#if error}
+        <ComponentError error={error.message} />
+      {:else}
+        <Chart
+          {chartType}
+          {chartSpec}
+          {chartData}
+          measures={$measures}
+          isCanvas
+          bind:view={viewVL}
+          themeMode={$isThemeModeDark ? "dark" : "light"}
+          theme={currentTheme}
+        />
+      {/if}
     {/if}
   {:else}
     <ComponentError error={schema.error} />
diff --git a/web-common/src/features/canvas/components/charts/variants/CartesianChart.ts b/web-common/src/features/canvas/components/charts/variants/CartesianChart.ts
index 577c94613ae9..6176fd5bc546 100644
--- a/web-common/src/features/canvas/components/charts/variants/CartesianChart.ts
+++ b/web-common/src/features/canvas/components/charts/variants/CartesianChart.ts
@@ -139,7 +139,7 @@ export class CartesianChartComponent extends BaseChart<CartesianCanvasChartSpec>
   constructor(resource: V1Resource, parent: CanvasEntity, path: ComponentPath) {
     super(resource, parent, path);
 
-    this.provider = new CartesianChartProvider(this.specStore, {
+    this.provider = new CartesianChartProvider(this.querySpecStore, {
       nominalLimit: DEFAULT_NOMINAL_LIMIT,
       splitLimit: DEFAULT_SPLIT_LIMIT,
       sort: DEFAULT_SORT,
diff --git a/web-common/src/features/canvas/components/charts/variants/CircularChart.ts b/web-common/src/features/canvas/components/charts/variants/CircularChart.ts
index bace189f69b4..95d98b972521 100644
--- a/web-common/src/features/canvas/components/charts/variants/CircularChart.ts
+++ b/web-common/src/features/canvas/components/charts/variants/CircularChart.ts
@@ -92,7 +92,7 @@ export class CircularChartComponent extends BaseChart<CircularCanvasChartSpec> {
   constructor(resource: V1Resource, parent: CanvasEntity, path: ComponentPath) {
     super(resource, parent, path);
 
-    this.provider = new CircularChartProvider(this.specStore, {
+    this.provider = new CircularChartProvider(this.querySpecStore, {
       colorLimit: DEFAULT_COLOR_LIMIT,
       colorSort: DEFAULT_SORT,
     });
diff --git a/web-common/src/features/canvas/components/charts/variants/ComboChart.ts b/web-common/src/features/canvas/components/charts/variants/ComboChart.ts
index 2517140b66aa..c21e48c5703c 100644
--- a/web-common/src/features/canvas/components/charts/variants/ComboChart.ts
+++ b/web-common/src/features/canvas/components/charts/variants/ComboChart.ts
@@ -117,7 +117,7 @@ export class ComboChartComponent extends BaseChart<ComboCanvasChartSpec> {
   constructor(resource: V1Resource, parent: CanvasEntity, path: ComponentPath) {
     super(resource, parent, path);
 
-    this.provider = new ComboChartProvider(this.specStore, {
+    this.provider = new ComboChartProvider(this.querySpecStore, {
       nominalLimit: DEFAULT_NOMINAL_LIMIT,
       sort: DEFAULT_SORT,
     });
diff --git a/web-common/src/features/canvas/components/charts/variants/FunnelChart.ts b/web-common/src/features/canvas/components/charts/variants/FunnelChart.ts
index f27afbcacc11..e5149e2e80be 100644
--- a/web-common/src/features/canvas/components/charts/variants/FunnelChart.ts
+++ b/web-common/src/features/canvas/components/charts/variants/FunnelChart.ts
@@ -119,7 +119,7 @@ export class FunnelChartComponent extends BaseChart<FunnelCanvasChartSpec> {
   constructor(resource: V1Resource, parent: CanvasEntity, path: ComponentPath) {
     super(resource, parent, path);
 
-    this.provider = new FunnelChartProvider(this.specStore, {
+    this.provider = new FunnelChartProvider(this.querySpecStore, {
       stageLimit: DEFAULT_STAGE_LIMIT,
       sort: DEFAULT_SORT,
     });
diff --git a/web-common/src/features/canvas/components/charts/variants/HeatmapChart.ts b/web-common/src/features/canvas/components/charts/variants/HeatmapChart.ts
index 8103068d0d31..6cfaf573be26 100644
--- a/web-common/src/features/canvas/components/charts/variants/HeatmapChart.ts
+++ b/web-common/src/features/canvas/components/charts/variants/HeatmapChart.ts
@@ -107,7 +107,7 @@ export class HeatmapChartComponent extends BaseChart<HeatmapCanvasChartSpec> {
   constructor(resource: V1Resource, parent: CanvasEntity, path: ComponentPath) {
     super(resource, parent, path);
 
-    this.provider = new HeatmapChartProvider(this.specStore, {
+    this.provider = new HeatmapChartProvider(this.querySpecStore, {
       nominalLimit: DEFAULT_NOMINAL_LIMIT,
       sort: DEFAULT_SORT,
     });
diff --git a/web-common/src/features/canvas/components/charts/variants/ScatterPlotChart.ts b/web-common/src/features/canvas/components/charts/variants/ScatterPlotChart.ts
index 95139b724a5f..84e43d9b14cf 100644
--- a/web-common/src/features/canvas/components/charts/variants/ScatterPlotChart.ts
+++ b/web-common/src/features/canvas/components/charts/variants/ScatterPlotChart.ts
@@ -99,7 +99,7 @@ export class ScatterPlotChartComponent extends BaseChart<ScatterPlotCanvasChartS
   constructor(resource: V1Resource, parent: CanvasEntity, path: ComponentPath) {
     super(resource, parent, path);
 
-    this.provider = new ScatterPlotChartProvider(this.specStore);
+    this.provider = new ScatterPlotChartProvider(this.querySpecStore);
 
     this.provider.combinedWhere.subscribe((where) => {
       this.componentFilters = where;
diff --git a/web-common/src/features/canvas/components/exact-measures.spec.ts b/web-common/src/features/canvas/components/exact-measures.spec.ts
new file mode 100644
index 000000000000..a73729c227d6
--- /dev/null
+++ b/web-common/src/features/canvas/components/exact-measures.spec.ts
@@ -0,0 +1,233 @@
+import type { ComponentInputParam } from "@rilldata/web-common/features/canvas/inspector/types";
+import { createExactMeasureContext } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+import type { MetricsViewSpecMeasure } from "@rilldata/web-common/runtime-client";
+import { describe, expect, it } from "vitest";
+import {
+  canvasChartPrecisionChip,
+  canvasExactRequestNames,
+  canvasPrecisionChip,
+  chartMeasureNames,
+} from "./exact-measures";
+
+const MEASURES: MetricsViewSpecMeasure[] = [
+  {
+    name: "users",
+    expression: "approx_count_distinct(user_id)",
+    exactExpression: "count(DISTINCT user_id)",
+  },
+  { name: "revenue", expression: "sum(revenue)" },
+  {
+    name: "revenue_per_user",
+    expression: "revenue / users",
+    referencedMeasures: ["revenue", "users"],
+  },
+];
+
+const NONE: ReadonlySet<string> = new Set();
+
+describe("canvasExactRequestNames", () => {
+  it("is empty without a selection", () => {
+    expect(
+      canvasExactRequestNames(["users"], NONE, MEASURES, undefined),
+    ).toEqual([]);
+  });
+
+  it("flags the surface's selection and the measures calculated from it", () => {
+    expect(
+      canvasExactRequestNames(
+        ["users", "revenue", "revenue_per_user"],
+        new Set(["users"]),
+        MEASURES,
+        undefined,
+      ),
+    ).toEqual(["users", "revenue_per_user"]);
+  });
+
+  it("flags the measures a selected ratio is calculated from, in a component that shows only them", () => {
+    expect(
+      canvasExactRequestNames(
+        ["users", "revenue"],
+        new Set(["revenue_per_user"]),
+        MEASURES,
+        undefined,
+      ),
+    ).toEqual(["users"]);
+  });
+
+  it("is a no-op for a selection without exact variants", () => {
+    expect(
+      canvasExactRequestNames(
+        ["revenue"],
+        new Set(["revenue"]),
+        MEASURES,
+        undefined,
+      ),
+    ).toEqual([]);
+  });
+
+  it("follows ephemeral measures calculated from an exact measure", () => {
+    expect(
+      canvasExactRequestNames(["double_users"], new Set(["users"]), MEASURES, [
+        {
+          name: "double_users",
+          displayName: "Double users",
+          expression: "users * 2",
+        },
+      ]),
+    ).toEqual(["double_users"]);
+  });
+});
+
+describe("chartMeasureNames", () => {
+  const params = {
+    x: { type: "positional", meta: { chartFieldInput: { type: "dimension" } } },
+    y: { type: "positional", meta: { chartFieldInput: { type: "measure" } } },
+    measures: {
+      type: "multi_fields",
+      meta: { chartFieldInput: { type: "measure" } },
+    },
+    color: { type: "mark" },
+  } as unknown as Record<string, ComponentInputParam>;
+
+  it("collects the field and fields of measure inputs only", () => {
+    expect(
+      chartMeasureNames(params, {
+        x: { field: "publisher" },
+        y: { field: "users" },
+        measures: { fields: ["users", "revenue"] },
+        color: { field: "domain" },
+      }),
+    ).toEqual(["users", "revenue"]);
+  });
+
+  it("tolerates missing inputs", () => {
+    expect(chartMeasureNames(params, {})).toEqual([]);
+    expect(chartMeasureNames(undefined, { y: { field: "users" } })).toEqual([]);
+  });
+});
+
+describe("canvasPrecisionChip", () => {
+  const noop = () => {};
+
+  it("is undefined for a measure without an exact variant", () => {
+    const ctx = createExactMeasureContext(new Set(["users"]), MEASURES);
+    expect(
+      canvasPrecisionChip("revenue", "Revenue", ctx, false, undefined, noop),
+    ).toBeUndefined();
+  });
+
+  it("renders the surface's selection as exact, with the query status", () => {
+    const ctx = createExactMeasureContext(new Set(["users"]), MEASURES);
+    expect(
+      canvasPrecisionChip("users", "Users", ctx, true, "boom", noop),
+    ).toMatchObject({
+      state: "exact",
+      loading: true,
+      error: "boom",
+      onToggle: noop,
+    });
+  });
+
+  it("renders the measures a selected ratio is calculated from as inherited", () => {
+    const ctx = createExactMeasureContext(
+      new Set(["revenue_per_user"]),
+      MEASURES,
+    );
+    expect(
+      canvasPrecisionChip("users", "Users", ctx, false, undefined, noop),
+    ).toMatchObject({ state: "inherited" });
+  });
+
+  it("does not report loading or errors for an approximate measure", () => {
+    const ctx = createExactMeasureContext(NONE, MEASURES);
+    expect(
+      canvasPrecisionChip("users", "Users", ctx, true, "boom", noop),
+    ).toMatchObject({ state: "approx", loading: false, error: undefined });
+  });
+});
+
+describe("canvasChartPrecisionChip", () => {
+  const noop = () => {};
+  const CHART = ["users", "revenue", "revenue_per_user"];
+  const SESSIONS: MetricsViewSpecMeasure = {
+    name: "sessions",
+    expression: "approx_count_distinct(session_id)",
+    exactExpression: "count(DISTINCT session_id)",
+  };
+
+  it("is undefined for a chart without exact-capable measures", () => {
+    const ctx = createExactMeasureContext(NONE, MEASURES);
+    expect(
+      canvasChartPrecisionChip(
+        ["revenue"],
+        "Revenue",
+        ctx,
+        false,
+        undefined,
+        noop,
+      ),
+    ).toBeUndefined();
+  });
+
+  it("is approximate when none of the chart's measures is exact", () => {
+    const ctx = createExactMeasureContext(NONE, MEASURES);
+    expect(
+      canvasChartPrecisionChip(CHART, "Users by day", ctx, true, "boom", noop),
+    ).toMatchObject({
+      state: "approx",
+      measureLabel: "Users by day",
+      loading: false,
+      error: undefined,
+    });
+  });
+
+  it("is exact when every exact-capable measure of the chart is exact, with the query status", () => {
+    const ctx = createExactMeasureContext(
+      new Set(["users", "revenue_per_user"]),
+      MEASURES,
+    );
+    expect(
+      canvasChartPrecisionChip(CHART, "Users by day", ctx, true, "boom", noop),
+    ).toMatchObject({
+      state: "exact",
+      loading: true,
+      error: "boom",
+      onToggle: noop,
+    });
+  });
+
+  it("counts the measures that are exact through a related measure", () => {
+    // Only the ratio is selected; the users it is calculated from are exact too.
+    const ctx = createExactMeasureContext(
+      new Set(["revenue_per_user"]),
+      MEASURES,
+    );
+    expect(
+      canvasChartPrecisionChip(
+        CHART,
+        "Users by day",
+        ctx,
+        false,
+        undefined,
+        noop,
+      ),
+    ).toMatchObject({ state: "exact" });
+  });
+
+  it("is partial when only some exact-capable measures are exact", () => {
+    const ctx = createExactMeasureContext(new Set(["users"]), [
+      ...MEASURES,
+      SESSIONS,
+    ]);
+    expect(
+      canvasChartPrecisionChip(
+        ["users", "sessions"],
+        "Users, Sessions",
+        ctx,
+        false,
+        undefined,
+        noop,
+      ),
+    ).toMatchObject({ state: "partial" });
+  });
+});
diff --git a/web-common/src/features/canvas/components/exact-measures.ts b/web-common/src/features/canvas/components/exact-measures.ts
new file mode 100644
index 000000000000..f93e7fa14c51
--- /dev/null
+++ b/web-common/src/features/canvas/components/exact-measures.ts
@@ -0,0 +1,149 @@
+import type { EphemeralMeasureDef } from "@rilldata/web-common/features/dashboards/ephemeral-measures/types";
+import {
+  createExactMeasureContext,
+  precisionStateFor,
+  requestExactNames,
+  withExactVariant,
+  type ExactMeasureContext,
+  type PrecisionChipProps,
+  type PrecisionState,
+} from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+import type { ComponentInputParam } from "@rilldata/web-common/features/canvas/inspector/types";
+import type { CanvasEntity } from "@rilldata/web-common/features/canvas/stores/canvas-entity";
+import type { MetricsViewSpecMeasure } from "@rilldata/web-common/runtime-client";
+import { derived, type Readable } from "svelte/store";
+
+/**
+ * The exact-selection surface of a canvas component: the component itself, or
+ * one leaderboard of a leaderboard component. Every surface is toggled on its
+ * own, so a click only re-runs that component's (or that leaderboard's)
+ * queries.
+ */
+export function canvasExactSurface(
+  componentId: string,
+  dimensionName?: string,
+): string {
+  return dimensionName ? `${componentId}:${dimensionName}` : componentId;
+}
+
+/**
+ * The exact-measure context of a canvas surface: its selection, resolved over
+ * the metrics view's measures and the component's ephemeral measures.
+ */
+export function canvasExactMeasureContext(
+  canvasEntity: CanvasEntity,
+  surface: string,
+  metricsViewName: string,
+  ephemeralMeasures: EphemeralMeasureDef[] | undefined,
+): Readable<ExactMeasureContext> {
+  return derived(
+    [
+      canvasEntity.selectedExactMeasures(surface),
+      canvasEntity.metricsView.getMeasuresForMetricView(metricsViewName),
+    ],
+    ([selected, specMeasures]) =>
+      createExactMeasureContext(selected, specMeasures, ephemeralMeasures),
+  );
+}
+
+/**
+ * The measures of a canvas surface to request with `exact: true`, given its
+ * selection. Pure variant of `canvasExactMeasureContext` for code that already
+ * holds the metrics view spec.
+ */
+export function canvasExactRequestNames(
+  measureNames: string[],
+  selected: ReadonlySet<string>,
+  specMeasures: MetricsViewSpecMeasure[] | undefined,
+  ephemeralMeasures: EphemeralMeasureDef[] | undefined,
+): string[] {
+  if (!selected.size) return [];
+  return [
+    ...requestExactNames(
+      measureNames,
+      createExactMeasureContext(selected, specMeasures, ephemeralMeasures),
+    ),
+  ];
+}
+
+/**
+ * The measure names a chart spec uses: the `field` (or `fields`) of every
+ * input param the chart declares as a measure field.
+ */
+export function chartMeasureNames(
+  chartInputParams: Record<string, ComponentInputParam> | undefined,
+  spec: object,
+): string[] {
+  const names = new Set<string>();
+  for (const [key, param] of Object.entries(chartInputParams ?? {})) {
+    if (param.meta?.chartFieldInput?.type !== "measure") continue;
+    const value = (spec as Record<string, unknown>)[key] as
+      | { field?: string; fields?: string[] }
+      | undefined;
+    if (!value || typeof value !== "object") continue;
+    if (value.field) names.add(value.field);
+    for (const field of value.fields ?? []) names.add(field);
+  }
+  return [...names];
+}
+
+/**
+ * Builds the precision chip of a measure in a canvas component (a KPI, a table
+ * or pivot column), or undefined when the measure has no exact variant.
+ */
+export function canvasPrecisionChip(
+  measureName: string,
+  measureLabel: string,
+  ctx: ExactMeasureContext,
+  loading: boolean,
+  error: string | undefined,
+  onToggle: () => void,
+): PrecisionChipProps | undefined {
+  const state = precisionStateFor(measureName, ctx);
+  if (!state) return undefined;
+  return chipProps(state, measureLabel, loading, error, onToggle);
+}
+
+/**
+ * Builds the single precision chip of a canvas chart, which switches every
+ * measure of the chart with an exact variant at once (see
+ * `CanvasEntity.toggleExactSurface`), or undefined when no measure has one.
+ * The chip is exact when all of those measures are exact and partial when only
+ * some are, which happens when the chart's measures change after the
+ * selection was made.
+ */
+export function canvasChartPrecisionChip(
+  measureNames: string[],
+  chartTitle: string,
+  ctx: ExactMeasureContext,
+  loading: boolean,
+  error: string | undefined,
+  onToggle: () => void,
+): PrecisionChipProps | undefined {
+  const capable = withExactVariant(measureNames, ctx);
+  if (!capable.length) return undefined;
+  const exactCount = capable.filter(
+    (name) => precisionStateFor(name, ctx) !== "approx",
+  ).length;
+  const state: PrecisionState =
+    exactCount === capable.length ? "exact" : exactCount ? "partial" : "approx";
+  return chipProps(state, chartTitle, loading, error, onToggle);
+}
+
+// Loading and errors only concern exact computations: an approximate surface
+// that is still fetching shows a plain chip.
+function chipProps(
+  state: PrecisionState,
+  measureLabel: string,
+  loading: boolean,
+  error: string | undefined,
+  onToggle: () => void,
+): PrecisionChipProps {
+  return {
+    state,
+    measureLabel,
+    loading: state !== "approx" && loading,
+    error: state !== "approx" ? error : undefined,
+    onToggle,
+  };
+}
diff --git a/web-common/src/features/canvas/components/kpi-grid/KPIGrid.svelte b/web-common/src/features/canvas/components/kpi-grid/KPIGrid.svelte
index ad5ac82e7912..89ea6674cecd 100644
--- a/web-common/src/features/canvas/components/kpi-grid/KPIGrid.svelte
+++ b/web-common/src/features/canvas/components/kpi-grid/KPIGrid.svelte
@@ -4,6 +4,7 @@
   import ComponentHeader from "../../ComponentHeader.svelte";
   import { getMinWidth, getOptimalColumns, type KPISpec } from "../kpi";
   import KPIProvider from "../kpi/KPIProvider.svelte";
+  import { canvasExactSurface } from "../exact-measures";
   import { validateKPIGridSchema } from "./selector";
 
   export let component: KPIGridComponent;
@@ -74,6 +75,7 @@
               {timeAndFilterStore}
               {canvasName}
               visible={$visible}
+              surface={canvasExactSurface(component.id)}
             />
           {/if}
         </div>
diff --git a/web-common/src/features/canvas/components/kpi/KPI.svelte b/web-common/src/features/canvas/components/kpi/KPI.svelte
index 3e39562425ad..a7d493e3e6cc 100644
--- a/web-common/src/features/canvas/components/kpi/KPI.svelte
+++ b/web-common/src/features/canvas/components/kpi/KPI.svelte
@@ -5,6 +5,8 @@
   import type { ChartDataPoint } from "@rilldata/web-common/components/time-series-chart/types";
   import * as Tooltip from "@rilldata/web-common/components/tooltip-v2";
   import BigNumberTooltipContent from "@rilldata/web-common/features/dashboards/big-number/BigNumberTooltipContent.svelte";
+  import type { PrecisionChipProps } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+  import PrecisionChip from "@rilldata/web-common/features/dashboards/exact-measures/PrecisionChip.svelte";
   import { measureSupportsTotalsQuery } from "@rilldata/web-common/features/dashboards/state-managers/selectors/measures";
   import { cellInspectorStore } from "@rilldata/web-common/features/dashboards/stores/cell-inspector-store";
   import RangeDisplay from "@rilldata/web-common/features/dashboards/time-controls/super-pill/components/RangeDisplay.svelte";
@@ -44,8 +46,12 @@
   export let showTimeComparison: boolean;
   export let hasTimeSeries: boolean | undefined;
   export let comparisonLabel: string | undefined;
+  // Precision chip rendered after the measure name; undefined when the measure has no exact variant.
+  export let precision: PrecisionChipProps | undefined = undefined;
 
   let hoveredPoints: ChartDataPoint[] = [];
+  // The precision chip has its own tooltip; the card tooltip hides while it is hovered.
+  let chipHovered = false;
   let hoveredValue: "primary" | "comparison" | "delta" | "percent" | null =
     null;
 
@@ -216,17 +222,21 @@
             }
           }}
         >
-          <h2
-            class="measure-name"
-            title={measure?.displayName || measure?.name}
-          >
-            {#if measure?.displayName}
-              {measure.displayName}
-            {:else if measure?.name}
-              {measure.name}
+          <h2 class="measure-name">
+            {#if measure?.displayName || measure?.name}
+              {@const label = measure?.displayName || measure?.name}
+              <span title={label}>{label}</span>
             {:else}
               <div class="loading h-[14px] w-24"></div>
             {/if}
+            {#if precision}
+              <span class="inline-flex align-middle relative -top-px ml-1">
+                <PrecisionChip
+                  {...precision}
+                  onHoverChange={(hovered) => (chipHovered = hovered)}
+                />
+              </span>
+            {/if}
           </h2>
 
           <div
@@ -348,7 +358,7 @@
       {/snippet}
     </Tooltip.Trigger>
 
-    {#if measure}
+    {#if measure && !chipHovered}
       <Tooltip.Content side="top" sideOffset={8}>
         <BigNumberTooltipContent
           {measure}
diff --git a/web-common/src/features/canvas/components/kpi/KPIProvider.svelte b/web-common/src/features/canvas/components/kpi/KPIProvider.svelte
index daaea0736c53..712ac8350ccd 100644
--- a/web-common/src/features/canvas/components/kpi/KPIProvider.svelte
+++ b/web-common/src/features/canvas/components/kpi/KPIProvider.svelte
@@ -1,10 +1,17 @@
 <script lang="ts">
   import { ephemeralSpecsToDefs } from "@rilldata/web-common/features/dashboards/ephemeral-measures/canvas";
   import {
+    applyExactMeasures,
     ephemeralMeasureToSpecMeasure,
+    exactTimeSeriesMeasureNames,
     mapEphemeralMeasuresForRequest,
     splitTimeSeriesMeasures,
   } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+  import { requestExactNames } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+  import {
+    canvasExactMeasureContext,
+    canvasPrecisionChip,
+  } from "../exact-measures";
   import { measureSupportsTotalsQuery } from "@rilldata/web-common/features/dashboards/state-managers/selectors/measures";
   import type { TimeAndFilterStore } from "@rilldata/web-common/features/dashboards/time-controls/time-control-store";
   import { TIME_COMPARISON } from "@rilldata/web-common/lib/time/config";
@@ -25,6 +32,8 @@
   export let timeAndFilterStore: Readable<TimeAndFilterStore>;
   export let canvasName: string;
   export let visible: boolean;
+  // The exact-selection surface of the KPI (its component); see `canvasExactSurface`.
+  export let surface: string;
 
   const client = useRuntimeClient();
 
@@ -79,12 +88,30 @@
     (TIME_COMPARISON[comparisonTimeRangeState?.selectedComparisonTimeRange.name]
       ?.label as string | undefined);
 
-  $: queryMeasures = mapEphemeralMeasuresForRequest(
-    [{ name: measureName }],
+  // Exact measures: the selection of this KPI's surface.
+  $: exactContextStore = canvasExactMeasureContext(
+    ctx.canvasEntity,
+    surface,
+    metricsViewName,
     ephemeralMeasures,
   );
+  $: exact = requestExactNames([measureName], $exactContextStore).has(
+    measureName,
+  );
+  $: exactNames = exact ? new Set([measureName]) : undefined;
+
+  $: queryMeasures = applyExactMeasures(
+    mapEphemeralMeasuresForRequest([{ name: measureName }], ephemeralMeasures),
+    exactNames,
+  );
   $: ({ measureNames: tsMeasureNames, ephemeralMeasures: tsEphemeralMeasures } =
     splitTimeSeriesMeasures([measureName], ephemeralMeasures));
+  $: tsExactMeasureNames = exactTimeSeriesMeasureNames(
+    tsMeasureNames,
+    exactNames,
+  );
+  $: tsRequestEphemeralMeasures =
+    tsEphemeralMeasures && applyExactMeasures(tsEphemeralMeasures, exactNames);
 
   $: totalQuery = createQueryServiceMetricsViewAggregation(
     client,
@@ -138,7 +165,8 @@
     {
       metricsViewName,
       measureNames: tsMeasureNames,
-      ephemeralMeasures: tsEphemeralMeasures,
+      ephemeralMeasures: tsRequestEphemeralMeasures,
+      exactMeasureNames: tsExactMeasureNames,
       timeStart: start,
       timeEnd: end,
       timeGranularity: timeGrain || V1TimeGrain.TIME_GRAIN_HOUR,
@@ -158,7 +186,8 @@
     {
       metricsViewName,
       measureNames: tsMeasureNames,
-      ephemeralMeasures: tsEphemeralMeasures,
+      ephemeralMeasures: tsRequestEphemeralMeasures,
+      exactMeasureNames: tsExactMeasureNames,
       timeStart: comparisonTimeRange?.start,
       timeEnd: comparisonTimeRange?.end,
       timeGranularity: timeGrain || V1TimeGrain.TIME_GRAIN_HOUR,
@@ -182,10 +211,23 @@
     DateTime.fromISO(start ?? "").setZone(timeZone),
     DateTime.fromISO(end ?? "").setZone(timeZone),
   );
+
+  // Declared after the queries: `$:` blocks run in source order for store
+  // reads, so reading `$totalQuery` above its declaration throws.
+  $: precision = canvasPrecisionChip(
+    measureName,
+    measure?.displayName || measureName,
+    $exactContextStore,
+    !!$totalQuery?.isFetching ||
+      (showComparison && !!$comparisonTotalQuery?.isFetching),
+    $totalQuery?.error?.message ?? undefined,
+    () => ctx.canvasEntity.toggleExactMeasure(surface, measureName),
+  );
 </script>
 
 <KPI
   {measure}
+  {precision}
   {timeGrain}
   {timeZone}
   {showTimeComparison}
diff --git a/web-common/src/features/canvas/components/leaderboard/LeaderboardDisplay.svelte b/web-common/src/features/canvas/components/leaderboard/LeaderboardDisplay.svelte
index cf797ef839ea..fd7354c3e1b9 100644
--- a/web-common/src/features/canvas/components/leaderboard/LeaderboardDisplay.svelte
+++ b/web-common/src/features/canvas/components/leaderboard/LeaderboardDisplay.svelte
@@ -1,6 +1,10 @@
 <script lang="ts">
   import { ephemeralSpecsToDefs } from "@rilldata/web-common/features/dashboards/ephemeral-measures/canvas";
   import { appendEphemeralSpecMeasures } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+  import {
+    canvasExactMeasureContext,
+    canvasExactSurface,
+  } from "@rilldata/web-common/features/canvas/components/exact-measures";
   import type { LeaderboardComponent } from "@rilldata/web-common/features/canvas/components/leaderboard";
   import { validateLeaderboardSchema } from "@rilldata/web-common/features/canvas/components/leaderboard/selector";
   import { getCanvasStore } from "@rilldata/web-common/features/canvas/state-managers/state-managers";
@@ -15,6 +19,7 @@
   import { selectedDimensionValues } from "@rilldata/web-common/features/dashboards/state-managers/selectors/dimension-filters";
   import { createMeasureValueFormatter } from "@rilldata/web-common/lib/number-formatting/format-measure-value";
   import { useRuntimeClient } from "@rilldata/web-common/runtime-client/v2";
+  import { derived } from "svelte/store";
   import ComponentHeader from "../../ComponentHeader.svelte";
   import {
     getDimensionColumnWidth,
@@ -84,6 +89,28 @@
     appendEphemeralSpecMeasures($allMeasures, ephemeralMeasures),
   );
 
+  // Exact measures: each leaderboard of the component is its own surface, so a
+  // click only re-runs that leaderboard's queries.
+  let exactContextsStore = $derived(
+    derived(
+      visibleDimensions.map((dimension) =>
+        canvasExactMeasureContext(
+          store.canvasEntity,
+          canvasExactSurface(component.id, dimension.name ?? ""),
+          metricsViewName,
+          ephemeralMeasures,
+        ),
+      ),
+      (contexts) =>
+        new Map(
+          visibleDimensions.map((dimension, i) => [
+            dimension.name ?? "",
+            contexts[i],
+          ]),
+        ),
+    ),
+  );
+
   let visibleMeasures = $derived(
     leaderboardMeasureNames
       .map((lm) => allMeasuresWithEphemeral.find((m) => m.name === lm))
@@ -194,6 +221,12 @@
                 leaderboardMeasureNames[0]}
               leaderboardMeasures={visibleMeasures}
               {ephemeralMeasures}
+              exactContext={$exactContextsStore.get(dimension.name ?? "")}
+              onToggleExact={(measureName) =>
+                store.canvasEntity.toggleExactMeasure(
+                  canvasExactSurface(component.id, dimension.name ?? ""),
+                  measureName,
+                )}
               {whereFilter}
               tableWidth={dimensionColumnWidth + totalContextWidth}
               {dimensionColumnWidth}
diff --git a/web-common/src/features/canvas/components/pivot/CanvasPivotRenderer.svelte b/web-common/src/features/canvas/components/pivot/CanvasPivotRenderer.svelte
index 6cbb9646a633..f90c1fdb0772 100644
--- a/web-common/src/features/canvas/components/pivot/CanvasPivotRenderer.svelte
+++ b/web-common/src/features/canvas/components/pivot/CanvasPivotRenderer.svelte
@@ -22,6 +22,12 @@
     type PivotClickToFilterResult,
   } from "./pivot-click-to-filter";
 
+  import { ephemeralSpecsToDefs } from "@rilldata/web-common/features/dashboards/ephemeral-measures/canvas";
+  import type { PrecisionChipProps } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+  import {
+    canvasExactMeasureContext,
+    canvasPrecisionChip,
+  } from "../exact-measures";
   import { onDestroy } from "svelte";
   import { derived, get, type Readable, type Writable } from "svelte/store";
 
@@ -58,6 +64,7 @@
   // FilterManager and metrics view for filter application
   $: canvasEntity = component.parent;
   $: filterManager = canvasEntity.expressionFilterManager;
+
   $: spec = component.specStore;
   $: metricsViewName = $spec?.metrics_view;
   $: selfFilteredDimensions = component.selfFilteredDimensions;
@@ -106,6 +113,26 @@
   $: rowSelectionState = rowSelectionStateStore
     ? $rowSelectionStateStore
     : undefined;
+
+  // Precision chips from the exact selection of this component. Declared
+  // after the stores they read (`spec`, `pivotConfig`, `pivotDataStore`): a
+  // `$:` block must not read a store above its declaration.
+  $: exactContextStore = canvasExactMeasureContext(
+    canvasEntity,
+    component.id,
+    $spec?.metrics_view ?? "",
+    ephemeralSpecsToDefs($spec?.adhoc_measures),
+  );
+  $: precisionFor = (measureName: string): PrecisionChipProps | undefined =>
+    canvasPrecisionChip(
+      measureName,
+      $pivotConfig?.allMeasures.find((m) => m.name === measureName)
+        ?.displayName || measureName,
+      $exactContextStore,
+      !!$pivotDataStore?.isFetching,
+      undefined,
+      () => canvasEntity.toggleExactMeasure(component.id, measureName),
+    );
 </script>
 
 <div
@@ -134,6 +161,7 @@
         {pivotDataStore}
         config={pivotConfig}
         {pivotState}
+        {precisionFor}
         {rowSelectionState}
         {clickSelection}
         fillWidth
diff --git a/web-common/src/features/canvas/components/pivot/index.ts b/web-common/src/features/canvas/components/pivot/index.ts
index b00992cd2ae9..181dd72c7f95 100644
--- a/web-common/src/features/canvas/components/pivot/index.ts
+++ b/web-common/src/features/canvas/components/pivot/index.ts
@@ -259,6 +259,7 @@ export class PivotCanvasComponent extends BaseCanvasComponent<
 
     this.config = createPivotConfig(
       this.parent,
+      this.id,
       this.specStore,
       this.pivotState,
       this.timeAndFilterStore,
diff --git a/web-common/src/features/canvas/components/pivot/util.ts b/web-common/src/features/canvas/components/pivot/util.ts
index 6b1686423c8a..10fde8fabc92 100644
--- a/web-common/src/features/canvas/components/pivot/util.ts
+++ b/web-common/src/features/canvas/components/pivot/util.ts
@@ -7,6 +7,7 @@ import {
   ephemeralMeasureNameSet,
 } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
 import type { CanvasStore } from "@rilldata/web-common/features/canvas/state-managers/state-managers";
+import { canvasExactRequestNames } from "@rilldata/web-common/features/canvas/components/exact-measures";
 import { createPivotDataStore } from "@rilldata/web-common/features/dashboards/pivot/pivot-data-store";
 import {
   canEnablePivotComparison,
@@ -112,6 +113,8 @@ let lastKey: string | undefined = undefined;
 
 export function createPivotConfig(
   canvas: CanvasEntity,
+  // The exact-selection surface of the component; see `canvasExactSurface`.
+  surface: string,
   tableSpecStore: Readable<PivotSpec | TableSpec>,
   pivotState: Writable<PivotState>,
   timeAndFilterStore: Readable<TimeAndFilterStore>,
@@ -126,6 +129,7 @@ export function createPivotConfig(
       pivotState,
       timeAndFilterStore,
       selfFilteredStore,
+      canvas.exactMeasures,
     ],
     ([
       $canvasData,
@@ -136,6 +140,10 @@ export function createPivotConfig(
     ]) => {
       const { timeRange, comparisonTimeRange, where } = $timeAndFilterStore;
       const metricsViewName = $tableSpec.metrics_view;
+      // The exact selection of this component. Read through the entity so the
+      // context-key check applies; `canvas.exactMeasures` above re-runs this
+      // derivation when the selection changes.
+      const selectedExact = canvas.currentExactMeasures(surface);
       const metricsView =
         $canvasData?.data?.metricsViews[metricsViewName]?.state?.validSpec;
       const ready =
@@ -165,6 +173,7 @@ export function createPivotConfig(
             pivotState,
             timeRange,
             ready,
+            selectedExact,
           )
         : processPivot(
             $tableSpec,
@@ -176,6 +185,7 @@ export function createPivotConfig(
             pivotState,
             timeRange,
             ready,
+            selectedExact,
           );
     },
   );
@@ -191,6 +201,7 @@ export function processPivot(
   pivotState: Writable<PivotState>,
   timeRange: V1TimeRange,
   ready: boolean,
+  selectedExact: ReadonlySet<string> = new Set(),
 ) {
   if (!$tableSpec) {
     return {
@@ -226,9 +237,18 @@ export function processPivot(
     $tableSpec,
   );
 
+  const baseMeasureNames = fieldNames($tableSpec?.measures);
+  const exactMeasures = canvasExactRequestNames(
+    baseMeasureNames,
+    selectedExact,
+    metricsView?.measures,
+    ephemeralMeasures,
+  );
+
   const config: PivotDataStoreConfig = {
     ready,
-    measureNames: fieldNames($tableSpec?.measures).flatMap((name) => {
+    exactMeasures,
+    measureNames: baseMeasureNames.flatMap((name) => {
       const group = [name];
       // Comparison columns are not supported for ephemeral measures.
       if (enableComparison && !ephemeralMeasureNames.has(name)) {
@@ -288,6 +308,7 @@ export function processFlat(
   pivotState: Writable<PivotState>,
   timeRange: V1TimeRange,
   ready: boolean,
+  selectedExact: ReadonlySet<string> = new Set(),
 ) {
   if (!$tableSpec) {
     return {
@@ -331,8 +352,16 @@ export function processFlat(
     $tableSpec,
   );
 
+  const exactMeasures = canvasExactRequestNames(
+    measures,
+    selectedExact,
+    metricsView?.measures,
+    ephemeralMeasures,
+  );
+
   const config: PivotDataStoreConfig = {
     ready,
+    exactMeasures,
     measureNames: (measures || []).flatMap((name) => {
       const group = [name];
       // Comparison columns are not supported for ephemeral measures.
diff --git a/web-common/src/features/canvas/stores/canvas-entity.ts b/web-common/src/features/canvas/stores/canvas-entity.ts
index 9ae4a4596b9a..98136e321c70 100644
--- a/web-common/src/features/canvas/stores/canvas-entity.ts
+++ b/web-common/src/features/canvas/stores/canvas-entity.ts
@@ -1,4 +1,10 @@
 import { goto } from "$app/navigation";
+import {
+  selectedInSurface,
+  toggleInSelection,
+  toggleSurfaceInSelection,
+  type ExactSelection,
+} from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
 import { page } from "$app/stores";
 import {
   useCanvas,
@@ -86,6 +92,9 @@ export type SearchParamsStore = {
   clearAll: () => void;
 };
 
+// An exact selection with nothing selected; see `CanvasEntity.exactMeasures`.
+const NO_EXACT_SELECTION: ExactSelection = { contextKey: "", surfaces: {} };
+
 export class CanvasEntity {
   componentsStore = createCustomMapStore<BaseCanvasComponent>();
   _rows: Grid = new Grid(this);
@@ -120,6 +129,13 @@ export class CanvasEntity {
   theme: Readable<Theme | undefined>;
   unsubscriber: Unsubscriber | undefined;
   private searchParams = writable<URLSearchParams>(new URLSearchParams());
+  // Measures the viewer switched to their `exact_expression`, per surface (a
+  // component, or one leaderboard of a leaderboard component; see
+  // `canvasExactSurface`), tied to the URL params (time, comparison, grain,
+  // timezone, filters, tabs) they were selected in. The selection resets as
+  // soon as those params change (see onUrlChange), so exact values are only
+  // fetched after an explicit click. Tab memory only: never serialized.
+  exactMeasures = writable<ExactSelection>(NO_EXACT_SELECTION);
   // This may sometimes be false due to discrepancy between two different ways
   // of storing the same state in the URL namely dimension IN (['value']) vs  dimension IN ('value')
   defaultUrlParamsStore = writable<URLSearchParams>(new URLSearchParams());
@@ -513,6 +529,12 @@ export class CanvasEntity {
     }
 
     this.searchParams.set(searchParams);
+    // The query context changed: new queries are approximate again.
+    this.exactMeasures.update((selection) =>
+      selection.contextKey === searchParams.toString()
+        ? selection
+        : NO_EXACT_SELECTION,
+    );
     if (!isolated) {
       this.saveSnapshot(searchParams.toString());
     }
@@ -521,6 +543,61 @@ export class CanvasEntity {
     this.applyTabsFromURL(searchParams);
   };
 
+  /**
+   * Switches a measure of one surface between its approximate default and its
+   * exact variant for the current query context. Only that surface follows:
+   * a click re-runs the queries of one component (or one leaderboard).
+   */
+  toggleExactMeasure = (surface: string, measureName: string) => {
+    const contextKey = get(this.searchParams).toString();
+    this.exactMeasures.update(
+      (selection) =>
+        toggleInSelection(selection, contextKey, surface, measureName) ??
+        NO_EXACT_SELECTION,
+    );
+  };
+
+  /**
+   * Switches a whole surface between approximate and exact: every given
+   * measure becomes exact, or the surface returns to approximate when all of
+   * them are exact already. For components with one chip for all their
+   * measures (charts).
+   */
+  toggleExactSurface = (surface: string, measureNames: readonly string[]) => {
+    const contextKey = get(this.searchParams).toString();
+    this.exactMeasures.update(
+      (selection) =>
+        toggleSurfaceInSelection(
+          selection,
+          contextKey,
+          surface,
+          measureNames,
+        ) ?? NO_EXACT_SELECTION,
+    );
+  };
+
+  /**
+   * The measures the viewer selected as exact in a surface, for the current
+   * query context.
+   */
+  selectedExactMeasures = (surface: string): Readable<ReadonlySet<string>> =>
+    derived(
+      [this.exactMeasures, this.searchParams],
+      ([selection, searchParams]) =>
+        selectedInSurface(selection, searchParams.toString(), surface),
+    );
+
+  /**
+   * Non-reactive variant of `selectedExactMeasures`, for derivations that
+   * already subscribe to `exactMeasures`.
+   */
+  currentExactMeasures = (surface: string): ReadonlySet<string> =>
+    selectedInSurface(
+      get(this.exactMeasures),
+      get(this.searchParams).toString(),
+      surface,
+    );
+
   // Acquires a reference to the entity. The cached entity is shared across
   // consumers (e.g. an unmounting editor and a mounting preview overlap during
   // navigation), so its spec subscription must survive as long as any consumer
diff --git a/web-common/src/features/components/charts/ephemeral-measures.ts b/web-common/src/features/components/charts/ephemeral-measures.ts
index 61acd22ac997..199c40309997 100644
--- a/web-common/src/features/components/charts/ephemeral-measures.ts
+++ b/web-common/src/features/components/charts/ephemeral-measures.ts
@@ -1,5 +1,6 @@
 import { ephemeralSpecsToDefs } from "@rilldata/web-common/features/dashboards/ephemeral-measures/canvas";
 import {
+  applyExactMeasures,
   ephemeralMeasureToSpecMeasure,
   mapEphemeralMeasuresForRequest,
 } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
@@ -10,18 +11,26 @@ import type {
 import type { CommonChartProperties } from "./types";
 
 type EphemeralMeasureCarrier = Pick<CommonChartProperties, "adhoc_measures">;
+type MeasureRequestCarrier = Pick<
+  CommonChartProperties,
+  "adhoc_measures" | "exact_measures"
+>;
 
 /**
  * Attaches the `expression` compute to request measures whose name matches one
- * of the chart's ephemeral measures. Leaves other measures untouched.
+ * of the chart's ephemeral measures, and flags the chart's exact measures with
+ * `exact: true`. Leaves other measures untouched.
  */
 export function withEphemeralMeasures(
-  config: EphemeralMeasureCarrier,
+  config: MeasureRequestCarrier,
   measures: V1MetricsViewAggregationMeasure[],
 ): V1MetricsViewAggregationMeasure[] {
-  return mapEphemeralMeasuresForRequest(
-    measures,
-    ephemeralSpecsToDefs(config.adhoc_measures),
+  return applyExactMeasures(
+    mapEphemeralMeasuresForRequest(
+      measures,
+      ephemeralSpecsToDefs(config.adhoc_measures),
+    ),
+    config.exact_measures?.length ? new Set(config.exact_measures) : undefined,
   );
 }
 
diff --git a/web-common/src/features/components/charts/types.ts b/web-common/src/features/components/charts/types.ts
index 4667d0dfa6d9..33b7e0a31339 100644
--- a/web-common/src/features/components/charts/types.ts
+++ b/web-common/src/features/components/charts/types.ts
@@ -203,6 +203,9 @@ export interface CommonChartProperties {
   // Ad-hoc measures derived from existing measures via an arithmetic
   // expression; measure fields may name them.
   adhoc_measures?: EphemeralMeasureSpec[];
+  // Measures to request with `exact: true`. Not a YAML property: injected by
+  // the surface that renders the chart from the viewer's exact selection.
+  exact_measures?: string[];
   tooltip?: FieldConfig;
   vl_config?: string;
 }
diff --git a/web-common/src/features/dashboards/big-number/MeasureBigNumber.svelte b/web-common/src/features/dashboards/big-number/MeasureBigNumber.svelte
index af93f1f67735..6d79e23016bb 100644
--- a/web-common/src/features/dashboards/big-number/MeasureBigNumber.svelte
+++ b/web-common/src/features/dashboards/big-number/MeasureBigNumber.svelte
@@ -27,8 +27,13 @@
     type CrossfadeParams,
     type FlyParams,
   } from "svelte/transition";
-  import { mapEphemeralMeasuresForRequest } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+  import {
+    applyExactMeasures,
+    mapEphemeralMeasuresForRequest,
+  } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
   import type { EphemeralMeasureDef } from "@rilldata/web-common/features/dashboards/ephemeral-measures/types";
+  import type { PrecisionState } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+  import PrecisionChip from "@rilldata/web-common/features/dashboards/exact-measures/PrecisionChip.svelte";
   import { cellInspectorStore } from "../stores/cell-inspector-store";
   import BigNumberTooltipContent from "./BigNumberTooltipContent.svelte";
 
@@ -36,6 +41,11 @@
   // ephemeral measure definitions; when `measure` is one of
   // them, the request carries its `expression` compute.
   export let ephemeralMeasures: EphemeralMeasureDef[] | undefined = undefined;
+  // Request the measure with `exact: true` (see `requestExactNames`).
+  export let exact = false;
+  // Precision chip shown after the name; null hides it (no exact variant).
+  export let precision: PrecisionState | null = null;
+  export let onToggleExact: (() => void) | undefined = undefined;
   export let withTimeseries = true;
   export let isMeasureExpanded = false;
   export let metricsViewName: string;
@@ -52,9 +62,9 @@
   const client = useRuntimeClient();
 
   $: measureName = measure.name ?? "";
-  $: requestMeasures = mapEphemeralMeasuresForRequest(
-    [{ name: measureName }],
-    ephemeralMeasures,
+  $: requestMeasures = applyExactMeasures(
+    mapEphemeralMeasuresForRequest([{ name: measureName }], ephemeralMeasures),
+    exact ? new Set([measureName]) : undefined,
   );
 
   // Measures with required dimensions (e.g. a rolling window ordered by the time
@@ -138,6 +148,17 @@
       undefined)
     : undefined;
 
+  // While an exact value is computed, keep the previous (approximate) value
+  // visible but dimmed instead of replacing it with a spinner; exact queries
+  // can take a while and a blank card reads as broken.
+  $: exactLoading =
+    precision !== null &&
+    precision !== "approx" &&
+    isFetching &&
+    !isError &&
+    value !== null &&
+    value !== undefined;
+
   $: comparisonPercChange =
     comparisonValue && value !== undefined && value !== null
       ? (value - comparisonValue) / comparisonValue
@@ -218,6 +239,8 @@
   }
 
   let suppressTooltip = false;
+  // The chip has its own tooltip; the card's tooltip hides while it is hovered.
+  let chipHovered = false;
 
   const handleExpandMeasure = () => {
     if (!isMeasureExpanded) {
@@ -236,7 +259,7 @@
 </script>
 
 <Tooltip
-  suppress={suppressTooltip || isError}
+  suppress={suppressTooltip || isError || chipHovered}
   distance={8}
   location="right"
   alignment="start"
@@ -268,10 +291,22 @@
     href={tddHref}
   >
     <h2
-      class="line-clamp-2 text-fg-muted hover:text-theme-700 group-hover:text-theme-700 font-semibold whitespace-normal"
+      class="flex items-start gap-1 text-fg-muted hover:text-theme-700 group-hover:text-theme-700 font-semibold whitespace-normal"
       style:font-size={withTimeseries ? "" : "0.8rem"}
     >
-      {name}
+      <span class="line-clamp-2">{name}</span>
+      {#if precision}
+        <span class="pt-0.5">
+          <PrecisionChip
+            state={precision}
+            measureLabel={name ?? measureName}
+            loading={exactLoading}
+            error={precision !== "approx" ? errorMessage : undefined}
+            onToggle={onToggleExact}
+            onHoverChange={(hovered) => (chipHovered = hovered)}
+          />
+        </span>
+      {/if}
     </h2>
     <div
       role="button"
@@ -284,10 +319,12 @@
     >
       {#if !supportsTotal}
         <span class="text-fg-muted italic text-sm">{m.kpi_no_total()}</span>
-      {:else if value !== null && value !== undefined && status === EntityStatus.Idle}
-        <WithTween {value} tweenProps={{ duration: 500 }} let:output>
-          {measureValueFormatter(output)}
-        </WithTween>
+      {:else if value !== null && value !== undefined && (status === EntityStatus.Idle || exactLoading)}
+        <span class:opacity-50={exactLoading}>
+          <WithTween {value} tweenProps={{ duration: 500 }} let:output>
+            {measureValueFormatter(output)}
+          </WithTween>
+        </span>
         {#if showComparison && comparisonValue}
           <div class="flex items-baseline gap-x-3 text-sm">
             {#if comparisonValue != null}
diff --git a/web-common/src/features/dashboards/big-number/MeasuresContainer.svelte b/web-common/src/features/dashboards/big-number/MeasuresContainer.svelte
index 5adf937151e2..6e495d565bf3 100644
--- a/web-common/src/features/dashboards/big-number/MeasuresContainer.svelte
+++ b/web-common/src/features/dashboards/big-number/MeasuresContainer.svelte
@@ -2,6 +2,11 @@
   import CreateEphemeralMeasureButton from "@rilldata/web-common/features/dashboards/ephemeral-measures/CreateEphemeralMeasureButton.svelte";
   import { ephemeralMeasureDialog } from "@rilldata/web-common/features/dashboards/ephemeral-measures/dialog-store";
   import { ephemeralMeasureNameSet } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+  import {
+    precisionStateFor,
+    requestExactNames,
+  } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+  import { exploreExactSurface } from "@rilldata/web-common/features/dashboards/exact-measures/explore-surfaces";
   import { getStateManagers } from "@rilldata/web-common/features/dashboards/state-managers/state-managers";
   import { useTimeControlStore } from "@rilldata/web-common/features/dashboards/time-controls/time-control-store";
   import MeasureBigNumber from "./MeasureBigNumber.svelte";
@@ -17,9 +22,11 @@
     selectors: {
       measures: { allMeasures, visibleMeasures },
       tags: { measureTagIndex },
+      exactMeasures: { exactMeasureContext },
     },
     actions: {
       measures: { setMeasureVisibility },
+      exactMeasures: { toggleExactMeasure },
     },
   } = ctx;
 
@@ -28,6 +35,9 @@
   $: visibleMeasureNames = $visibleMeasures
     .map(({ name }) => name)
     .filter(isDefined);
+  // The big numbers are one surface: a click applies to this row only.
+  $: exactContext = $exactMeasureContext(exploreExactSurface.measures);
+  $: exactRequestNames = requestExactNames(visibleMeasureNames, exactContext);
   $: allMeasureNames = $allMeasures.map(({ name }) => name).filter(isDefined);
   function isDefined(value: string | undefined): value is string {
     return value !== undefined;
@@ -61,11 +71,16 @@
 
   <div class="flex flex-row flex-wrap mt-2 gap-x-7 gap-y-9">
     {#each $visibleMeasures as measure (measure.name)}
+      {@const measureName = measure.name ?? ""}
       <div class="inline-grid">
         <!-- FIXME: I can't select the big number by the measure id. -->
         <MeasureBigNumber
           {measure}
           ephemeralMeasures={$dashboardStore.ephemeralMeasures}
+          exact={exactRequestNames.has(measureName)}
+          precision={precisionStateFor(measureName, exactContext)}
+          onToggleExact={() =>
+            toggleExactMeasure(exploreExactSurface.measures, measureName)}
           withTimeseries={false}
           {metricsViewName}
           where={whereFilter}
diff --git a/web-common/src/features/dashboards/dimension-table/DimensionDisplay.svelte b/web-common/src/features/dashboards/dimension-table/DimensionDisplay.svelte
index d626173314a4..32ef0877ac86 100644
--- a/web-common/src/features/dashboards/dimension-table/DimensionDisplay.svelte
+++ b/web-common/src/features/dashboards/dimension-table/DimensionDisplay.svelte
@@ -1,5 +1,13 @@
 <script lang="ts">
-  import { mapEphemeralMeasuresForRequest } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+  import {
+    applyExactMeasures,
+    mapEphemeralMeasuresForRequest,
+  } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+  import {
+    precisionStateFor,
+    requestExactNames,
+  } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+  import { exploreExactSurface } from "@rilldata/web-common/features/dashboards/exact-measures/explore-surfaces";
   /**
    * DimensionDisplay.svelte
    * -------------------------
@@ -51,6 +59,11 @@
         leaderboardShowContextForAllMeasures,
         leaderboardSortByMeasureName,
       },
+      measures: { measureLabel },
+      exactMeasures: { exactMeasureContext },
+    },
+    actions: {
+      exactMeasures: { toggleExactMeasure },
     },
     dashboardStore,
     validSpecStore,
@@ -78,25 +91,36 @@
     dimensionName,
   );
 
-  $: measures = mapEphemeralMeasuresForRequest(
-    [
-      ...getMeasuresForDimensionOrLeaderboardDisplay(
-        $leaderboardShowContextForAllMeasures
-          ? null
-          : $leaderboardSortByMeasureName,
-        whereFilter,
-        visibleMeasureNames,
-      ).map((name) => ({ name }) as V1MetricsViewAggregationMeasure),
+  // Measures requested with `exact: true`: the table's own selection plus the
+  // visible measures that reference a selected measure.
+  $: exactContext = $exactMeasureContext(exploreExactSurface.dimensionTable);
+  $: exactNames = requestExactNames(
+    [...visibleMeasureNames, $leaderboardSortByMeasureName],
+    exactContext,
+  );
 
-      // Add comparison measures if comparison time range exists.
-      ...(comparisonTimeRange
-        ? ($leaderboardShowContextForAllMeasures
-            ? visibleMeasureNames
-            : [$leaderboardSortByMeasureName]
-          ).flatMap((name) => getComparisonRequestMeasures(name))
-        : []),
-    ],
-    $dashboardStore.ephemeralMeasures,
+  $: measures = applyExactMeasures(
+    mapEphemeralMeasuresForRequest(
+      [
+        ...getMeasuresForDimensionOrLeaderboardDisplay(
+          $leaderboardShowContextForAllMeasures
+            ? null
+            : $leaderboardSortByMeasureName,
+          whereFilter,
+          visibleMeasureNames,
+        ).map((name) => ({ name }) as V1MetricsViewAggregationMeasure),
+
+        // Add comparison measures if comparison time range exists.
+        ...(comparisonTimeRange
+          ? ($leaderboardShowContextForAllMeasures
+              ? visibleMeasureNames
+              : [$leaderboardSortByMeasureName]
+            ).flatMap((name) => getComparisonRequestMeasures(name))
+          : []),
+      ],
+      $dashboardStore.ephemeralMeasures,
+    ),
+    exactNames,
   );
   $: filteredMeasures = filterOutSomeAdvancedAggregationMeasures(
     $dashboardStore,
@@ -181,7 +205,23 @@
   $: columns = $virtualizedTableColumns(
     tableRows,
     $leaderboardShowContextForAllMeasures ? visibleMeasureNames : undefined,
-  );
+  ).map((column) => {
+    // Measure columns with an exact variant get a precision chip in their header.
+    if (!visibleMeasureNames.includes(column.name)) return column;
+    const state = precisionStateFor(column.name, exactContext);
+    if (!state) return column;
+    return {
+      ...column,
+      precision: {
+        state,
+        measureLabel: $measureLabel(column.name),
+        loading: state !== "approx" && !!$sortedQuery?.isFetching,
+        error: state !== "approx" ? $sortedQuery?.error?.message : undefined,
+        onToggle: () =>
+          toggleExactMeasure(exploreExactSurface.dimensionTable, column.name),
+      },
+    };
+  });
 
   function onSelectItem(data: { index: number; meta: boolean }) {
     const label = tableRows[data.index][dimensionName] as string;
diff --git a/web-common/src/features/dashboards/dimension-table/dimension-table-export.ts b/web-common/src/features/dashboards/dimension-table/dimension-table-export.ts
index 1fc786050ae2..96fba68e767e 100644
--- a/web-common/src/features/dashboards/dimension-table/dimension-table-export.ts
+++ b/web-common/src/features/dashboards/dimension-table/dimension-table-export.ts
@@ -1,4 +1,9 @@
-import { mapEphemeralMeasuresForRequest } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+import {
+  applyExactMeasures,
+  mapEphemeralMeasuresForRequest,
+} from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+import { requestExactNames } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+import { exploreExactSurface } from "@rilldata/web-common/features/dashboards/exact-measures/explore-surfaces";
 import { getComparisonRequestMeasures } from "@rilldata/web-common/features/dashboards/dashboard-utils";
 import {
   ComparisonDeltaAbsoluteSuffix,
@@ -68,6 +73,21 @@ export function getDimensionTableExportQuery(
     }
   }
 
+  // A one-shot export downloads what is on screen, so it carries the viewer's
+  // exact selection. A scheduled report must not: exact values are only
+  // fetched after an explicit click, never on a schedule.
+  const exactMeasures = isScheduled
+    ? undefined
+    : requestExactNames(
+        [
+          ...exploreState.visibleMeasures,
+          exploreState.leaderboardSortByMeasureName,
+        ],
+        get(ctx.selectors.exactMeasures.exactMeasureContext)(
+          exploreExactSurface.dimensionTable,
+        ),
+      );
+
   const query: V1Query = {
     metricsViewAggregationRequest: getDimensionTableAggregationRequestForTime({
       instanceId: ctx.runtimeClient.instanceId,
@@ -77,6 +97,7 @@ export function getDimensionTableExportQuery(
       timeRange,
       comparisonTimeRange,
       dimensionSearchText,
+      exactMeasures,
     }),
   };
 
@@ -91,6 +112,7 @@ export function getDimensionTableAggregationRequestForTime({
   timeRange,
   comparisonTimeRange,
   dimensionSearchText,
+  exactMeasures,
 }: {
   instanceId: string;
   metricsViewName: string;
@@ -99,6 +121,8 @@ export function getDimensionTableAggregationRequestForTime({
   timeRange: V1TimeRange;
   comparisonTimeRange: V1TimeRange | undefined;
   dimensionSearchText: string;
+  // Measures to request with `exact: true`; see `requestExactNames`.
+  exactMeasures?: ReadonlySet<string>;
 }): V1MetricsViewAggregationRequest {
   const measures: V1MetricsViewAggregationMeasure[] =
     exploreState.visibleMeasures.map((name) => ({
@@ -141,9 +165,9 @@ export function getDimensionTableAggregationRequestForTime({
         name: exploreState.selectedDimensionName,
       },
     ],
-    measures: mapEphemeralMeasuresForRequest(
-      measures,
-      exploreState.ephemeralMeasures,
+    measures: applyExactMeasures(
+      mapEphemeralMeasuresForRequest(measures, exploreState.ephemeralMeasures),
+      exactMeasures,
     ),
     timeRange,
     ...(comparisonTimeRange ? { comparisonTimeRange } : {}),
diff --git a/web-common/src/features/dashboards/ephemeral-measures/measure-mapping.ts b/web-common/src/features/dashboards/ephemeral-measures/measure-mapping.ts
index 525c6411e2a9..464a904b9e35 100644
--- a/web-common/src/features/dashboards/ephemeral-measures/measure-mapping.ts
+++ b/web-common/src/features/dashboards/ephemeral-measures/measure-mapping.ts
@@ -107,6 +107,52 @@ export function splitTimeSeriesMeasures(
   };
 }
 
+/**
+ * The spec measure a request measure is computed from: the base measure of a
+ * comparison or percent-of-total compute, otherwise the measure itself.
+ */
+function requestMeasureBase(
+  measure: V1MetricsViewAggregationMeasure,
+): string | undefined {
+  return (
+    measure.comparisonValue?.measure ??
+    measure.comparisonDelta?.measure ??
+    measure.comparisonRatio?.measure ??
+    measure.percentOfTotal?.measure ??
+    measure.name
+  );
+}
+
+/**
+ * Flags request measures with `exact: true` when their measure, or the base
+ * measure of their compute, is in `exactNames` (see `requestExactNames`).
+ * The runtime then computes those measures, and the measures they reference,
+ * with their `exact_expression`. Leaves other measures untouched.
+ */
+export function applyExactMeasures(
+  measures: V1MetricsViewAggregationMeasure[],
+  exactNames: ReadonlySet<string> | undefined,
+): V1MetricsViewAggregationMeasure[] {
+  if (!exactNames?.size) return measures;
+  return measures.map((measure) => {
+    const base = requestMeasureBase(measure);
+    return base && exactNames.has(base) ? { ...measure, exact: true } : measure;
+  });
+}
+
+/**
+ * The measure names to send as `exactMeasureNames` on a time series request:
+ * the requested names that are in `exactNames`. Undefined when there are none.
+ */
+export function exactTimeSeriesMeasureNames(
+  names: string[],
+  exactNames: ReadonlySet<string> | undefined,
+): string[] | undefined {
+  if (!exactNames?.size) return undefined;
+  const result = names.filter((name) => exactNames.has(name));
+  return result.length ? result : undefined;
+}
+
 /**
  * Recovers ephemeral measure definitions from request measures that carry an
  * `expression` compute, e.g. when editing a saved report outside an explore.
diff --git a/web-common/src/features/dashboards/exact-measures/PrecisionChip.svelte b/web-common/src/features/dashboards/exact-measures/PrecisionChip.svelte
new file mode 100644
index 000000000000..a3a3c6b0320c
--- /dev/null
+++ b/web-common/src/features/dashboards/exact-measures/PrecisionChip.svelte
@@ -0,0 +1,128 @@
+<!--
+  A small pill after a measure name that shows whether the measure is computed
+  with its approximate default (≈) or its exact expression (=), and toggles
+  between the two on click. A canvas chart has one chip for all its measures,
+  next to its title. Every host is a link, a sort button or a header
+  that reacts to mouse events, so the chip stops its events from propagating.
+  Hosts with a tooltip of their own hide it while the chip is hovered, through
+  `onHoverChange`, so that only the chip's tooltip shows.
+-->
+<script lang="ts">
+  import Tooltip from "@rilldata/web-common/components/tooltip/Tooltip.svelte";
+  import TooltipContent from "@rilldata/web-common/components/tooltip/TooltipContent.svelte";
+  import Spinner from "@rilldata/web-common/features/entity-management/Spinner.svelte";
+  import { EntityStatus } from "@rilldata/web-common/features/entity-management/types";
+  import { m } from "@rilldata/web-common/lib/i18n/gen/messages";
+  import type { PrecisionChipProps } from "./exact-measures";
+
+  // `state` is renamed locally: a binding called `state` conflicts with the `$state` rune.
+  let {
+    state: precision,
+    measureLabel,
+    loading = false,
+    error = undefined,
+    onToggle = undefined,
+    onHoverChange = undefined,
+  }: PrecisionChipProps = $props();
+
+  const canToggle = $derived(!!onToggle);
+
+  const tooltip = $derived.by(() => {
+    if (loading) return m.dashboard_precision_loading();
+    if (error) return m.dashboard_precision_error({ message: error });
+    switch (precision) {
+      case "exact":
+        return m.dashboard_precision_exact();
+      case "inherited":
+        return m.dashboard_precision_inherited();
+      case "partial":
+        return m.dashboard_precision_partial();
+      default:
+        return m.dashboard_precision_approx();
+    }
+  });
+
+  let hovered = $state(false);
+
+  function setHovered(value: boolean) {
+    if (hovered === value) return;
+    hovered = value;
+    onHoverChange?.(value);
+  }
+
+  // A chip removed while hovered must not leave its host's tooltip hidden.
+  $effect(() => () => {
+    if (hovered) onHoverChange?.(false);
+  });
+
+  function toggle(e: MouseEvent) {
+    e.preventDefault();
+    e.stopPropagation();
+    if (canToggle) onToggle?.();
+  }
+</script>
+
+<Tooltip location="top" distance={6} activeDelay={150}>
+  <button
+    type="button"
+    class="precision-chip"
+    class:exact={precision === "exact" && !error}
+    class:inherited={(precision === "inherited" || precision === "partial") &&
+      !error}
+    class:error={!!error}
+    class:interactive={canToggle}
+    aria-pressed={precision === "partial" ? "mixed" : precision === "exact"}
+    aria-label={m.dashboard_precision_toggle_aria({ measure: measureLabel })}
+    aria-busy={loading}
+    onclick={toggle}
+    onmousedown={(e) => e.stopPropagation()}
+    onmouseenter={() => setHovered(true)}
+    onmouseleave={() => setHovered(false)}
+    onfocus={() => setHovered(true)}
+    onblur={() => setHovered(false)}
+  >
+    {#if loading}
+      <Spinner size="9px" status={EntityStatus.Running} />
+    {:else if error}
+      !
+    {:else if precision === "approx"}
+      ≈
+    {:else}
+      =
+    {/if}
+  </button>
+  <TooltipContent slot="tooltip-content" maxWidth="260px">
+    {tooltip}
+  </TooltipContent>
+</Tooltip>
+
+<style lang="postcss">
+  .precision-chip {
+    @apply inline-flex items-center justify-center shrink-0;
+    @apply h-[15px] min-w-[15px] px-1 rounded-full;
+    @apply border border-border text-fg-muted bg-surface-background;
+    @apply text-[10px] font-bold leading-none not-italic;
+    @apply cursor-default;
+  }
+  .precision-chip.interactive {
+    @apply cursor-pointer;
+  }
+  .precision-chip.interactive:hover {
+    @apply border-fg-muted text-fg;
+  }
+  .precision-chip.exact {
+    @apply bg-primary-100 border-primary-400 text-primary-700;
+  }
+  .precision-chip.exact.interactive:hover {
+    @apply border-primary-600 text-primary-800;
+  }
+  .precision-chip.inherited {
+    @apply bg-primary-50 border-primary-300 text-primary-700 border-dashed;
+  }
+  .precision-chip.inherited.interactive:hover {
+    @apply border-primary-500 text-primary-800;
+  }
+  .precision-chip.error {
+    @apply bg-red-50 border-red-300 text-red-700;
+  }
+</style>
diff --git a/web-common/src/features/dashboards/exact-measures/exact-measure-queries.spec.ts b/web-common/src/features/dashboards/exact-measures/exact-measure-queries.spec.ts
new file mode 100644
index 000000000000..6eeefd1175bb
--- /dev/null
+++ b/web-common/src/features/dashboards/exact-measures/exact-measure-queries.spec.ts
@@ -0,0 +1,207 @@
+import { DashboardFetchMocks } from "@rilldata/web-common/features/dashboards/dashboard-fetch-mocks";
+import { exploreExactSurface } from "./explore-surfaces";
+import {
+  AD_BIDS_BID_PRICE_MEASURE,
+  AD_BIDS_EXPLORE_INIT,
+  AD_BIDS_EXPLORE_NAME,
+  AD_BIDS_IMPRESSIONS_MEASURE,
+  AD_BIDS_METRICS_INIT_WITH_TIME,
+  AD_BIDS_NAME,
+  AD_BIDS_PUBLISHER_DIMENSION,
+} from "@rilldata/web-common/features/dashboards/stores/test-data/data";
+import { metricsExplorerStore } from "@rilldata/web-common/features/dashboards/stores/dashboard-stores";
+import { initStateManagers } from "@rilldata/web-common/features/dashboards/stores/test-data/helpers";
+import { createTimeSeriesDataStore } from "@rilldata/web-common/features/dashboards/time-series/timeseries-data-store";
+import { asyncWait } from "@rilldata/web-common/lib/waitUtils";
+import type { V1MetricsViewSpec } from "@rilldata/web-common/runtime-client";
+import { beforeEach, describe, expect, it, vi } from "vitest";
+
+// The bid price measure gets an exact variant; impressions stays single-precision.
+// `bid_price_per_impression` is calculated from both; the explore does not show it.
+const BID_PRICE_PER_IMPRESSION_MEASURE = "bid_price_per_impression";
+const AD_BIDS_METRICS_WITH_EXACT: V1MetricsViewSpec = {
+  ...AD_BIDS_METRICS_INIT_WITH_TIME,
+  measures: [
+    ...(AD_BIDS_METRICS_INIT_WITH_TIME.measures?.map((measure) =>
+      measure.name === AD_BIDS_BID_PRICE_MEASURE
+        ? { ...measure, exactExpression: "avg(bid_price)" }
+        : measure,
+    ) ?? []),
+    {
+      name: BID_PRICE_PER_IMPRESSION_MEASURE,
+      expression: "bid_price / impressions",
+      referencedMeasures: [
+        AD_BIDS_BID_PRICE_MEASURE,
+        AD_BIDS_IMPRESSIONS_MEASURE,
+      ],
+    },
+  ],
+};
+
+describe("exact measures in explore queries", () => {
+  const dashboardFetchMocks = DashboardFetchMocks.useDashboardFetchMocks();
+
+  let requestBodies: string[] = [];
+
+  beforeEach(() => {
+    requestBodies = [];
+    const inner = globalThis.fetch;
+    vi.stubGlobal("fetch", (url: any, opts: any) => {
+      const body = opts?.body;
+      if (body) {
+        requestBodies.push(
+          typeof body === "string"
+            ? body
+            : new TextDecoder().decode(body as ArrayBufferView),
+        );
+      }
+      return inner(url, opts);
+    });
+
+    dashboardFetchMocks.mockMetricsExplore(
+      AD_BIDS_EXPLORE_NAME,
+      AD_BIDS_METRICS_WITH_EXACT,
+      AD_BIDS_EXPLORE_INIT,
+    );
+    dashboardFetchMocks.mockTimeRangeSummary(AD_BIDS_NAME, {
+      min: "2022-01-01",
+      max: "2022-03-31",
+    });
+    dashboardFetchMocks.mockMetricsViewTimeRanges(
+      AD_BIDS_NAME,
+      "2022-01-01T00:00:00Z",
+      "2022-03-31T00:00:00Z",
+    );
+    dashboardFetchMocks.mockMetricsViewAggregation(
+      new RegExp(`"name":"${AD_BIDS_PUBLISHER_DIMENSION}"`),
+      {
+        schema: { fields: [{ name: AD_BIDS_PUBLISHER_DIMENSION }] },
+        data: [{ [AD_BIDS_PUBLISHER_DIMENSION]: "Google" }],
+      },
+    );
+  });
+
+  it("flags only the selected measure and resets after a filter change", async () => {
+    const { stateManagers, destroy } = initStateManagers();
+
+    stateManagers.actions.exactMeasures.toggleExactMeasure(
+      exploreExactSurface.measures,
+      AD_BIDS_BID_PRICE_MEASURE,
+    );
+
+    const unsub = createTimeSeriesDataStore(stateManagers).subscribe(() => {});
+    await asyncWait(500);
+
+    const aggregationBodies = requestBodies.filter(
+      (body) =>
+        body.includes(`"name":"${AD_BIDS_BID_PRICE_MEASURE}"`) &&
+        !body.includes("measureNames"),
+    );
+    expect(aggregationBodies.length).toBeGreaterThan(0);
+    for (const body of aggregationBodies) {
+      expect(body).toMatch(
+        new RegExp(`"name":"${AD_BIDS_BID_PRICE_MEASURE}","exact":true`),
+      );
+      expect(body).not.toMatch(
+        new RegExp(`"name":"${AD_BIDS_IMPRESSIONS_MEASURE}","exact":true`),
+      );
+    }
+
+    const timeSeriesBodies = requestBodies.filter((body) =>
+      body.includes("measureNames"),
+    );
+    expect(timeSeriesBodies.length).toBeGreaterThan(0);
+    for (const body of timeSeriesBodies) {
+      expect(body).toContain(
+        `"exactMeasureNames":["${AD_BIDS_BID_PRICE_MEASURE}"]`,
+      );
+    }
+
+    // A query context change (here: comparing by a dimension) resets the
+    // selection: the next queries are approximate.
+    requestBodies = [];
+    metricsExplorerStore.setComparisonDimension(
+      AD_BIDS_EXPLORE_NAME,
+      AD_BIDS_PUBLISHER_DIMENSION,
+    );
+    await asyncWait(500);
+
+    expect(requestBodies.length).toBeGreaterThan(0);
+    expect(
+      requestBodies.filter((body) => body.includes('"exact":true')),
+    ).toEqual([]);
+    expect(
+      requestBodies.filter((body) => body.includes("exactMeasureNames")),
+    ).toEqual([]);
+
+    unsub();
+    destroy();
+  });
+
+  it("flags the exact measure a selected derived measure is calculated from in every request", async () => {
+    const { stateManagers, destroy } = initStateManagers();
+
+    // The derived measure is not shown on the explore, so no request names it.
+    // Its input is exact nonetheless, because the runtime would compute the
+    // input exactly wherever the derived measure is requested exactly.
+    stateManagers.actions.exactMeasures.toggleExactMeasure(
+      exploreExactSurface.measures,
+      BID_PRICE_PER_IMPRESSION_MEASURE,
+    );
+
+    const unsub = createTimeSeriesDataStore(stateManagers).subscribe(() => {});
+    await asyncWait(500);
+
+    const aggregationBodies = requestBodies.filter(
+      (body) =>
+        body.includes(`"name":"${AD_BIDS_BID_PRICE_MEASURE}"`) &&
+        !body.includes("measureNames"),
+    );
+    expect(aggregationBodies.length).toBeGreaterThan(0);
+    for (const body of aggregationBodies) {
+      expect(body).not.toContain(BID_PRICE_PER_IMPRESSION_MEASURE);
+      expect(body).toMatch(
+        new RegExp(`"name":"${AD_BIDS_BID_PRICE_MEASURE}","exact":true`),
+      );
+      expect(body).not.toMatch(
+        new RegExp(`"name":"${AD_BIDS_IMPRESSIONS_MEASURE}","exact":true`),
+      );
+    }
+
+    const timeSeriesBodies = requestBodies.filter((body) =>
+      body.includes("measureNames"),
+    );
+    expect(timeSeriesBodies.length).toBeGreaterThan(0);
+    for (const body of timeSeriesBodies) {
+      expect(body).toContain(
+        `"exactMeasureNames":["${AD_BIDS_BID_PRICE_MEASURE}"]`,
+      );
+    }
+
+    unsub();
+    destroy();
+  });
+
+  it("keeps the time series approximate for a selection made in a leaderboard", async () => {
+    const { stateManagers, destroy } = initStateManagers();
+
+    stateManagers.actions.exactMeasures.toggleExactMeasure(
+      exploreExactSurface.leaderboard(AD_BIDS_PUBLISHER_DIMENSION),
+      AD_BIDS_BID_PRICE_MEASURE,
+    );
+
+    const unsub = createTimeSeriesDataStore(stateManagers).subscribe(() => {});
+    await asyncWait(500);
+
+    expect(requestBodies.length).toBeGreaterThan(0);
+    expect(
+      requestBodies.filter((body) => body.includes('"exact":true')),
+    ).toEqual([]);
+    expect(
+      requestBodies.filter((body) => body.includes("exactMeasureNames")),
+    ).toEqual([]);
+
+    unsub();
+    destroy();
+  });
+});
diff --git a/web-common/src/features/dashboards/exact-measures/exact-measures-store.spec.ts b/web-common/src/features/dashboards/exact-measures/exact-measures-store.spec.ts
new file mode 100644
index 000000000000..da3c7c5f71ec
--- /dev/null
+++ b/web-common/src/features/dashboards/exact-measures/exact-measures-store.spec.ts
@@ -0,0 +1,120 @@
+import {
+  metricsExplorerStore,
+  updateMetricsExplorerByName,
+} from "@rilldata/web-common/features/dashboards/stores/dashboard-stores";
+import { createInExpression } from "@rilldata/web-common/features/dashboards/stores/filter-utils";
+import {
+  AD_BIDS_BID_PRICE_MEASURE,
+  AD_BIDS_EXPLORE_INIT,
+  AD_BIDS_EXPLORE_NAME,
+  AD_BIDS_IMPRESSIONS_MEASURE,
+  AD_BIDS_METRICS_3_MEASURES_DIMENSIONS,
+  AD_BIDS_PUBLISHER_COUNT_MEASURE,
+  AD_BIDS_PUBLISHER_DIMENSION,
+  AD_BIDS_TIME_RANGE_SUMMARY,
+} from "@rilldata/web-common/features/dashboards/stores/test-data/data";
+import { getInitExploreStateForTest } from "@rilldata/web-common/features/dashboards/stores/test-data/helpers";
+import { get } from "svelte/store";
+import { beforeEach, describe, expect, it } from "vitest";
+import { toggleExactMeasure } from "../state-managers/actions/exact-measures";
+import { exploreExactSurface } from "./explore-surfaces";
+import { selectedExactMeasureNames } from "../state-managers/selectors/exact-measures";
+import { setMeasureVisibility } from "../state-managers/actions/measures";
+
+function exploreState() {
+  return get(metricsExplorerStore).entities[AD_BIDS_EXPLORE_NAME];
+}
+
+function toggle(
+  measureName: string,
+  surface: string = exploreExactSurface.measures,
+) {
+  updateMetricsExplorerByName(AD_BIDS_EXPLORE_NAME, (dashboard) =>
+    toggleExactMeasure({ dashboard }, surface, measureName),
+  );
+}
+
+function selected(surface: string = exploreExactSurface.measures) {
+  return [...selectedExactMeasureNames({ dashboard: exploreState() }, surface)];
+}
+
+describe("exact measure selection in the explore store", () => {
+  beforeEach(() => {
+    metricsExplorerStore.remove(AD_BIDS_EXPLORE_NAME);
+    metricsExplorerStore.init(
+      AD_BIDS_EXPLORE_NAME,
+      getInitExploreStateForTest(
+        AD_BIDS_METRICS_3_MEASURES_DIMENSIONS,
+        AD_BIDS_EXPLORE_INIT,
+        AD_BIDS_TIME_RANGE_SUMMARY,
+      ),
+    );
+  });
+
+  it("toggles a measure on and off", () => {
+    expect(selected()).toEqual([]);
+
+    toggle(AD_BIDS_PUBLISHER_COUNT_MEASURE);
+    expect(selected()).toEqual([AD_BIDS_PUBLISHER_COUNT_MEASURE]);
+
+    toggle(AD_BIDS_PUBLISHER_COUNT_MEASURE);
+    expect(exploreState().exactMeasures).toBeUndefined();
+  });
+
+  it("resets when the query context changes", () => {
+    toggle(AD_BIDS_PUBLISHER_COUNT_MEASURE);
+
+    updateMetricsExplorerByName(AD_BIDS_EXPLORE_NAME, (dashboard) => {
+      dashboard.whereFilter = createInExpression(AD_BIDS_PUBLISHER_DIMENSION, [
+        "Google",
+      ]);
+    });
+
+    expect(exploreState().exactMeasures).toBeUndefined();
+    expect(selected()).toEqual([]);
+  });
+
+  it("resets when the sort changes", () => {
+    toggle(AD_BIDS_PUBLISHER_COUNT_MEASURE);
+    updateMetricsExplorerByName(AD_BIDS_EXPLORE_NAME, (dashboard) => {
+      dashboard.leaderboardSortByMeasureName = AD_BIDS_BID_PRICE_MEASURE;
+    });
+    expect(exploreState().exactMeasures).toBeUndefined();
+  });
+
+  it("keeps the surfaces independent", () => {
+    const leaderboard = exploreExactSurface.leaderboard(
+      AD_BIDS_PUBLISHER_DIMENSION,
+    );
+    toggle(AD_BIDS_PUBLISHER_COUNT_MEASURE);
+    expect(selected(leaderboard)).toEqual([]);
+
+    toggle(AD_BIDS_PUBLISHER_COUNT_MEASURE, leaderboard);
+    expect(exploreState().exactMeasures?.surfaces).toEqual({
+      [exploreExactSurface.measures]: [AD_BIDS_PUBLISHER_COUNT_MEASURE],
+      [leaderboard]: [AD_BIDS_PUBLISHER_COUNT_MEASURE],
+    });
+
+    toggle(AD_BIDS_PUBLISHER_COUNT_MEASURE);
+    expect(selected()).toEqual([]);
+    expect(selected(leaderboard)).toEqual([AD_BIDS_PUBLISHER_COUNT_MEASURE]);
+  });
+
+  it("survives presentation changes", () => {
+    toggle(AD_BIDS_PUBLISHER_COUNT_MEASURE);
+
+    updateMetricsExplorerByName(AD_BIDS_EXPLORE_NAME, (dashboard) =>
+      setMeasureVisibility(
+        { dashboard },
+        [AD_BIDS_IMPRESSIONS_MEASURE, AD_BIDS_PUBLISHER_COUNT_MEASURE],
+        [
+          AD_BIDS_IMPRESSIONS_MEASURE,
+          AD_BIDS_BID_PRICE_MEASURE,
+          AD_BIDS_PUBLISHER_COUNT_MEASURE,
+        ],
+      ),
+    );
+
+    expect(selected()).toEqual([AD_BIDS_PUBLISHER_COUNT_MEASURE]);
+  });
+});
diff --git a/web-common/src/features/dashboards/exact-measures/exact-measures.spec.ts b/web-common/src/features/dashboards/exact-measures/exact-measures.spec.ts
new file mode 100644
index 000000000000..3ccf207cfa03
--- /dev/null
+++ b/web-common/src/features/dashboards/exact-measures/exact-measures.spec.ts
@@ -0,0 +1,299 @@
+import type { MetricsViewSpecMeasure } from "@rilldata/web-common/runtime-client";
+import { describe, expect, it } from "vitest";
+import {
+  createExactMeasureContext,
+  hasExactVariant,
+  precisionStateFor,
+  requestExactNames,
+  toggleSurfaceInSelection,
+  transitiveRefs,
+  withExactVariant,
+} from "./exact-measures";
+
+const MEASURES: MetricsViewSpecMeasure[] = [
+  {
+    name: "users",
+    expression: "approx_count_distinct(user_id)",
+    exactExpression: "count(DISTINCT user_id)",
+  },
+  { name: "revenue", expression: "sum(revenue)" },
+  {
+    name: "revenue_per_user",
+    expression: "revenue / users",
+    referencedMeasures: ["revenue", "users"],
+  },
+  {
+    name: "revenue_per_user_pct",
+    expression: "revenue_per_user * 100",
+    referencedMeasures: ["revenue_per_user"],
+  },
+  // A reference cycle must not hang the closure.
+  { name: "a", expression: "b + 1", referencedMeasures: ["b"] },
+  { name: "b", expression: "a + 1", referencedMeasures: ["a"] },
+];
+
+const EPHEMERAL = [
+  {
+    name: "double_users",
+    displayName: "Double users",
+    expression: "users * 2",
+  },
+];
+
+// Two exact-capable measures that share a derived measure.
+const SIBLING_MEASURES: MetricsViewSpecMeasure[] = [
+  ...MEASURES,
+  {
+    name: "sessions",
+    expression: "approx_count_distinct(session_id)",
+    exactExpression: "count(DISTINCT session_id)",
+  },
+  {
+    name: "users_per_session",
+    expression: "users / sessions",
+    referencedMeasures: ["users", "sessions"],
+  },
+];
+
+function context(selected: string[], measures = MEASURES) {
+  return createExactMeasureContext(new Set(selected), measures, EPHEMERAL);
+}
+
+describe("transitiveRefs", () => {
+  it("includes the measure and every measure it references, transitively", () => {
+    expect([...transitiveRefs("revenue_per_user_pct", context([]))]).toEqual([
+      "revenue_per_user_pct",
+      "revenue_per_user",
+      "users",
+      "revenue",
+    ]);
+  });
+
+  it("follows ephemeral expression refs", () => {
+    expect([...transitiveRefs("double_users", context([]))]).toEqual([
+      "double_users",
+      "users",
+    ]);
+  });
+
+  it("terminates on reference cycles", () => {
+    expect([...transitiveRefs("a", context([]))].sort()).toEqual(["a", "b"]);
+  });
+});
+
+describe("hasExactVariant", () => {
+  it("is true for a measure with its own exact expression", () => {
+    expect(hasExactVariant("users", context([]))).toBe(true);
+  });
+
+  it("is true for measures that reference one, at any depth", () => {
+    expect(hasExactVariant("revenue_per_user", context([]))).toBe(true);
+    expect(hasExactVariant("revenue_per_user_pct", context([]))).toBe(true);
+    expect(hasExactVariant("double_users", context([]))).toBe(true);
+  });
+
+  it("is false otherwise", () => {
+    expect(hasExactVariant("revenue", context([]))).toBe(false);
+    expect(hasExactVariant("unknown", context([]))).toBe(false);
+  });
+});
+
+describe("resolved exact measures", () => {
+  it("is empty without a selection", () => {
+    expect(context([]).exact.size).toBe(0);
+  });
+
+  it("is the selected measures that define an exact expression", () => {
+    expect([...context(["users"]).exact]).toEqual(["users"]);
+    expect([...context(["users", "revenue"]).exact]).toEqual(["users"]);
+  });
+
+  it("is empty for a selection without exact variants", () => {
+    expect(context(["revenue"]).exact.size).toBe(0);
+  });
+
+  it("resolves a selected derived measure to the exact measures it is calculated from", () => {
+    // The runtime computes `users` exactly in every query that requests
+    // `revenue_per_user` exactly, so the dashboard treats `users` as exact.
+    expect([...context(["revenue_per_user"]).exact]).toEqual(["users"]);
+    expect([...context(["revenue_per_user_pct"]).exact]).toEqual(["users"]);
+    expect([...context(["double_users"]).exact]).toEqual(["users"]);
+  });
+
+  it("is closed under the request rule", () => {
+    // Requests flag `users_per_session` because it is calculated from `users`,
+    // and the runtime then computes `sessions` exactly in those requests too.
+    // Resolving `sessions` as exact makes it exact in every request instead of
+    // only in the ones that happen to contain the ratio.
+    expect([...context(["users"], SIBLING_MEASURES).exact].sort()).toEqual([
+      "sessions",
+      "users",
+    ]);
+  });
+});
+
+describe("precisionStateFor", () => {
+  it("returns null for measures without an exact variant", () => {
+    expect(precisionStateFor("revenue", context(["users"]))).toBeNull();
+    expect(precisionStateFor("revenue", context(["revenue"]))).toBeNull();
+  });
+
+  it("is approximate by default", () => {
+    expect(precisionStateFor("users", context([]))).toBe("approx");
+    expect(precisionStateFor("revenue_per_user", context([]))).toBe("approx");
+  });
+
+  it("is exact for selected measures", () => {
+    expect(precisionStateFor("users", context(["users"]))).toBe("exact");
+    expect(
+      precisionStateFor("revenue_per_user", context(["revenue_per_user"])),
+    ).toBe("exact");
+  });
+
+  it("is inherited for measures calculated from a selected exact measure", () => {
+    expect(precisionStateFor("revenue_per_user", context(["users"]))).toBe(
+      "inherited",
+    );
+    expect(precisionStateFor("revenue_per_user_pct", context(["users"]))).toBe(
+      "inherited",
+    );
+    expect(precisionStateFor("double_users", context(["users"]))).toBe(
+      "inherited",
+    );
+  });
+
+  it("is inherited for the exact measures a selected derived measure is calculated from", () => {
+    const ctx = context(["revenue_per_user"]);
+    expect(precisionStateFor("users", ctx)).toBe("inherited");
+    // Other measures calculated from `users` are exact as well.
+    expect(precisionStateFor("revenue_per_user_pct", ctx)).toBe("inherited");
+    expect(precisionStateFor("double_users", ctx)).toBe("inherited");
+  });
+
+  it("is inherited for a sibling the runtime computes exactly alongside", () => {
+    const ctx = context(["users"], SIBLING_MEASURES);
+    expect(precisionStateFor("sessions", ctx)).toBe("inherited");
+    expect(precisionStateFor("users_per_session", ctx)).toBe("inherited");
+  });
+
+  it("stays approximate for measures unrelated to the selection", () => {
+    const ctx = context(
+      ["sessions"],
+      [
+        ...MEASURES,
+        {
+          name: "sessions",
+          expression: "approx_count_distinct(session_id)",
+          exactExpression: "count(DISTINCT session_id)",
+        },
+      ],
+    );
+    expect(precisionStateFor("users", ctx)).toBe("approx");
+    expect(precisionStateFor("revenue_per_user", ctx)).toBe("approx");
+  });
+});
+
+describe("requestExactNames", () => {
+  it("is empty when nothing is selected", () => {
+    expect(
+      requestExactNames(["users", "revenue_per_user"], context([])),
+    ).toEqual(new Set());
+  });
+
+  it("is empty when the selection has no exact variant", () => {
+    expect(requestExactNames(["revenue"], context(["revenue"]))).toEqual(
+      new Set(),
+    );
+  });
+
+  it("flags the selected measures and every requested measure calculated from them", () => {
+    expect(
+      requestExactNames(
+        ["users", "revenue", "revenue_per_user", "revenue_per_user_pct"],
+        context(["users"]),
+      ),
+    ).toEqual(new Set(["users", "revenue_per_user", "revenue_per_user_pct"]));
+  });
+
+  it("flags only the requested measures", () => {
+    expect(requestExactNames(["revenue_per_user"], context(["users"]))).toEqual(
+      new Set(["revenue_per_user"]),
+    );
+    expect(requestExactNames(["revenue"], context(["users"]))).toEqual(
+      new Set(),
+    );
+  });
+
+  it("flags the exact measures a selected derived measure is calculated from, even when the derived measure is not requested", () => {
+    const ctx = context(["revenue_per_user"]);
+    expect(requestExactNames(["users", "revenue"], ctx)).toEqual(
+      new Set(["users"]),
+    );
+    expect(requestExactNames(["revenue_per_user_pct"], ctx)).toEqual(
+      new Set(["revenue_per_user_pct"]),
+    );
+  });
+
+  it("flags a sibling in every request, not only next to the ratio", () => {
+    const ctx = context(["users"], SIBLING_MEASURES);
+    expect(requestExactNames(["sessions"], ctx)).toEqual(new Set(["sessions"]));
+    expect(requestExactNames(["users_per_session", "revenue"], ctx)).toEqual(
+      new Set(["users_per_session"]),
+    );
+  });
+});
+
+describe("withExactVariant", () => {
+  it("keeps the measures that are, or are calculated from, an exact-capable measure", () => {
+    expect(
+      withExactVariant(
+        ["users", "revenue", "revenue_per_user", "double_users"],
+        context([]),
+      ),
+    ).toEqual(["users", "revenue_per_user", "double_users"]);
+  });
+});
+
+describe("toggleSurfaceInSelection", () => {
+  const key = "ctx";
+
+  it("selects every measure of the surface at once", () => {
+    expect(
+      toggleSurfaceInSelection(undefined, key, "chart", ["users", "sessions"]),
+    ).toEqual({ contextKey: key, surfaces: { chart: ["users", "sessions"] } });
+  });
+
+  it("clears the surface when all of its measures are selected, keeping other surfaces", () => {
+    const selection = {
+      contextKey: key,
+      surfaces: { chart: ["users", "sessions"], kpi: ["users"] },
+    };
+    expect(
+      toggleSurfaceInSelection(selection, key, "chart", ["sessions", "users"]),
+    ).toEqual({ contextKey: key, surfaces: { kpi: ["users"] } });
+  });
+
+  it("completes a partial selection instead of clearing it", () => {
+    const selection = { contextKey: key, surfaces: { chart: ["users"] } };
+    expect(
+      toggleSurfaceInSelection(selection, key, "chart", ["users", "sessions"]),
+    ).toEqual({ contextKey: key, surfaces: { chart: ["users", "sessions"] } });
+  });
+
+  it("returns undefined when nothing is selected any more", () => {
+    const selection = { contextKey: key, surfaces: { chart: ["users"] } };
+    expect(
+      toggleSurfaceInSelection(selection, key, "chart", ["users"]),
+    ).toBeUndefined();
+    expect(
+      toggleSurfaceInSelection(undefined, key, "chart", []),
+    ).toBeUndefined();
+  });
+
+  it("discards a selection made in another query context", () => {
+    const selection = { contextKey: "old", surfaces: { kpi: ["users"] } };
+    expect(
+      toggleSurfaceInSelection(selection, key, "chart", ["users"]),
+    ).toEqual({ contextKey: key, surfaces: { chart: ["users"] } });
+  });
+});
diff --git a/web-common/src/features/dashboards/exact-measures/exact-measures.ts b/web-common/src/features/dashboards/exact-measures/exact-measures.ts
new file mode 100644
index 000000000000..529908220dd4
--- /dev/null
+++ b/web-common/src/features/dashboards/exact-measures/exact-measures.ts
@@ -0,0 +1,307 @@
+import { parseMeasureExpression } from "@rilldata/web-common/features/dashboards/ephemeral-measures/expression-parser";
+import type { EphemeralMeasureDef } from "@rilldata/web-common/features/dashboards/ephemeral-measures/types";
+import type { MetricsViewSpecMeasure } from "@rilldata/web-common/runtime-client";
+
+/**
+ * Precision of a measure on a dashboard surface.
+ * - "approx": the measure (or a measure it references) has an exact variant, and the approximate default is shown.
+ * - "exact": the viewer selected the measure, so its exact variant is computed.
+ * - "inherited": the measure is computed exactly because of another exact measure: a measure it is calculated from
+ *   is exact, or a measure calculated from it is exact (see `resolveExactMeasures`).
+ * - "partial": only on a chip that controls several measures at once (a canvas chart): some of them are exact.
+ */
+export type PrecisionState = "approx" | "exact" | "inherited" | "partial";
+
+/**
+ * Props of the precision chip rendered next to a measure name. Surfaces that
+ * render headers from column definitions (dimension table, pivot) carry them
+ * on the column.
+ */
+export interface PrecisionChipProps {
+  state: PrecisionState;
+  /** The measure's label, or the chart's title for a chip that controls a whole chart; used in the aria label. */
+  measureLabel: string;
+  /** The surface's query for this measure is running an exact computation. */
+  loading?: boolean;
+  /** The surface's exact query failed with this message. */
+  error?: string;
+  onToggle?: () => void;
+  /**
+   * Called when the pointer or focus enters and leaves the chip. Hosts with a
+   * tooltip of their own hide it while the chip is hovered, so that only the
+   * chip's tooltip shows.
+   */
+  onHoverChange?: (hovered: boolean) => void;
+}
+
+/**
+ * How the measures of a metrics view reference each other, and which of them
+ * define an exact variant. Built from the metrics view spec and the ephemeral
+ * measures.
+ */
+export interface MeasureGraph {
+  /** Measures referenced by a measure: a derived measure's `requires`, or an ephemeral expression's refs. */
+  refs: (name: string) => readonly string[];
+  /** Whether the measure defines its own `exact_expression`. */
+  hasOwnExact: (name: string) => boolean;
+}
+
+/**
+ * The precision of every measure of one surface, resolved once from the
+ * measures selected in that surface so that its chips and requests agree.
+ * Shared by the explore and canvas dashboards; see `ExactSelection`.
+ */
+export interface ExactMeasureContext extends MeasureGraph {
+  /** Measures selected as exact by the viewer in this surface. */
+  selected: ReadonlySet<string>;
+  /** Measures computed with their `exact_expression` on the dashboard; see `resolveExactMeasures`. */
+  exact: ReadonlySet<string>;
+}
+
+const EMPTY_SET: ReadonlySet<string> = new Set();
+const NO_REFS: readonly string[] = [];
+
+export const EMPTY_EXACT_CONTEXT: ExactMeasureContext = {
+  selected: EMPTY_SET,
+  exact: EMPTY_SET,
+  refs: () => NO_REFS,
+  hasOwnExact: () => false,
+};
+
+/**
+ * The exact selection of a dashboard: the measures the viewer switched to
+ * exact, per surface, tied to the query context (filters, time controls,
+ * view) they were selected in. A surface is one query target with its own
+ * chips: the big-number row, one leaderboard, the dimension table, a pivot, a
+ * chart, a KPI grid. Surfaces are independent, so a click only re-runs the
+ * queries of the surface it is in.
+ */
+export interface ExactSelection {
+  contextKey: string;
+  surfaces: Record<string, string[]>;
+}
+
+/**
+ * The measures selected as exact in a surface, empty when the selection
+ * belongs to another query context.
+ */
+export function selectedInSurface(
+  selection: ExactSelection | undefined,
+  contextKey: string,
+  surface: string,
+): ReadonlySet<string> {
+  if (!selection || selection.contextKey !== contextKey) return EMPTY_SET;
+  const names = selection.surfaces[surface];
+  return names?.length ? new Set(names) : EMPTY_SET;
+}
+
+/**
+ * The selection after switching a measure of a surface between approximate and
+ * exact, for the given query context. A selection made in another context is
+ * discarded. Returns undefined when nothing is selected any more.
+ */
+export function toggleInSelection(
+  selection: ExactSelection | undefined,
+  contextKey: string,
+  surface: string,
+  measureName: string,
+): ExactSelection | undefined {
+  const surfaces =
+    selection?.contextKey === contextKey ? { ...selection.surfaces } : {};
+  const current = surfaces[surface] ?? [];
+  const names = current.includes(measureName)
+    ? current.filter((name) => name !== measureName)
+    : [...current, measureName];
+  if (names.length) surfaces[surface] = names;
+  else delete surfaces[surface];
+  return Object.keys(surfaces).length ? { contextKey, surfaces } : undefined;
+}
+
+/**
+ * The selection after switching a whole surface between approximate and
+ * exact, for surfaces with one chip for all their measures (canvas charts):
+ * selects every given measure, or clears the surface when all of them are
+ * selected already. A selection made in another context is discarded. Returns
+ * undefined when nothing is selected any more.
+ */
+export function toggleSurfaceInSelection(
+  selection: ExactSelection | undefined,
+  contextKey: string,
+  surface: string,
+  measureNames: readonly string[],
+): ExactSelection | undefined {
+  const surfaces =
+    selection?.contextKey === contextKey ? { ...selection.surfaces } : {};
+  const current = new Set(surfaces[surface] ?? []);
+  // `every` holds for an empty list, which clears the surface as well.
+  if (measureNames.every((name) => current.has(name))) delete surfaces[surface];
+  else surfaces[surface] = [...measureNames];
+  return Object.keys(surfaces).length ? { contextKey, surfaces } : undefined;
+}
+
+export function createExactMeasureContext(
+  selected: ReadonlySet<string>,
+  specMeasures: MetricsViewSpecMeasure[] | undefined,
+  ephemeralMeasures?: EphemeralMeasureDef[],
+): ExactMeasureContext {
+  const names: string[] = [];
+  const refs = new Map<string, readonly string[]>();
+  const hasOwnExact = new Set<string>();
+  for (const measure of specMeasures ?? []) {
+    if (!measure.name) continue;
+    names.push(measure.name);
+    if (measure.referencedMeasures?.length) {
+      refs.set(measure.name, measure.referencedMeasures);
+    }
+    if (measure.exactExpression) hasOwnExact.add(measure.name);
+  }
+  for (const def of ephemeralMeasures ?? []) {
+    names.push(def.name);
+    const parsed = parseMeasureExpression(def.expression);
+    if (parsed.refs.length) refs.set(def.name, parsed.refs);
+  }
+  const graph: MeasureGraph = {
+    refs: (name) => refs.get(name) ?? NO_REFS,
+    hasOwnExact: (name) => hasOwnExact.has(name),
+  };
+  return {
+    ...graph,
+    selected,
+    exact: resolveExactMeasures(selected, names, graph),
+  };
+}
+
+/**
+ * The measures a surface computes with their `exact_expression`, given the
+ * measures selected in it.
+ *
+ * This mirrors the runtime, which resolves the exact set of a query once: the
+ * closure of the measures flagged in the query, following referenced measures,
+ * filtered to the measures that define an `exact_expression`. Selecting a
+ * ratio therefore makes the unique counts it is calculated from exact.
+ *
+ * The surface flags a requested measure when its closure meets this set
+ * (`requestExactNames`), so the set is also closed under that rule: if a
+ * flagged derived measure would make another measure exact in the queries
+ * that contain it, that measure is part of the set and is exact in every
+ * query of the surface. Surfaces are independent of each other: the same
+ * measure can be exact in one leaderboard and approximate in the next, so a
+ * click only re-runs the queries of the surface it is in.
+ */
+export function resolveExactMeasures(
+  selected: ReadonlySet<string>,
+  measureNames: Iterable<string>,
+  graph: MeasureGraph,
+): ReadonlySet<string> {
+  if (!selected.size) return EMPTY_SET;
+  let exact = ownExactIn(closureOf(selected, graph), graph);
+  if (!exact.size) return EMPTY_SET;
+  for (;;) {
+    const flagged = new Set(selected);
+    for (const name of measureNames) {
+      if (intersects(transitiveRefs(name, graph), exact)) flagged.add(name);
+    }
+    // The flagged set only grows between rounds, so the exact set does too;
+    // an unchanged size means the fixpoint is reached.
+    const next = ownExactIn(closureOf(flagged, graph), graph);
+    if (next.size === exact.size) return exact;
+    exact = next;
+  }
+}
+
+/**
+ * The measure itself plus every measure it references, transitively.
+ * Guards against reference cycles.
+ */
+export function transitiveRefs(name: string, graph: MeasureGraph): Set<string> {
+  const result = new Set<string>();
+  const stack = [name];
+  while (stack.length) {
+    const current = stack.pop()!;
+    if (result.has(current)) continue;
+    result.add(current);
+    for (const ref of graph.refs(current)) stack.push(ref);
+  }
+  return result;
+}
+
+function closureOf(names: Iterable<string>, graph: MeasureGraph): Set<string> {
+  const result = new Set<string>();
+  for (const name of names) {
+    for (const ref of transitiveRefs(name, graph)) result.add(ref);
+  }
+  return result;
+}
+
+function ownExactIn(names: Iterable<string>, graph: MeasureGraph): Set<string> {
+  const result = new Set<string>();
+  for (const name of names) {
+    if (graph.hasOwnExact(name)) result.add(name);
+  }
+  return result;
+}
+
+function intersects(
+  names: Iterable<string>,
+  set: ReadonlySet<string>,
+): boolean {
+  for (const name of names) {
+    if (set.has(name)) return true;
+  }
+  return false;
+}
+
+/**
+ * Whether the measure can be computed exactly: it, or a measure it
+ * references, defines an `exact_expression`.
+ */
+export function hasExactVariant(name: string, graph: MeasureGraph): boolean {
+  for (const ref of transitiveRefs(name, graph)) {
+    if (graph.hasOwnExact(ref)) return true;
+  }
+  return false;
+}
+
+/** The given measures that have an exact variant; see `hasExactVariant`. */
+export function withExactVariant(
+  names: Iterable<string>,
+  graph: MeasureGraph,
+): string[] {
+  const result: string[] = [];
+  for (const name of names) {
+    if (hasExactVariant(name, graph)) result.push(name);
+  }
+  return result;
+}
+
+/**
+ * The precision to show for a measure, or null when the measure has no exact
+ * variant and should render without a precision chip.
+ */
+export function precisionStateFor(
+  name: string,
+  ctx: ExactMeasureContext,
+): PrecisionState | null {
+  if (!hasExactVariant(name, ctx)) return null;
+  if (ctx.selected.has(name)) return "exact";
+  if (intersects(transitiveRefs(name, ctx), ctx.exact)) return "inherited";
+  return "approx";
+}
+
+/**
+ * The requested measures to flag `exact` in a request: every requested measure
+ * that is, or is calculated from, an exact measure. The runtime resolves the
+ * same exact set from these flags (see `resolveExactMeasures`), so a measure
+ * has the same value in every request of the surface.
+ */
+export function requestExactNames(
+  requested: Iterable<string>,
+  ctx: ExactMeasureContext,
+): Set<string> {
+  const result = new Set<string>();
+  if (!ctx.exact.size) return result;
+  for (const name of requested) {
+    if (intersects(transitiveRefs(name, ctx), ctx.exact)) result.add(name);
+  }
+  return result;
+}
diff --git a/web-common/src/features/dashboards/exact-measures/explore-surfaces.ts b/web-common/src/features/dashboards/exact-measures/explore-surfaces.ts
new file mode 100644
index 000000000000..e1c4d6d67c80
--- /dev/null
+++ b/web-common/src/features/dashboards/exact-measures/explore-surfaces.ts
@@ -0,0 +1,14 @@
+/**
+ * The surfaces of an explore dashboard that carry precision chips. Each holds
+ * its own exact selection (see `ExactSelection`), so a click on a chip only
+ * re-runs the queries of the surface it is in.
+ */
+export const exploreExactSurface = {
+  /** The big numbers and their time series charts. */
+  measures: "measures",
+  dimensionTable: "dimension-table",
+  /** The Time Dimension Detail table. */
+  tdd: "tdd",
+  pivot: "pivot",
+  leaderboard: (dimensionName: string) => `leaderboard:${dimensionName}`,
+} as const;
diff --git a/web-common/src/features/dashboards/exact-measures/measure-mapping.spec.ts b/web-common/src/features/dashboards/exact-measures/measure-mapping.spec.ts
new file mode 100644
index 000000000000..3ba5d69e96e3
--- /dev/null
+++ b/web-common/src/features/dashboards/exact-measures/measure-mapping.spec.ts
@@ -0,0 +1,106 @@
+import {
+  applyExactMeasures,
+  exactTimeSeriesMeasureNames,
+} from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+import { prepareMeasuresForRequest } from "@rilldata/web-common/features/dashboards/pivot/pivot-utils";
+import type { V1MetricsViewAggregationMeasure } from "@rilldata/web-common/runtime-client";
+import { describe, expect, it } from "vitest";
+
+describe("applyExactMeasures", () => {
+  const measures: V1MetricsViewAggregationMeasure[] = [
+    { name: "users" },
+    { name: "revenue" },
+    { name: "users__previous", comparisonValue: { measure: "users" } },
+    { name: "users__delta_abs", comparisonDelta: { measure: "users" } },
+    { name: "users__delta_rel", comparisonRatio: { measure: "users" } },
+    { name: "users__percent_of_total", percentOfTotal: { measure: "users" } },
+    { name: "revenue__delta_abs", comparisonDelta: { measure: "revenue" } },
+  ];
+
+  it("flags the measure and the computes derived from it", () => {
+    expect(applyExactMeasures(measures, new Set(["users"]))).toEqual([
+      { name: "users", exact: true },
+      { name: "revenue" },
+      {
+        name: "users__previous",
+        comparisonValue: { measure: "users" },
+        exact: true,
+      },
+      {
+        name: "users__delta_abs",
+        comparisonDelta: { measure: "users" },
+        exact: true,
+      },
+      {
+        name: "users__delta_rel",
+        comparisonRatio: { measure: "users" },
+        exact: true,
+      },
+      {
+        name: "users__percent_of_total",
+        percentOfTotal: { measure: "users" },
+        exact: true,
+      },
+      { name: "revenue__delta_abs", comparisonDelta: { measure: "revenue" } },
+    ]);
+  });
+
+  it("is a no-op without exact measures", () => {
+    expect(applyExactMeasures(measures, undefined)).toBe(measures);
+    expect(applyExactMeasures(measures, new Set())).toBe(measures);
+  });
+
+  it("does not mutate the input", () => {
+    const input = [{ name: "users" }];
+    applyExactMeasures(input, new Set(["users"]));
+    expect(input).toEqual([{ name: "users" }]);
+  });
+});
+
+describe("exactTimeSeriesMeasureNames", () => {
+  it("keeps the requested names that are exact", () => {
+    expect(
+      exactTimeSeriesMeasureNames(
+        ["users", "revenue"],
+        new Set(["users", "other"]),
+      ),
+    ).toEqual(["users"]);
+  });
+
+  it("is undefined when none are exact", () => {
+    expect(
+      exactTimeSeriesMeasureNames(["revenue"], new Set(["users"])),
+    ).toBeUndefined();
+    expect(exactTimeSeriesMeasureNames(["revenue"], undefined)).toBeUndefined();
+  });
+});
+
+describe("prepareMeasuresForRequest with exact measures", () => {
+  it("flags pivot measures and their comparison columns", () => {
+    expect(
+      prepareMeasuresForRequest(
+        [
+          { name: "users" },
+          { name: "users__delta_abs" },
+          { name: "users__delta_rel" },
+          { name: "revenue" },
+        ],
+        undefined,
+        ["users"],
+      ),
+    ).toEqual([
+      { name: "users", exact: true },
+      {
+        name: "users__delta_abs",
+        comparisonDelta: { measure: "users" },
+        exact: true,
+      },
+      {
+        name: "users__delta_rel",
+        comparisonRatio: { measure: "users" },
+        exact: true,
+      },
+      { name: "revenue" },
+    ]);
+  });
+});
diff --git a/web-common/src/features/dashboards/exact-measures/precision-chip-html.ts b/web-common/src/features/dashboards/exact-measures/precision-chip-html.ts
new file mode 100644
index 000000000000..59da948c2537
--- /dev/null
+++ b/web-common/src/features/dashboards/exact-measures/precision-chip-html.ts
@@ -0,0 +1,51 @@
+import { m } from "@rilldata/web-common/lib/i18n/gen/messages";
+import type { PrecisionChipProps } from "./exact-measures";
+
+/**
+ * Attribute that marks the precision chip in headers rendered as HTML strings
+ * (the time dimension detail table). The table's mouse handler dispatches
+ * clicks on elements carrying it to `PrecisionChipProps.onToggle`.
+ */
+export const PRECISION_CHIP_TOGGLE_ATTRIBUTE = "exact-toggle";
+
+/**
+ * HTML-string equivalent of `PrecisionChip.svelte`, for tables that render
+ * their headers as markup strings instead of components. Styles mirror the
+ * component; the tooltip is the native `title`.
+ */
+export function precisionChipHTML(precision: PrecisionChipProps): string {
+  const { state, loading, error } = precision;
+  let glyph = state === "approx" ? "≈" : "=";
+  let tooltip: string;
+  let colors = "border-border text-fg-muted bg-surface-background";
+  if (loading) {
+    glyph = "…";
+    tooltip = m.dashboard_precision_loading();
+    colors = "border-primary-300 text-primary-700 bg-surface-background";
+  } else if (error) {
+    glyph = "!";
+    tooltip = m.dashboard_precision_error({ message: error });
+    colors = "border-red-300 text-red-700 bg-red-50";
+  } else if (state === "exact") {
+    tooltip = m.dashboard_precision_exact();
+    colors = "border-primary-400 text-primary-700 bg-primary-100";
+  } else if (state === "inherited") {
+    tooltip = m.dashboard_precision_inherited();
+    colors = "border-primary-300 border-dashed text-primary-700 bg-primary-50";
+  } else if (state === "partial") {
+    tooltip = m.dashboard_precision_partial();
+    colors = "border-primary-300 border-dashed text-primary-700 bg-primary-50";
+  } else {
+    tooltip = m.dashboard_precision_approx();
+  }
+  const cursor = precision.onToggle ? "cursor-pointer" : "cursor-default";
+  return `<span ${PRECISION_CHIP_TOGGLE_ATTRIBUTE}="true" title="${escapeAttribute(tooltip)}" class="inline-flex items-center justify-center shrink-0 h-[15px] min-w-[15px] px-1 ml-1 rounded-full border text-[10px] font-bold leading-none not-italic ${cursor} ${colors}">${glyph}</span>`;
+}
+
+function escapeAttribute(value: string): string {
+  return value
+    .replaceAll("&", "&amp;")
+    .replaceAll('"', "&quot;")
+    .replaceAll("<", "&lt;")
+    .replaceAll(">", "&gt;");
+}
diff --git a/web-common/src/features/dashboards/exact-measures/query-context-key.spec.ts b/web-common/src/features/dashboards/exact-measures/query-context-key.spec.ts
new file mode 100644
index 000000000000..5b83523975bd
--- /dev/null
+++ b/web-common/src/features/dashboards/exact-measures/query-context-key.spec.ts
@@ -0,0 +1,80 @@
+import {
+  AD_BIDS_EXPLORE_INIT,
+  AD_BIDS_METRICS_3_MEASURES_DIMENSIONS,
+  AD_BIDS_PUBLISHER_DIMENSION,
+  AD_BIDS_TIME_RANGE_SUMMARY,
+} from "@rilldata/web-common/features/dashboards/stores/test-data/data";
+import { getInitExploreStateForTest } from "@rilldata/web-common/features/dashboards/stores/test-data/helpers";
+import { createInExpression } from "@rilldata/web-common/features/dashboards/stores/filter-utils";
+import { DashboardState_ActivePage } from "@rilldata/web-common/proto/gen/rill/ui/v1/dashboard_pb";
+import { describe, expect, it } from "vitest";
+import { getQueryContextKey } from "./query-context-key";
+
+function baseState() {
+  return getInitExploreStateForTest(
+    AD_BIDS_METRICS_3_MEASURES_DIMENSIONS,
+    AD_BIDS_EXPLORE_INIT,
+    AD_BIDS_TIME_RANGE_SUMMARY,
+  );
+}
+
+describe("getQueryContextKey", () => {
+  it("is stable for the same state", () => {
+    expect(getQueryContextKey(baseState())).toBe(
+      getQueryContextKey(baseState()),
+    );
+  });
+
+  it("changes when the query context changes", () => {
+    const key = getQueryContextKey(baseState());
+
+    const filtered = baseState();
+    filtered.whereFilter = createInExpression(AD_BIDS_PUBLISHER_DIMENSION, [
+      "Google",
+    ]);
+    expect(getQueryContextKey(filtered)).not.toBe(key);
+
+    const otherView = baseState();
+    otherView.activePage = DashboardState_ActivePage.PIVOT;
+    expect(getQueryContextKey(otherView)).not.toBe(key);
+
+    const otherTimezone = baseState();
+    otherTimezone.selectedTimezone = "Asia/Kolkata";
+    expect(getQueryContextKey(otherTimezone)).not.toBe(key);
+
+    const otherSort = baseState();
+    otherSort.leaderboardSortByMeasureName = "bid_price";
+    expect(getQueryContextKey(otherSort)).not.toBe(key);
+
+    const dimensionTable = baseState();
+    dimensionTable.selectedDimensionName = AD_BIDS_PUBLISHER_DIMENSION;
+    expect(getQueryContextKey(dimensionTable)).not.toBe(key);
+  });
+
+  it("ignores presentation state", () => {
+    const key = getQueryContextKey(baseState());
+
+    const hidden = baseState();
+    hidden.visibleMeasures = hidden.visibleMeasures.slice(0, 1);
+    hidden.allMeasuresVisible = false;
+    hidden.visibleDimensions = [];
+    hidden.allDimensionsVisible = false;
+    expect(getQueryContextKey(hidden)).toBe(key);
+
+    const reordered = baseState();
+    reordered.leaderboardMeasureNames = [
+      ...reordered.leaderboardMeasureNames,
+    ].reverse();
+    reordered.leaderboardShowContextForAllMeasures = true;
+    expect(getQueryContextKey(reordered)).toBe(key);
+
+    const expandedPivot = baseState();
+    expandedPivot.pivot = {
+      ...expandedPivot.pivot,
+      expanded: { "0": true },
+      rowPage: 3,
+      columnPage: 2,
+    };
+    expect(getQueryContextKey(expandedPivot)).toBe(key);
+  });
+});
diff --git a/web-common/src/features/dashboards/exact-measures/query-context-key.ts b/web-common/src/features/dashboards/exact-measures/query-context-key.ts
new file mode 100644
index 000000000000..09b89aa31e4d
--- /dev/null
+++ b/web-common/src/features/dashboards/exact-measures/query-context-key.ts
@@ -0,0 +1,44 @@
+import type { ExploreState } from "@rilldata/web-common/features/dashboards/stores/explore-state";
+
+/**
+ * Serializes the parts of the explore state that change which queries the
+ * dashboard issues: filters, time controls, the active view and its
+ * configuration, and sorting. The exact-measure selection is tied to this key:
+ * when the key changes, the selection resets so new queries are approximate
+ * again and exact values are only fetched after an explicit click.
+ *
+ * Presentation-only state is excluded on purpose: showing, hiding or reordering
+ * measures and dimensions, context columns, chart type, pinned TDD values,
+ * pivot pagination and pivot row expansion keep the selection.
+ */
+export function getQueryContextKey(state: ExploreState): string {
+  return JSON.stringify({
+    where: state.whereFilter,
+    thresholds: state.dimensionThresholdFilters,
+    excludeMode: [...(state.dimensionFilterExcludeMode?.entries() ?? [])],
+    timeRange: state.selectedTimeRange,
+    comparisonTimeRange: state.selectedComparisonTimeRange,
+    showTimeComparison: state.showTimeComparison,
+    timezone: state.selectedTimezone,
+    timeDimension: state.selectedTimeDimension,
+    scrub: state.selectedScrubRange,
+    page: state.activePage,
+    dimension: state.selectedDimensionName,
+    comparisonDimension: state.selectedComparisonDimension,
+    tddMeasure: state.tdd?.expandedMeasureName,
+    pivot: state.pivot
+      ? {
+          rows: state.pivot.rows,
+          columns: state.pivot.columns,
+          sorting: state.pivot.sorting,
+          enableComparison: state.pivot.enableComparison,
+          tableMode: state.pivot.tableMode,
+          rowLimit: state.pivot.rowLimit,
+          outermostRowLimit: state.pivot.outermostRowLimit,
+        }
+      : undefined,
+    sortBy: state.leaderboardSortByMeasureName,
+    sortDirection: state.sortDirection,
+    sortType: state.dashboardSortType,
+  });
+}
diff --git a/web-common/src/features/dashboards/leaderboard/Leaderboard.svelte b/web-common/src/features/dashboards/leaderboard/Leaderboard.svelte
index e295823b780d..f797bd1ac636 100644
--- a/web-common/src/features/dashboards/leaderboard/Leaderboard.svelte
+++ b/web-common/src/features/dashboards/leaderboard/Leaderboard.svelte
@@ -1,8 +1,17 @@
 <script lang="ts">
   import Tooltip from "@rilldata/web-common/components/tooltip/Tooltip.svelte";
   import TooltipContent from "@rilldata/web-common/components/tooltip/TooltipContent.svelte";
-  import { mapEphemeralMeasuresForRequest } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+  import {
+    applyExactMeasures,
+    mapEphemeralMeasuresForRequest,
+  } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
   import type { EphemeralMeasureDef } from "@rilldata/web-common/features/dashboards/ephemeral-measures/types";
+  import {
+    precisionStateFor,
+    requestExactNames,
+    type ExactMeasureContext,
+    type PrecisionChipProps,
+  } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
   import { m } from "@rilldata/web-common/lib/i18n/gen/messages";
   import { DashboardState_LeaderboardSortType } from "@rilldata/web-common/proto/gen/rill/ui/v1/dashboard_pb";
   import type {
@@ -61,6 +70,11 @@
   // ephemeral measure definitions; their names may appear in
   // leaderboardMeasures and are sent with an `expression` compute.
   export let ephemeralMeasures: EphemeralMeasureDef[] | undefined = undefined;
+  // Exact-measure context of the dashboard; undefined when the surface has no
+  // exact variants (no chips, no `exact` flags).
+  export let exactContext: ExactMeasureContext | undefined = undefined;
+  export let onToggleExact: ((measureName: string) => void) | undefined =
+    undefined;
   export let leaderboardShowContextForAllMeasures: boolean;
   export let metricsViewName: string;
   export let sortType: SortType;
@@ -151,28 +165,40 @@
       : getFiltersForOtherDimensions(whereFilter, dimensionName),
   );
 
-  $: measures = mapEphemeralMeasuresForRequest(
-    [
-      ...getMeasuresForDimensionOrLeaderboardDisplay(
-        leaderboardShowContextForAllMeasures
-          ? null
-          : leaderboardSortByMeasureName,
-        whereFilter,
-        leaderboardMeasureNames,
-      ).map((name) => ({ name }) as V1MetricsViewAggregationMeasure),
-
-      // Add comparison measures if there's a comparison time range.
-      ...(comparisonTimeRange
-        ? (leaderboardShowContextForAllMeasures
-            ? leaderboardMeasureNames
-            : [leaderboardSortByMeasureName]
-          ).flatMap((name) => getComparisonRequestMeasures(name))
-        : []),
-
-      // Add URI measure if URI is present
-      ...(uri ? [getURIRequestMeasure(dimensionName)] : []),
-    ],
-    ephemeralMeasures,
+  // Measures requested with `exact: true`: the viewer's selection plus the
+  // leaderboard measures that reference a selected measure.
+  $: exactNames = exactContext
+    ? requestExactNames(
+        [...leaderboardMeasureNames, leaderboardSortByMeasureName],
+        exactContext,
+      )
+    : undefined;
+
+  $: measures = applyExactMeasures(
+    mapEphemeralMeasuresForRequest(
+      [
+        ...getMeasuresForDimensionOrLeaderboardDisplay(
+          leaderboardShowContextForAllMeasures
+            ? null
+            : leaderboardSortByMeasureName,
+          whereFilter,
+          leaderboardMeasureNames,
+        ).map((name) => ({ name }) as V1MetricsViewAggregationMeasure),
+
+        // Add comparison measures if there's a comparison time range.
+        ...(comparisonTimeRange
+          ? (leaderboardShowContextForAllMeasures
+              ? leaderboardMeasureNames
+              : [leaderboardSortByMeasureName]
+            ).flatMap((name) => getComparisonRequestMeasures(name))
+          : []),
+
+        // Add URI measure if URI is present
+        ...(uri ? [getURIRequestMeasure(dimensionName)] : []),
+      ],
+      ephemeralMeasures,
+    ),
+    exactNames,
   );
 
   $: sort = getSort(
@@ -207,9 +233,12 @@
     runtimeClient,
     {
       metricsView: metricsViewName,
-      measures: mapEphemeralMeasuresForRequest(
-        leaderboardMeasureNames.map((name) => ({ name })),
-        ephemeralMeasures,
+      measures: applyExactMeasures(
+        mapEphemeralMeasuresForRequest(
+          leaderboardMeasureNames.map((name) => ({ name })),
+          ephemeralMeasures,
+        ),
+        exactNames,
       ),
       where,
       timeRange,
@@ -224,6 +253,23 @@
   $: ({ data: sortedData, isFetching, isLoading, isPending } = $sortedQuery);
   $: ({ data: totalsData } = $totalsQuery);
 
+  // Precision chip of a measure header; undefined when the measure has no exact
+  // variant. Declared after the query status above: a `$:` block that reads a
+  // variable assigned by a later block makes Svelte hoist that later block,
+  // which here would move the `$sortedQuery` read above the query's declaration.
+  $: precisionFor = (measureName: string): PrecisionChipProps | undefined => {
+    if (!exactContext) return undefined;
+    const state = precisionStateFor(measureName, exactContext);
+    if (!state) return undefined;
+    return {
+      state,
+      measureLabel: measureLabel(measureName),
+      loading: state !== "approx" && isFetching,
+      error: state !== "approx" ? $sortedQuery?.error?.message : undefined,
+      onToggle: onToggleExact ? () => onToggleExact?.(measureName) : undefined,
+    };
+  };
+
   $: leaderboardTotals = totalsData?.data?.[0]
     ? Object.fromEntries(
         leaderboardMeasureNames.map((name) => [
@@ -390,6 +436,7 @@
       {toggleComparisonDimension}
       {leaderboardSortByMeasureName}
       {measureLabel}
+      {precisionFor}
       {dimensionColumnWidth}
       {onDimensionColumnResize}
       {tableHeight}
diff --git a/web-common/src/features/dashboards/leaderboard/LeaderboardDisplay.svelte b/web-common/src/features/dashboards/leaderboard/LeaderboardDisplay.svelte
index ddc85dca285e..c6d0f689b936 100644
--- a/web-common/src/features/dashboards/leaderboard/LeaderboardDisplay.svelte
+++ b/web-common/src/features/dashboards/leaderboard/LeaderboardDisplay.svelte
@@ -1,5 +1,6 @@
 <script lang="ts">
   import { m } from "@rilldata/web-common/lib/i18n/gen/messages";
+  import { exploreExactSurface } from "@rilldata/web-common/features/dashboards/exact-measures/explore-surfaces";
   import { selectedDimensionValues } from "@rilldata/web-common/features/dashboards/state-managers/selectors/dimension-filters";
   import { getStateManagers } from "@rilldata/web-common/features/dashboards/state-managers/state-managers";
   import type {
@@ -44,11 +45,13 @@
         leaderboardMeasures,
         leaderboardSortByMeasureName,
       },
+      exactMeasures: { exactMeasureContext, hasAnyExactVariant },
     },
     actions: {
       dimensions: { setPrimaryDimension },
       sorting: { toggleSort },
       comparison: { toggleComparisonDimension },
+      exactMeasures: { toggleExactMeasure },
     },
     exploreName,
     expressionFilterManager,
@@ -104,12 +107,23 @@
       <div class="leaderboard-grid overflow-hidden pb-4">
         {#each $visibleDimensions as dimension (dimension.name)}
           {#if dimension.name}
+            {@const dimensionName = dimension.name}
             <Leaderboard
               isValidPercentOfTotal={$isMeasureValidPercentOfTotal}
               {metricsViewName}
               leaderboardSortByMeasureName={$leaderboardSortByMeasureName}
               leaderboardMeasures={$leaderboardMeasures}
               ephemeralMeasures={$dashboardStore.ephemeralMeasures}
+              exactContext={$hasAnyExactVariant
+                ? $exactMeasureContext(
+                    exploreExactSurface.leaderboard(dimensionName),
+                  )
+                : undefined}
+              onToggleExact={(measureName) =>
+                toggleExactMeasure(
+                  exploreExactSurface.leaderboard(dimensionName),
+                  measureName,
+                )}
               leaderboardShowContextForAllMeasures={$leaderboardShowContextForAllMeasures}
               {whereFilter}
               {tableWidth}
diff --git a/web-common/src/features/dashboards/leaderboard/LeaderboardHeader.spec.ts b/web-common/src/features/dashboards/leaderboard/LeaderboardHeader.spec.ts
index 8af469067ecd..f4eb3d2b6ce9 100644
--- a/web-common/src/features/dashboards/leaderboard/LeaderboardHeader.spec.ts
+++ b/web-common/src/features/dashboards/leaderboard/LeaderboardHeader.spec.ts
@@ -52,4 +52,51 @@ describe("LeaderboardHeader", () => {
       container.querySelectorAll("th[data-percent-change-header]").length,
     ).toBe(2);
   });
+
+  it("renders a precision chip only for measures with an exact variant", async () => {
+    const toggled: string[] = [];
+    const { container } = render(LeaderboardHeader, {
+      props: {
+        ...baseProps,
+        measuresWithContext: new Set<string>(),
+        precisionFor: (measureName: string) =>
+          measureName === "impressions"
+            ? {
+                state: "approx" as const,
+                measureLabel: "impressions",
+                onToggle: () => toggled.push(measureName),
+              }
+            : undefined,
+      },
+    });
+
+    const chips = container.querySelectorAll("button.precision-chip");
+    expect(chips.length).toBe(1);
+    expect(chips[0].textContent?.trim()).toBe("≈");
+    expect(chips[0].getAttribute("aria-pressed")).toBe("false");
+
+    (chips[0] as HTMLButtonElement).click();
+    expect(toggled).toEqual(["impressions"]);
+  });
+
+  it("renders the chip beside the # header of a single-measure leaderboard", () => {
+    const { container } = render(LeaderboardHeader, {
+      props: {
+        ...baseProps,
+        leaderboardMeasureNames: ["impressions"],
+        measuresWithContext: new Set<string>(),
+        precisionFor: () => ({
+          state: "exact" as const,
+          measureLabel: "impressions",
+          onToggle: () => {},
+        }),
+      },
+    });
+
+    const header = container.querySelector("th[data-measure-header]");
+    expect(header?.textContent).toContain("#");
+    const chip = header?.querySelector("button.precision-chip");
+    expect(chip?.textContent?.trim()).toBe("=");
+    expect(chip?.getAttribute("aria-pressed")).toBe("true");
+  });
 });
diff --git a/web-common/src/features/dashboards/leaderboard/LeaderboardHeader.svelte b/web-common/src/features/dashboards/leaderboard/LeaderboardHeader.svelte
index 802d2ab556fb..354346b8eabd 100644
--- a/web-common/src/features/dashboards/leaderboard/LeaderboardHeader.svelte
+++ b/web-common/src/features/dashboards/leaderboard/LeaderboardHeader.svelte
@@ -4,6 +4,8 @@
   import Spacer from "@rilldata/web-common/components/icons/Spacer.svelte";
   import Tooltip from "@rilldata/web-common/components/tooltip/Tooltip.svelte";
   import TooltipContent from "@rilldata/web-common/components/tooltip/TooltipContent.svelte";
+  import type { PrecisionChipProps } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+  import PrecisionChip from "@rilldata/web-common/features/dashboards/exact-measures/PrecisionChip.svelte";
   import DelayedSpinner from "@rilldata/web-common/features/entity-management/DelayedSpinner.svelte";
   import Resizer from "@rilldata/web-common/layout/Resizer.svelte";
   import { fly } from "svelte/transition";
@@ -40,6 +42,10 @@
     dimensionName: string | undefined,
   ) => void;
   export let measureLabel: (measureName: string) => string;
+  // Precision chip for a measure header; undefined when the measure has no exact variant.
+  export let precisionFor: (
+    measureName: string,
+  ) => PrecisionChipProps | undefined = () => undefined;
   export let dimensionColumnWidth: number;
   export let onDimensionColumnResize: ((width: number) => void) | null = null;
   // Height of the whole leaderboard table, so the resize handle can span all
@@ -121,6 +127,7 @@
     </th>
 
     {#each leaderboardMeasureNames as measureName, index (index)}
+      {@const precision = precisionFor(measureName)}
       <th data-measure-header>
         <button
           aria-label={m.dashboard_sort_by_value_aria()}
@@ -139,6 +146,11 @@
               #
             {/if}
           </span>
+          {#if precision}
+            <span class="inline-flex align-middle relative -top-px ml-1">
+              <PrecisionChip {...precision} />
+            </span>
+          {/if}
           {#if measureName === leaderboardSortByMeasureName && sortType === SortType.VALUE}
             <div class="text-fg-muted">
               {#if sortedAscending}
diff --git a/web-common/src/features/dashboards/pivot/FlatTable.svelte b/web-common/src/features/dashboards/pivot/FlatTable.svelte
index 54bc96e752af..41f885f5d43c 100644
--- a/web-common/src/features/dashboards/pivot/FlatTable.svelte
+++ b/web-common/src/features/dashboards/pivot/FlatTable.svelte
@@ -1,6 +1,8 @@
 <script lang="ts">
   import ArrowDown from "@rilldata/web-common/components/icons/ArrowDown.svelte";
+  import type { PrecisionChipProps } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
   import type { MeasureColumnProps } from "@rilldata/web-common/features/dashboards/pivot/pivot-column-definition";
+  import { precisionForColumn } from "@rilldata/web-common/features/dashboards/pivot/pivot-utils";
   import {
     COLUMN_WIDTH_CONSTANTS as WIDTHS,
     calculateColumnWidth,
@@ -55,6 +57,10 @@
   export let clickSelection: PivotClickSelectionState | undefined = undefined;
   export let activeCell: { rowId: string; columnId: string } | null | undefined;
   export let config: PivotDataStoreConfig | undefined = undefined;
+  // Precision chip for a measure column header; undefined when the measure has no exact variant.
+  export let precisionFor:
+    | ((measureName: string) => PrecisionChipProps | undefined)
+    | undefined = undefined;
   export let fillWidth = false;
   export let containerWidth = 0;
   export let headerHeight = 30;
@@ -368,6 +374,7 @@
                     label={String(header.column.columnDef.header)}
                     description={header.column.columnDef.meta?.description}
                     wrap={wrapHeaders}
+                    precision={precisionForColumn(header.column, precisionFor)}
                   />
                 {/if}
                 {#if sortDirection}
diff --git a/web-common/src/features/dashboards/pivot/NestedTable.svelte b/web-common/src/features/dashboards/pivot/NestedTable.svelte
index 2c2f21a1f5c7..c4fbe4f760b8 100644
--- a/web-common/src/features/dashboards/pivot/NestedTable.svelte
+++ b/web-common/src/features/dashboards/pivot/NestedTable.svelte
@@ -1,5 +1,7 @@
 <script lang="ts">
   import ArrowDown from "@rilldata/web-common/components/icons/ArrowDown.svelte";
+  import type { PrecisionChipProps } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+  import { precisionForColumn } from "@rilldata/web-common/features/dashboards/pivot/pivot-utils";
   import Resizer from "@rilldata/web-common/layout/Resizer.svelte";
   import { modified } from "@rilldata/web-common/lib/actions/modified-click";
   import { writable } from "svelte/store";
@@ -71,6 +73,10 @@
   export let rowSelectionState: PivotRowSelectionState | undefined = undefined;
   export let clickSelection: PivotClickSelectionState | undefined = undefined;
   export let activeCell: { rowId: string; columnId: string } | null | undefined;
+  // Precision chip for a measure column header; undefined when the measure has no exact variant.
+  export let precisionFor:
+    | ((measureName: string) => PrecisionChipProps | undefined)
+    | undefined = undefined;
   export let fillWidth = false;
   export let containerWidth = 0;
   export let headerHeight = 30;
@@ -749,6 +755,7 @@
                     label={String(header.column.columnDef.header)}
                     description={dimMeta?.description}
                     wrap={wrapHeaders}
+                    precision={precisionForColumn(header.column, precisionFor)}
                   />
                 {:else}
                   <p
diff --git a/web-common/src/features/dashboards/pivot/PivotDisplay.svelte b/web-common/src/features/dashboards/pivot/PivotDisplay.svelte
index 8602d5fd8ab7..2c1b5033c1d2 100644
--- a/web-common/src/features/dashboards/pivot/PivotDisplay.svelte
+++ b/web-common/src/features/dashboards/pivot/PivotDisplay.svelte
@@ -19,6 +19,11 @@
   import { slide } from "svelte/transition";
   import { useTimeControlStore } from "web-common/src/features/dashboards/time-controls/time-control-store.ts";
   import { ephemeralMeasureDialog } from "../ephemeral-measures/dialog-store";
+  import {
+    precisionStateFor,
+    type PrecisionChipProps,
+  } from "../exact-measures/exact-measures";
+  import { exploreExactSurface } from "../exact-measures/explore-surfaces";
   import { getPivotConfig } from "./pivot-data-config";
   import { usePivotForExplore } from "./pivot-data-store";
   import PivotEmpty from "./PivotEmpty.svelte";
@@ -38,6 +43,11 @@
     selectors: {
       pivot: { columns, measures, dimensions },
       tags: { combinedTagIndex, dimensionTagIndex, measureTagIndex },
+      measures: { measureLabel },
+      exactMeasures: { exactMeasureContext },
+    },
+    actions: {
+      exactMeasures: { toggleExactMeasure },
     },
     timeRangeSummaryStore,
   } = stateManagers;
@@ -70,6 +80,22 @@
 
   $: ({ isFetching, assembled } = $pivotDataStore);
 
+  // Precision chip of a measure column header; undefined when the measure has no exact variant.
+  $: precisionFor = (measureName: string): PrecisionChipProps | undefined => {
+    const state = precisionStateFor(
+      measureName,
+      $exactMeasureContext(exploreExactSurface.pivot),
+    );
+    if (!state) return undefined;
+    return {
+      state,
+      measureLabel: $measureLabel(measureName),
+      loading: state !== "approx" && isFetching,
+      onToggle: () =>
+        toggleExactMeasure(exploreExactSurface.pivot, measureName),
+    };
+  };
+
   // Build a description lookup from the metricsView so pivot chips get
   // descriptions even when the metricsView loads after the pivot state
   // is deserialized (e.g. public URL first load).
@@ -255,6 +281,7 @@
           overscan={60}
           config={pivotConfig}
           pivotState={pivotExploreState}
+          {precisionFor}
           setPivotExpanded={(expanded) =>
             metricsExplorerStore.setPivotExpanded($exploreName, expanded)}
           setPivotSort={(sorting) =>
diff --git a/web-common/src/features/dashboards/pivot/PivotHeaderLabel.svelte b/web-common/src/features/dashboards/pivot/PivotHeaderLabel.svelte
index 851a1e04bc4e..33af4c0e8f6d 100644
--- a/web-common/src/features/dashboards/pivot/PivotHeaderLabel.svelte
+++ b/web-common/src/features/dashboards/pivot/PivotHeaderLabel.svelte
@@ -1,15 +1,32 @@
 <script lang="ts">
   import Tooltip from "@rilldata/web-common/components/tooltip/Tooltip.svelte";
   import TooltipContent from "@rilldata/web-common/components/tooltip/TooltipContent.svelte";
+  import type { PrecisionChipProps } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+  import PrecisionChip from "@rilldata/web-common/features/dashboards/exact-measures/PrecisionChip.svelte";
 
   export let label: string;
   export let description: string | undefined = undefined;
   // Wrap the label over `--wrap-lines` lines instead of truncating it.
   export let wrap = false;
+  // Precision chip rendered after the label for measures with an exact variant.
+  export let precision: PrecisionChipProps | undefined = undefined;
+
+  // The precision chip has its own tooltip; the label tooltip hides while it is hovered.
+  let chipHovered = false;
 </script>
 
-<Tooltip location="top" distance={8} activeDelay={200}>
-  <p class:truncate={!wrap} class:wrap-text={wrap}>{label}</p>
+<Tooltip location="top" distance={8} activeDelay={200} suppress={chipHovered}>
+  <p class:truncate={!wrap} class:wrap-text={wrap}>
+    {label}
+    {#if precision}
+      <span class="inline-flex align-middle relative -top-px ml-1">
+        <PrecisionChip
+          {...precision}
+          onHoverChange={(hovered) => (chipHovered = hovered)}
+        />
+      </span>
+    {/if}
+  </p>
   <TooltipContent slot="tooltip-content" maxWidth="280px">
     <div class="pointer-events-none items-baseline" aria-label="tooltip-name">
       {label}
diff --git a/web-common/src/features/dashboards/pivot/PivotTable.svelte b/web-common/src/features/dashboards/pivot/PivotTable.svelte
index 8b9336d26cd7..1ba1faa29d5c 100644
--- a/web-common/src/features/dashboards/pivot/PivotTable.svelte
+++ b/web-common/src/features/dashboards/pivot/PivotTable.svelte
@@ -1,6 +1,7 @@
 <script lang="ts">
   import { m } from "@rilldata/web-common/lib/i18n/gen/messages";
   import VirtualTooltip from "@rilldata/web-common/components/virtualized-table/VirtualTooltip.svelte";
+  import type { PrecisionChipProps } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
   import FlatTable from "@rilldata/web-common/features/dashboards/pivot/FlatTable.svelte";
   import type { PivotClickSelectionState } from "@rilldata/web-common/features/dashboards/pivot/pivot-click-selection";
   import {
@@ -62,6 +63,10 @@
   export let widthScopeKey: string;
   export let config: Readable<PivotDataStoreConfig>;
   export let pivotState: Readable<PivotState>;
+  // Precision chip for a measure column header; undefined when the measure has no exact variant.
+  export let precisionFor:
+    | ((measureName: string) => PrecisionChipProps | undefined)
+    | undefined = undefined;
   export let canShowDataViewer = false;
   export let border = true;
   export let overscan = 20;
@@ -548,6 +553,7 @@
       {clickSelection}
       config={$config}
       activeCell={$pivotState.activeCell}
+      {precisionFor}
       {assembled}
       {onMouseMove}
       {onCellClick}
@@ -586,6 +592,7 @@
       {clickSelection}
       {onColumnHeaderClick}
       activeCell={$pivotState.activeCell}
+      {precisionFor}
       {assembled}
       {scrollLeft}
       {containerRefElement}
diff --git a/web-common/src/features/dashboards/pivot/pivot-data-config.ts b/web-common/src/features/dashboards/pivot/pivot-data-config.ts
index a6be2b266e47..ac81a542caa3 100644
--- a/web-common/src/features/dashboards/pivot/pivot-data-config.ts
+++ b/web-common/src/features/dashboards/pivot/pivot-data-config.ts
@@ -1,5 +1,8 @@
 import { appendEphemeralSpecMeasures } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+import { requestExactNames } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
 import { allDimensions } from "@rilldata/web-common/features/dashboards/state-managers/selectors/dimensions";
+import { exploreExactSurface } from "@rilldata/web-common/features/dashboards/exact-measures/explore-surfaces";
+import { exactMeasureContextFor } from "@rilldata/web-common/features/dashboards/state-managers/selectors/exact-measures";
 import { allMeasures } from "@rilldata/web-common/features/dashboards/state-managers/selectors/measures";
 import type { StateManagers } from "@rilldata/web-common/features/dashboards/state-managers/state-managers";
 import {
@@ -98,6 +101,18 @@ export function getPivotConfig(
 
       const ephemeralMeasures = dashboardStore.ephemeralMeasures ?? [];
 
+      // Measures to request exactly: the pivot's own selection plus the pivot
+      // measures that reference a selected measure.
+      const exactMeasures = [
+        ...requestExactNames(
+          colMeasures.map((m) => m.id),
+          exactMeasureContextFor(
+            { dashboard: dashboardStore, validMetricsView: metricsView },
+            exploreExactSurface.pivot,
+          ),
+        ),
+      ];
+
       const measureNames = colMeasures.flatMap((m) => {
         const measureName = m.id;
         const group = [measureName];
@@ -162,6 +177,7 @@ export function getPivotConfig(
         searchText,
         isFlat,
         ephemeralMeasures,
+        exactMeasures,
       };
 
       const currentKey = getPivotConfigKey(config);
diff --git a/web-common/src/features/dashboards/pivot/pivot-export.ts b/web-common/src/features/dashboards/pivot/pivot-export.ts
index 4cf301d9a833..08e4f77626cd 100644
--- a/web-common/src/features/dashboards/pivot/pivot-export.ts
+++ b/web-common/src/features/dashboards/pivot/pivot-export.ts
@@ -11,6 +11,8 @@ import {
   type V1TimeRange,
 } from "@rilldata/web-common/runtime-client";
 import { get } from "svelte/store";
+import { requestExactNames } from "../exact-measures/exact-measures";
+import { exploreExactSurface } from "../exact-measures/explore-surfaces";
 import type { StateManagers } from "../state-managers/state-managers";
 import { getPivotConfig } from "./pivot-data-config";
 import { prepareMeasuresForRequest } from "./pivot-utils";
@@ -58,6 +60,20 @@ export function getPivotExportQuery(ctx: StateManagers, isScheduled: boolean) {
 
   if (!timeRange) return undefined;
 
+  // A one-shot export downloads what is on screen, so it carries the viewer's
+  // exact selection. A scheduled report must not: exact values are only
+  // fetched after an explicit click, never on a schedule.
+  const exactMeasures = isScheduled
+    ? undefined
+    : [
+        ...requestExactNames(
+          columns.measure.map((m) => m.id),
+          get(ctx.selectors.exactMeasures.exactMeasureContext)(
+            exploreExactSurface.pivot,
+          ),
+        ),
+      ];
+
   const query: V1Query = {
     metricsViewAggregationRequest: getPivotAggregationRequest({
       instanceId: ctx.runtimeClient.instanceId,
@@ -74,6 +90,7 @@ export function getPivotExportQuery(ctx: StateManagers, isScheduled: boolean) {
       comparisonTime,
       isFlat,
       pivotState,
+      exactMeasures,
     }),
   };
 
@@ -92,6 +109,7 @@ export function getPivotAggregationRequest({
   comparisonTime,
   isFlat,
   pivotState,
+  exactMeasures,
 }: {
   instanceId: string;
   metricsViewName: string;
@@ -104,6 +122,8 @@ export function getPivotAggregationRequest({
   comparisonTime: TimeRangeString | undefined;
   isFlat: boolean;
   pivotState: PivotState;
+  // Measures to request with `exact: true`; see `requestExactNames`.
+  exactMeasures?: string[];
 }): undefined | V1MetricsViewAggregationRequest {
   const measures = columns.measure.flatMap((m) => {
     const measureName = m.id;
@@ -192,6 +212,7 @@ export function getPivotAggregationRequest({
     measures: prepareMeasuresForRequest(
       measures,
       exploreState.ephemeralMeasures,
+      exactMeasures,
     ),
     dimensions: allDimensions,
     where: sanitiseExpression(exploreState.whereFilter, undefined),
diff --git a/web-common/src/features/dashboards/pivot/pivot-queries.ts b/web-common/src/features/dashboards/pivot/pivot-queries.ts
index 165ca92c27c6..d8f4bed01808 100644
--- a/web-common/src/features/dashboards/pivot/pivot-queries.ts
+++ b/web-common/src/features/dashboards/pivot/pivot-queries.ts
@@ -82,6 +82,7 @@ export function createPivotAggregationRowQuery(
           measures: prepareMeasuresForRequest(
             measures,
             config.ephemeralMeasures,
+            config.exactMeasures,
           ),
           dimensions,
           where: sanitiseExpression(whereFilter, undefined),
diff --git a/web-common/src/features/dashboards/pivot/pivot-utils.ts b/web-common/src/features/dashboards/pivot/pivot-utils.ts
index cf82b7da1f42..e4ef107ce085 100644
--- a/web-common/src/features/dashboards/pivot/pivot-utils.ts
+++ b/web-common/src/features/dashboards/pivot/pivot-utils.ts
@@ -25,7 +25,8 @@ import type {
 import { connectCodeToHTTPStatus } from "@rilldata/web-common/lib/errors";
 import type { ConnectError } from "@connectrpc/connect";
 import type { QueryObserverResult } from "@tanstack/svelte-query";
-import type { Row } from "tanstack-table-8-svelte-5";
+import type { Column, Row } from "tanstack-table-8-svelte-5";
+import type { PrecisionChipProps } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
 import { getURIRequestMeasure } from "@rilldata/web-common/features/dashboards/dashboard-utils";
 import {
   MAX_PIVOT_COMPARISON_MEASURES,
@@ -35,7 +36,10 @@ import {
 import { getColumnFiltersForPage } from "./pivot-infinite-scroll";
 import { mergeFilters } from "./pivot-merge-filters";
 import type { EphemeralMeasureDef } from "@rilldata/web-common/features/dashboards/ephemeral-measures/types";
-import { mapEphemeralMeasuresForRequest } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+import {
+  applyExactMeasures,
+  mapEphemeralMeasuresForRequest,
+} from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
 import {
   COMPARISON_DELTA,
   COMPARISON_PERCENT,
@@ -104,8 +108,11 @@ export function getPivotConfigKey(config: PivotDataStoreConfig) {
   // Ephemeral measure definitions are part of the key so editing an
   // expression (without renaming) refetches instead of serving cached data.
   const ephemeralMeasuresKey = JSON.stringify(config.ephemeralMeasures ?? []);
+  // The exact selection is part of the key so switching a measure to exact
+  // refetches instead of serving cached approximate rows.
+  const exactMeasuresKey = JSON.stringify(config.exactMeasures ?? []);
 
-  return `${dimsAndMeasures}_${timeKey}_${sortingKey}_${tableModeKey}_${filterKey}_${enableComparison}_${comparisonTimeKey}_${showTotalsColumn}_${showTotalsRow}_${rowLimit ?? "all"}_${outermostRowLimit ?? "none"}_${ephemeralMeasuresKey}`;
+  return `${dimsAndMeasures}_${timeKey}_${sortingKey}_${tableModeKey}_${filterKey}_${enableComparison}_${comparisonTimeKey}_${showTotalsColumn}_${showTotalsRow}_${rowLimit ?? "all"}_${outermostRowLimit ?? "none"}_${ephemeralMeasuresKey}_${exactMeasuresKey}`;
 }
 
 /**
@@ -551,19 +558,42 @@ export function prepareMeasureForComparison(
 
 /**
  * Maps plain measure names to request measures: comparison-suffixed names get
- * their comparison compute, and ephemeral measure names get the `expression`
- * compute carrying their definition.
+ * their comparison compute, ephemeral measure names get the `expression`
+ * compute carrying their definition, and exact measures (and the comparison
+ * measures derived from them) get `exact: true`.
  */
 export function prepareMeasuresForRequest(
   measures: V1MetricsViewAggregationMeasure[],
   ephemeralMeasures: EphemeralMeasureDef[] | undefined,
+  exactMeasures?: Iterable<string>,
 ): V1MetricsViewAggregationMeasure[] {
-  return mapEphemeralMeasuresForRequest(
-    prepareMeasureForComparison(measures),
-    ephemeralMeasures,
+  return applyExactMeasures(
+    mapEphemeralMeasuresForRequest(
+      prepareMeasureForComparison(measures),
+      ephemeralMeasures,
+    ),
+    exactMeasures ? new Set(exactMeasures) : undefined,
   );
 }
 
+/**
+ * The precision chip of a pivot column header. Only the main measure columns
+ * get one: their delta and percent companions share the base measure in their
+ * column meta but are named with a comparison suffix.
+ */
+export function precisionForColumn(
+  column: Column<PivotDataRow, unknown>,
+  precisionFor:
+    | ((measureName: string) => PrecisionChipProps | undefined)
+    | undefined,
+): PrecisionChipProps | undefined {
+  if (!precisionFor) return undefined;
+  const measureName = column.columnDef.meta?.measureName;
+  const columnName = (column.columnDef as { name?: string }).name;
+  if (!measureName || columnName !== measureName) return undefined;
+  return precisionFor(measureName);
+}
+
 export function canEnablePivotComparison(
   pivotState: PivotState,
   comparisonStart: string | Date | undefined,
diff --git a/web-common/src/features/dashboards/pivot/types.ts b/web-common/src/features/dashboards/pivot/types.ts
index ebf64788a6ec..9a01200af24f 100644
--- a/web-common/src/features/dashboards/pivot/types.ts
+++ b/web-common/src/features/dashboards/pivot/types.ts
@@ -183,6 +183,11 @@ export interface PivotDataStoreConfig {
   // Sourced from the explore state in explore dashboards, and from the
   // component spec in canvas table/pivot components.
   ephemeralMeasures?: EphemeralMeasureDef[];
+  // Measures to request with `exact: true` (see `requestExactNames`).
+  // Sourced from the viewer's exact selection in explore dashboards, and from
+  // the canvas exact selection plus the component's `exact` pin in canvas
+  // table/pivot components.
+  exactMeasures?: string[];
 }
 
 export interface PivotAxesData {
diff --git a/web-common/src/features/dashboards/state-managers/actions/exact-measures.ts b/web-common/src/features/dashboards/state-managers/actions/exact-measures.ts
new file mode 100644
index 000000000000..952dbd335750
--- /dev/null
+++ b/web-common/src/features/dashboards/state-managers/actions/exact-measures.ts
@@ -0,0 +1,27 @@
+import { toggleInSelection } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+import { getQueryContextKey } from "@rilldata/web-common/features/dashboards/exact-measures/query-context-key";
+import type { DashboardMutables } from "./types";
+
+/**
+ * Switches a measure of one surface (see `exploreExactSurface`) between its
+ * approximate default and its exact variant for the current query context.
+ * Other surfaces are untouched, so the click only re-runs that surface's
+ * queries. The selection is tab memory only and resets when the query context
+ * changes (see `getQueryContextKey`).
+ */
+export const toggleExactMeasure = (
+  { dashboard }: DashboardMutables,
+  surface: string,
+  measureName: string,
+) => {
+  dashboard.exactMeasures = toggleInSelection(
+    dashboard.exactMeasures,
+    getQueryContextKey(dashboard),
+    surface,
+    measureName,
+  );
+};
+
+export const exactMeasureActions = {
+  toggleExactMeasure,
+};
diff --git a/web-common/src/features/dashboards/state-managers/actions/index.ts b/web-common/src/features/dashboards/state-managers/actions/index.ts
index 1d1875b5ca06..9e2c314a37c6 100644
--- a/web-common/src/features/dashboards/state-managers/actions/index.ts
+++ b/web-common/src/features/dashboards/state-managers/actions/index.ts
@@ -6,6 +6,7 @@ import { contextColActions } from "./context-columns";
 import { dimensionFilterActions } from "./dimension-filters";
 import { dimensionTableActions } from "./dimension-table";
 import { dimensionActions } from "./dimensions";
+import { exactMeasureActions } from "./exact-measures";
 import { measureActions } from "./measures";
 import { sortActions } from "./sorting";
 import type {
@@ -59,6 +60,11 @@ export const createStateManagerActions = (
      */
     measures: createDashboardUpdaters(actionArgs, measureActions),
 
+    /**
+     * Actions related to computing measures with their exact expression.
+     */
+    exactMeasures: createDashboardUpdaters(actionArgs, exactMeasureActions),
+
     /**
      * Common filter actions
      */
diff --git a/web-common/src/features/dashboards/state-managers/selectors/exact-measures.ts b/web-common/src/features/dashboards/state-managers/selectors/exact-measures.ts
new file mode 100644
index 000000000000..6bd78ff0432f
--- /dev/null
+++ b/web-common/src/features/dashboards/state-managers/selectors/exact-measures.ts
@@ -0,0 +1,74 @@
+import {
+  createExactMeasureContext,
+  selectedInSurface,
+  type ExactMeasureContext,
+} from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+import { getQueryContextKey } from "@rilldata/web-common/features/dashboards/exact-measures/query-context-key";
+import type { DashboardDataSources } from "./types";
+
+/**
+ * Measures the viewer selected as exact in a surface (see
+ * `exploreExactSurface`) for the current query context. Empty when the stored
+ * selection belongs to a different context (the store prunes such selections,
+ * this is a second guard for derived readers).
+ */
+export const selectedExactMeasureNames = (
+  { dashboard }: Pick<DashboardDataSources, "dashboard">,
+  surface: string,
+): ReadonlySet<string> =>
+  selectedInSurface(
+    dashboard.exactMeasures,
+    getQueryContextKey(dashboard),
+    surface,
+  );
+
+/**
+ * The context that decides the precision of every measure of a surface and
+ * flags the surface's request measures; see `exact-measures.ts`.
+ */
+export const exactMeasureContextFor = (
+  {
+    dashboard,
+    validMetricsView,
+  }: Pick<DashboardDataSources, "dashboard" | "validMetricsView">,
+  surface: string,
+): ExactMeasureContext =>
+  createExactMeasureContext(
+    selectedExactMeasureNames({ dashboard }, surface),
+    validMetricsView?.measures,
+    dashboard.ephemeralMeasures,
+  );
+
+/**
+ * Store form of `exactMeasureContextFor`: a function of the surface, with the
+ * contexts cached for the current dashboard state.
+ */
+export const exactMeasureContext = (
+  args: Pick<DashboardDataSources, "dashboard" | "validMetricsView">,
+): ((surface: string) => ExactMeasureContext) => {
+  const contexts = new Map<string, ExactMeasureContext>();
+  return (surface) => {
+    let ctx = contexts.get(surface);
+    if (!ctx) {
+      ctx = exactMeasureContextFor(args, surface);
+      contexts.set(surface, ctx);
+    }
+    return ctx;
+  };
+};
+
+/**
+ * Whether any measure of the metrics view defines an `exact_expression`.
+ * Surfaces skip all precision work when this is false.
+ */
+export const hasAnyExactVariant = ({
+  validMetricsView,
+}: Pick<DashboardDataSources, "validMetricsView">): boolean =>
+  validMetricsView?.measures?.some((m) => !!m.exactExpression) ?? false;
+
+// `selectedExactMeasureNames` and `exactMeasureContextFor` take a surface, so
+// they are plain functions; the store-backed selectors take the data sources only.
+export const exactMeasureSelectors = {
+  exactMeasureContext,
+  hasAnyExactVariant,
+};
diff --git a/web-common/src/features/dashboards/state-managers/selectors/index.ts b/web-common/src/features/dashboards/state-managers/selectors/index.ts
index 0465bed8b579..7504a1abc8ad 100644
--- a/web-common/src/features/dashboards/state-managers/selectors/index.ts
+++ b/web-common/src/features/dashboards/state-managers/selectors/index.ts
@@ -12,6 +12,7 @@ import { formattingSelectors } from "./data-formatting";
 import { dimensionFilterSelectors } from "./dimension-filters";
 import { dimensionTableSelectors } from "./dimension-table";
 import { dimensionSelectors } from "./dimensions";
+import { exactMeasureSelectors } from "./exact-measures";
 import { measureSelectors } from "./measures";
 import { pivotSelectors } from "./pivot";
 import { sortingSelectors } from "./sorting";
@@ -135,6 +136,14 @@ export const createStateManagerReadables = (
       dashboardDataReadables,
     ),
 
+    /**
+     * Readables related to computing measures with their exact expression
+     */
+    exactMeasures: createReadablesFromSelectors(
+      exactMeasureSelectors,
+      dashboardDataReadables,
+    ),
+
     /**
      * Readables related to pivot state
      */
diff --git a/web-common/src/features/dashboards/stores/dashboard-stores.ts b/web-common/src/features/dashboards/stores/dashboard-stores.ts
index c84b7a966469..6df4ddec209e 100644
--- a/web-common/src/features/dashboards/stores/dashboard-stores.ts
+++ b/web-common/src/features/dashboards/stores/dashboard-stores.ts
@@ -38,15 +38,38 @@ import {
 } from "../pivot/types";
 import { parseMeasureExpression } from "../ephemeral-measures/expression-parser";
 import type { EphemeralMeasureDef } from "../ephemeral-measures/types";
+import { getQueryContextKey } from "../exact-measures/query-context-key";
 import type { ExpressionFilterManager } from "@rilldata/web-common/features/dashboards/filters/ExpressionFilterManager.svelte.ts";
 
 export interface MetricsExplorerStoreType {
   entities: Record<string, ExploreState>;
 }
-const { update, subscribe } = writable({
+const { update: rawUpdate, subscribe } = writable({
   entities: {},
 } as MetricsExplorerStoreType);
 
+/**
+ * Every mutation of the store runs through this wrapper, so the exact-measure
+ * selection of a dashboard resets as soon as its query context changes
+ * (filters, time controls, view, sorting); see `getQueryContextKey`. Doing it
+ * here covers reducers, URL sync and navigation alike, and costs nothing while
+ * no measure is selected.
+ */
+const update: typeof rawUpdate = (updater) =>
+  rawUpdate((state) => {
+    const next = updater(state);
+    for (const exploreState of Object.values(next.entities)) {
+      if (
+        exploreState.exactMeasures &&
+        exploreState.exactMeasures.contextKey !==
+          getQueryContextKey(exploreState)
+      ) {
+        delete exploreState.exactMeasures;
+      }
+    }
+    return next;
+  });
+
 export const updateMetricsExplorerByName = (
   name: string,
   callback: (exploreState: ExploreState) => void,
diff --git a/web-common/src/features/dashboards/stores/explore-state.ts b/web-common/src/features/dashboards/stores/explore-state.ts
index ac9e0220bf06..fd6712c3e86f 100644
--- a/web-common/src/features/dashboards/stores/explore-state.ts
+++ b/web-common/src/features/dashboards/stores/explore-state.ts
@@ -1,3 +1,4 @@
+import type { ExactSelection } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
 import type { EphemeralMeasureDef } from "@rilldata/web-common/features/dashboards/ephemeral-measures/types";
 import type { MeasureFilterEntry } from "@rilldata/web-common/features/dashboards/filters/measure-filters/measure-filter-entry";
 import {
@@ -42,6 +43,18 @@ export interface ExploreState {
    */
   ephemeralMeasures?: EphemeralMeasureDef[];
 
+  /**
+   * Measures the viewer switched to their `exact_expression`, per surface
+   * (the big-number row, each leaderboard, the dimension table, the Time
+   * Dimension Detail, the pivot; see `exploreExactSurface`), tied to the query
+   * context (filters, time controls, view, sorting) they were selected in; see
+   * `getQueryContextKey`. The store drops the selection as soon as the context
+   * changes, so exact values are only fetched after an explicit click. Tab
+   * memory only: never written to the URL, session storage, bookmarks, public
+   * URLs, reports or alerts.
+   */
+  exactMeasures?: ExactSelection;
+
   /**
    * While the `visibleMeasureKeys` has the list of visible measures,
    * this is explicitly needed to fill the state.
diff --git a/web-common/src/features/dashboards/time-dimension-details/TDDHeader.svelte b/web-common/src/features/dashboards/time-dimension-details/TDDHeader.svelte
index 05a1f46fc991..c82a640681ff 100644
--- a/web-common/src/features/dashboards/time-dimension-details/TDDHeader.svelte
+++ b/web-common/src/features/dashboards/time-dimension-details/TDDHeader.svelte
@@ -4,6 +4,9 @@
   import Row from "@rilldata/web-common/components/icons/Row.svelte";
   import SearchableFilterChip from "@rilldata/web-common/components/searchable-filter-menu/SearchableFilterChip.svelte";
   import { ephemeralMeasureDialog } from "@rilldata/web-common/features/dashboards/ephemeral-measures/dialog-store";
+  import { precisionStateFor } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+  import { exploreExactSurface } from "@rilldata/web-common/features/dashboards/exact-measures/explore-surfaces";
+  import PrecisionChip from "@rilldata/web-common/features/dashboards/exact-measures/PrecisionChip.svelte";
   import { splitPivotChips } from "@rilldata/web-common/features/dashboards/pivot/pivot-utils";
   import ReplacePivotDialog from "@rilldata/web-common/features/dashboards/pivot/ReplacePivotDialog.svelte";
   import { getStateManagers } from "@rilldata/web-common/features/dashboards/state-managers/state-managers";
@@ -62,6 +65,10 @@
     selectors: {
       measures: { measureLabel, allMeasures },
       dimensions: { getDimensionDisplayName },
+      exactMeasures: { exactMeasureContext },
+    },
+    actions: {
+      exactMeasures: { toggleExactMeasure },
     },
     dashboardStore,
     validSpecStore,
@@ -74,6 +81,14 @@
     ),
   );
 
+  // Precision of the expanded measure; null when it has no exact variant.
+  const expandedMeasurePrecision = $derived(
+    precisionStateFor(
+      expandedMeasureName,
+      $exactMeasureContext(exploreExactSurface.tdd),
+    ),
+  );
+
   const selectableMeasures = $derived(
     $allMeasures
       .filter((m) => m.name !== undefined || m.displayName !== undefined)
@@ -123,6 +138,8 @@
   }
 
   let showReplacePivotModal = $state(false);
+  // The precision chip has its own tooltip; the measure chip's tooltip hides while it is hovered.
+  let precisionChipHovered = $state(false);
   function startPivotForTDD() {
     const pivot = $dashboardStore?.pivot;
 
@@ -260,11 +277,27 @@
           selectableItems={selectableMeasures}
           selectedItems={[expandedMeasureName]}
           tooltipText="Choose a measure to display"
+          suppressTooltip={precisionChipHovered}
         >
           <svelte:fragment slot="additional-label">
             {#if ephemeralDefsByName.has(expandedMeasureName)}
               <span class="flex-none text-[10px] font-semibold italic">ƒx</span>
             {/if}
+            {#if expandedMeasurePrecision}
+              <span class="flex-none inline-flex">
+                <PrecisionChip
+                  state={expandedMeasurePrecision}
+                  measureLabel={selectedMeasureLabel}
+                  loading={expandedMeasurePrecision !== "approx" && isFetching}
+                  onToggle={() =>
+                    toggleExactMeasure(
+                      exploreExactSurface.tdd,
+                      expandedMeasureName,
+                    )}
+                  onHoverChange={(hovered) => (precisionChipHovered = hovered)}
+                />
+              </span>
+            {/if}
           </svelte:fragment>
         </SearchableFilterChip>
       </div>
diff --git a/web-common/src/features/dashboards/time-dimension-details/TDDTable.svelte b/web-common/src/features/dashboards/time-dimension-details/TDDTable.svelte
index d0a3e1e28f42..ceb02594d34d 100644
--- a/web-common/src/features/dashboards/time-dimension-details/TDDTable.svelte
+++ b/web-common/src/features/dashboards/time-dimension-details/TDDTable.svelte
@@ -25,11 +25,18 @@
   import { copyToClipboard } from "@rilldata/web-common/lib/actions/copy-to-clipboard";
   import { createMeasureValueFormatter } from "@rilldata/web-common/lib/number-formatting/format-measure-value";
   import type { MetricsViewSpecMeasure } from "@rilldata/web-common/runtime-client";
+  import type { PrecisionChipProps } from "../exact-measures/exact-measures";
+  import {
+    PRECISION_CHIP_TOGGLE_ATTRIBUTE,
+    precisionChipHTML,
+  } from "../exact-measures/precision-chip-html";
   import { lastKnownPosition } from "./time-dimension-data-store";
   import type { TDDComparison, TableData, TablePosition } from "./types";
 
   export let dimensionLabel: string;
   export let measureLabel: string;
+  // Precision chip rendered after the measure label; undefined when the measure has no exact variant.
+  export let precision: PrecisionChipProps | undefined = undefined;
   export let excludeMode: boolean;
   export let sortDirection: boolean;
   export let sortType: SortType;
@@ -290,6 +297,7 @@
     if (data.x === 1)
       return `<div class="text-right font-medium flex items-center" sort="value">
         <span class="truncate">${measureLabel} </span>
+        ${precision ? precisionChipHTML(precision) : ""}
         ${
           comparing === "dimension" &&
           tableData?.fixedColCount === 2 &&
@@ -351,6 +359,12 @@
       copyToClipboard(evt.target.title);
       return;
     }
+    // The precision chip sits inside the sortable measure header; toggling it
+    // must not also change the sort.
+    if (evt.target.closest(`[${PRECISION_CHIP_TOGGLE_ATTRIBUTE}]`)) {
+      precision?.onToggle?.();
+      return;
+    }
     handleEvent(evt, table, "__row", toggleVisible);
     handleEvent(evt, table, "sort", (type) => onToggleSort(type));
     handleEvent(evt, table, "pin", togglePin);
diff --git a/web-common/src/features/dashboards/time-dimension-details/TimeDimensionDisplay.svelte b/web-common/src/features/dashboards/time-dimension-details/TimeDimensionDisplay.svelte
index a1820bd29623..3dfe0deed670 100644
--- a/web-common/src/features/dashboards/time-dimension-details/TimeDimensionDisplay.svelte
+++ b/web-common/src/features/dashboards/time-dimension-details/TimeDimensionDisplay.svelte
@@ -13,6 +13,11 @@
   import { TIME_GRAIN } from "@rilldata/web-common/lib/time/config";
   import { timeFormat } from "d3-time-format";
   import { onDestroy } from "svelte";
+  import {
+    precisionStateFor,
+    type PrecisionChipProps,
+  } from "../exact-measures/exact-measures";
+  import { exploreExactSurface } from "../exact-measures/explore-surfaces";
   import TDDHeader from "./TDDHeader.svelte";
   import TDDTable from "./TDDTable.svelte";
   import { useTimeDimensionDataStore } from "./time-dimension-data-store";
@@ -43,9 +48,11 @@
     selectors: {
       dimensions: { allDimensions },
       measures: { allMeasures },
+      exactMeasures: { exactMeasureContext },
     },
     actions: {
       sorting: { toggleSort },
+      exactMeasures: { toggleExactMeasure },
     },
     expressionFilterManager,
   } = getStateManagers();
@@ -68,6 +75,22 @@
 
   const measureLabel = $derived(measure?.displayName ?? "");
 
+  // Precision chip of the measure header; undefined when it has no exact variant.
+  const measurePrecision = $derived.by((): PrecisionChipProps | undefined => {
+    const state = precisionStateFor(
+      expandedMeasureName,
+      $exactMeasureContext(exploreExactSurface.tdd),
+    );
+    if (!state) return undefined;
+    return {
+      state,
+      measureLabel,
+      loading: state !== "approx" && !!$timeDimensionDataStore?.isFetching,
+      onToggle: () =>
+        toggleExactMeasure(exploreExactSurface.tdd, expandedMeasureName),
+    };
+  });
+
   const dimensionLabel = $derived.by(() => {
     if (comparing === "dimension") {
       return (
@@ -274,6 +297,7 @@
       {excludeMode}
       {dimensionLabel}
       {measureLabel}
+      precision={measurePrecision}
       sortDirection={$dashboardStore.sortDirection === SortDirection.ASCENDING}
       sortType={$dashboardStore.dashboardSortType}
       comparing={comparisonCopy}
diff --git a/web-common/src/features/dashboards/time-dimension-details/charts/TDDChart.svelte b/web-common/src/features/dashboards/time-dimension-details/charts/TDDChart.svelte
index 38a76962ed4a..5aedf364854c 100644
--- a/web-common/src/features/dashboards/time-dimension-details/charts/TDDChart.svelte
+++ b/web-common/src/features/dashboards/time-dimension-details/charts/TDDChart.svelte
@@ -39,6 +39,8 @@
   export let metricsViewName: string;
   export let measure: MetricsViewSpecMeasure;
   export let ephemeralMeasures: EphemeralMeasureDef[] | undefined = undefined;
+  // Request the measure with `exact: true` (see `requestExactNames`).
+  export let exact = false;
   export let timeDimension: string | undefined = undefined;
   export let interval: Interval<true> | undefined = undefined;
   export let comparisonInterval: Interval<true> | undefined = undefined;
@@ -83,6 +85,7 @@
     showTimeDimensionDetail,
     dynamicYAxis,
     ephemeralMeasures,
+    exact,
   );
 
   $: componentChartType = TDD_TO_COMPONENT_CHART_TYPE[chartType];
diff --git a/web-common/src/features/dashboards/time-dimension-details/charts/tdd-chart-config.ts b/web-common/src/features/dashboards/time-dimension-details/charts/tdd-chart-config.ts
index e435591466bc..54cae8bdcbdb 100644
--- a/web-common/src/features/dashboards/time-dimension-details/charts/tdd-chart-config.ts
+++ b/web-common/src/features/dashboards/time-dimension-details/charts/tdd-chart-config.ts
@@ -42,6 +42,8 @@ export function createTDDCartesianSpec(
   showTimeDimensionDetail = true,
   dynamicYAxis = false,
   ephemeralMeasures?: EphemeralMeasureDef[],
+  // Request the measure with `exact: true` (see `requestExactNames`).
+  exact = false,
 ): CartesianChartSpec & Pick<ChartSpec, "vl_config"> {
   const spec: CartesianChartSpec & Pick<ChartSpec, "vl_config"> = {
     metrics_view: metricsViewName,
@@ -62,6 +64,9 @@ export function createTDDCartesianSpec(
     ...(ephemeralMeasures?.some((def) => def.name === measureName)
       ? { adhoc_measures: ephemeralDefsToSpecs(ephemeralMeasures) }
       : {}),
+    // The chart's query is built by the shared chart providers, which read the
+    // exact selection from the spec.
+    ...(exact ? { exact_measures: [measureName] } : {}),
     isInteractive: true,
     // Fix vertical alignment across stacked TDD charts: force a fixed axis
     // width so every measure's plot area is identical regardless of label width.
diff --git a/web-common/src/features/dashboards/time-dimension-details/tdd-export.ts b/web-common/src/features/dashboards/time-dimension-details/tdd-export.ts
index cd3101cf79b3..79bbafb2a690 100644
--- a/web-common/src/features/dashboards/time-dimension-details/tdd-export.ts
+++ b/web-common/src/features/dashboards/time-dimension-details/tdd-export.ts
@@ -1,4 +1,9 @@
-import { mapEphemeralMeasuresForRequest } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+import {
+  applyExactMeasures,
+  mapEphemeralMeasuresForRequest,
+} from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+import { requestExactNames } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+import { exploreExactSurface } from "@rilldata/web-common/features/dashboards/exact-measures/explore-surfaces";
 import { SortDirection } from "@rilldata/web-common/features/dashboards/proto-state/derived-types";
 import type { StateManagers } from "@rilldata/web-common/features/dashboards/state-managers/state-managers";
 import type { ExploreState } from "@rilldata/web-common/features/dashboards/stores/explore-state";
@@ -29,6 +34,19 @@ export function getTDDExportQuery(
   const validSpec = get(ctx.validSpecStore);
   const dimensionSearchText = get(dimensionSearchTextStore);
 
+  // A one-shot export downloads what is on screen, so it carries the viewer's
+  // exact selection. A scheduled report must not: exact values are only
+  // fetched after an explicit click, never on a schedule.
+  const exactMeasures =
+    isScheduled || !exploreState.tdd.expandedMeasureName
+      ? undefined
+      : requestExactNames(
+          [exploreState.tdd.expandedMeasureName],
+          get(ctx.selectors.exactMeasures.exactMeasureContext)(
+            exploreExactSurface.tdd,
+          ),
+        );
+
   const query: V1Query = {
     metricsViewAggregationRequest: getTDDAggregationRequest({
       instanceId: ctx.runtimeClient.instanceId,
@@ -39,6 +57,7 @@ export function getTDDExportQuery(
       exploreSpec: validSpec.data?.explore,
       dimensionSearchText,
       isScheduled,
+      exactMeasures,
     }),
   };
 
@@ -54,6 +73,7 @@ export function getTDDAggregationRequest({
   exploreSpec,
   dimensionSearchText,
   isScheduled,
+  exactMeasures,
 }: {
   instanceId: string;
   metricsViewName: string;
@@ -63,6 +83,8 @@ export function getTDDAggregationRequest({
   exploreSpec: V1ExploreSpec | undefined;
   dimensionSearchText: string;
   isScheduled: boolean;
+  // Measures to request with `exact: true`; see `requestExactNames`.
+  exactMeasures?: ReadonlySet<string>;
 }): undefined | V1MetricsViewAggregationRequest {
   if (
     !metricsViewSpec ||
@@ -87,11 +109,13 @@ export function getTDDAggregationRequest({
   }
   if (!timeRange) return undefined;
 
-  const measures: V1MetricsViewAggregationMeasure[] =
+  const measures: V1MetricsViewAggregationMeasure[] = applyExactMeasures(
     mapEphemeralMeasuresForRequest(
       [{ name: exploreState.tdd.expandedMeasureName }],
       exploreState.ephemeralMeasures,
-    );
+    ),
+    exactMeasures,
+  );
 
   // CAST SAFETY: exports are only available in TDD when a comparison dimension is selected
   const dimensionName = exploreState.selectedComparisonDimension as string;
diff --git a/web-common/src/features/dashboards/time-series/MetricsTimeSeriesCharts.svelte b/web-common/src/features/dashboards/time-series/MetricsTimeSeriesCharts.svelte
index fd36b7936e41..d5f7bbf2ab1b 100644
--- a/web-common/src/features/dashboards/time-series/MetricsTimeSeriesCharts.svelte
+++ b/web-common/src/features/dashboards/time-series/MetricsTimeSeriesCharts.svelte
@@ -5,6 +5,11 @@
   import CreateEphemeralMeasureButton from "@rilldata/web-common/features/dashboards/ephemeral-measures/CreateEphemeralMeasureButton.svelte";
   import { ephemeralMeasureDialog } from "@rilldata/web-common/features/dashboards/ephemeral-measures/dialog-store";
   import { ephemeralMeasureNameSet } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+  import {
+    precisionStateFor,
+    requestExactNames,
+  } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+  import { exploreExactSurface } from "@rilldata/web-common/features/dashboards/exact-measures/explore-surfaces";
   import ReplacePivotDialog from "@rilldata/web-common/features/dashboards/pivot/ReplacePivotDialog.svelte";
   import { splitPivotChips } from "@rilldata/web-common/features/dashboards/pivot/pivot-utils";
   import {
@@ -82,13 +87,29 @@
       measures: { allMeasures, visibleMeasures, getMeasureByName },
       charts: { canPanLeft, canPanRight, getNewPanRange },
       tags: { measureTagIndex },
+      exactMeasures: { exactMeasureContext },
     },
     actions: {
       measures: { setMeasureVisibility },
+      exactMeasures: { toggleExactMeasure },
     },
     expressionFilterManager,
   } = StateManagers;
 
+  // The big numbers and their charts are one surface: a click applies to this
+  // row only.
+  const measuresSurface = exploreExactSurface.measures;
+
+  // Measures that are requested with `exact: true`: the selection of the
+  // big-number row plus the measures that reference a selected measure.
+  const exactContext = $derived($exactMeasureContext(measuresSurface));
+  const exactRequestNames = $derived(
+    requestExactNames(
+      $visibleMeasures.map((measure) => measure.name ?? ""),
+      exactContext,
+    ),
+  );
+
   const timeControlsStore = useTimeControlStore(StateManagers);
 
   let connectNulls = $state(true);
@@ -422,9 +443,14 @@
       {/if}
 
       {#each renderedMeasures as measure (measure.name)}
+        {@const measureName = measure.name ?? ""}
+        {@const exact = exactRequestNames.has(measureName)}
         <MeasureBigNumber
           {measure}
           ephemeralMeasures={$dashboardStore.ephemeralMeasures}
+          {exact}
+          precision={precisionStateFor(measureName, exactContext)}
+          onToggleExact={() => toggleExactMeasure(measuresSurface, measureName)}
           isMeasureExpanded={showTimeDimensionDetail}
           {showComparison}
           metricsViewName={chartMetricsViewName}
@@ -445,6 +471,7 @@
             <MeasureChart
               {measure}
               ephemeralMeasures={$dashboardStore.ephemeralMeasures}
+              {exact}
               {scrubController}
               {connectNulls}
               tddChartType={tddChartType ?? TDDChart.DEFAULT}
diff --git a/web-common/src/features/dashboards/time-series/measure-chart/MeasureChart.svelte b/web-common/src/features/dashboards/time-series/measure-chart/MeasureChart.svelte
index 533893ba05af..2f927e8a7c9e 100644
--- a/web-common/src/features/dashboards/time-series/measure-chart/MeasureChart.svelte
+++ b/web-common/src/features/dashboards/time-series/measure-chart/MeasureChart.svelte
@@ -1,5 +1,9 @@
 <script lang="ts">
-  import { splitTimeSeriesMeasures } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+  import {
+    applyExactMeasures,
+    exactTimeSeriesMeasureNames,
+    splitTimeSeriesMeasures,
+  } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
   import type { EphemeralMeasureDef } from "@rilldata/web-common/features/dashboards/ephemeral-measures/types";
   import InlineErrorIndicator from "@rilldata/web-common/features/dashboards/errors/InlineErrorIndicator.svelte";
   import TDDMeasureChart from "@rilldata/web-common/features/dashboards/time-dimension-details/charts/TDDChart.svelte";
@@ -36,6 +40,8 @@
 
   export let measure: MetricsViewSpecMeasure;
   export let ephemeralMeasures: EphemeralMeasureDef[] | undefined = undefined;
+  // Request the measure with `exact: true` (see `requestExactNames`).
+  export let exact = false;
   export let metricsViewName: string;
   export let where: V1Expression | undefined = undefined;
   export let timeDimension: string | undefined = undefined;
@@ -88,6 +94,13 @@
   $: measureName = measure.name ?? "";
   $: ({ measureNames: tsMeasureNames, ephemeralMeasures: tsEphemeralMeasures } =
     splitTimeSeriesMeasures([measureName], ephemeralMeasures));
+  $: exactNames = exact ? new Set([measureName]) : undefined;
+  $: tsExactMeasureNames = exactTimeSeriesMeasureNames(
+    tsMeasureNames,
+    exactNames,
+  );
+  $: tsRequestEphemeralMeasures =
+    tsEphemeralMeasures && applyExactMeasures(tsEphemeralMeasures, exactNames);
   $: height = showTimeDimensionDetail ? tddChartHeight : 145;
 
   $: effectiveChartType = resolveEffectiveChartType(
@@ -130,7 +143,8 @@
     {
       metricsViewName,
       measureNames: tsMeasureNames,
-      ephemeralMeasures: tsEphemeralMeasures,
+      ephemeralMeasures: tsRequestEphemeralMeasures,
+      exactMeasureNames: tsExactMeasureNames,
       where,
       timeDimension,
       timeStart,
@@ -152,7 +166,8 @@
     {
       metricsViewName,
       measureNames: tsMeasureNames,
-      ephemeralMeasures: tsEphemeralMeasures,
+      ephemeralMeasures: tsRequestEphemeralMeasures,
+      exactMeasureNames: tsExactMeasureNames,
       where,
       timeDimension,
       timeStart: comparisonTimeStart,
@@ -207,6 +222,7 @@
         timeGranularity!,
         timeZone,
         $visible && ready && !!timeStart,
+        exact,
       )
     : undefined;
 
@@ -225,8 +241,8 @@
           comparisonTimeEnd,
           timeGranularity!,
           timeZone,
-
           $visible && ready && !!comparisonTimeStart,
+          exact,
         )
       : undefined;
 
@@ -342,6 +358,7 @@
         {metricsViewName}
         {measure}
         {ephemeralMeasures}
+        {exact}
         {timeDimension}
         {interval}
         comparisonInterval={showComparison ? comparisonInterval : undefined}
diff --git a/web-common/src/features/dashboards/time-series/measure-chart/use-dimension-data.ts b/web-common/src/features/dashboards/time-series/measure-chart/use-dimension-data.ts
index 914f6cc9d4d6..443b1b803230 100644
--- a/web-common/src/features/dashboards/time-series/measure-chart/use-dimension-data.ts
+++ b/web-common/src/features/dashboards/time-series/measure-chart/use-dimension-data.ts
@@ -1,4 +1,7 @@
-import { mapEphemeralMeasuresForRequest } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+import {
+  applyExactMeasures,
+  mapEphemeralMeasuresForRequest,
+} from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
 import type { EphemeralMeasureDef } from "@rilldata/web-common/features/dashboards/ephemeral-measures/types";
 import {
   createAndExpression,
@@ -45,6 +48,8 @@ export function createDimensionAggregationQuery(
   timeGranularity: V1TimeGrain,
   timeZone: string,
   enabled: boolean,
+  // Request the measure with `exact: true` (see `requestExactNames`).
+  exact = false,
 ): CreateQueryResult<V1MetricsViewAggregationResponse, ConnectError> {
   const baseFilter = where
     ? (filterExpressions(where, () => true) ?? createAndExpression([]))
@@ -58,9 +63,12 @@ export function createDimensionAggregationQuery(
     client,
     {
       metricsView: metricsViewName,
-      measures: mapEphemeralMeasuresForRequest(
-        [{ name: measureName }],
-        ephemeralMeasures,
+      measures: applyExactMeasures(
+        mapEphemeralMeasuresForRequest(
+          [{ name: measureName }],
+          ephemeralMeasures,
+        ),
+        exact ? new Set([measureName]) : undefined,
       ),
       dimensions: [
         { name: dimensionName },
diff --git a/web-common/src/features/dashboards/time-series/multiple-dimension-queries.ts b/web-common/src/features/dashboards/time-series/multiple-dimension-queries.ts
index 8b4ef6aea750..a4967b4873e6 100644
--- a/web-common/src/features/dashboards/time-series/multiple-dimension-queries.ts
+++ b/web-common/src/features/dashboards/time-series/multiple-dimension-queries.ts
@@ -1,4 +1,10 @@
-import { mapEphemeralMeasuresForRequest } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+import {
+  applyExactMeasures,
+  mapEphemeralMeasuresForRequest,
+} from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+import { requestExactNames } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+import { exploreExactSurface } from "@rilldata/web-common/features/dashboards/exact-measures/explore-surfaces";
+import { exactMeasureContextFor } from "@rilldata/web-common/features/dashboards/state-managers/selectors/exact-measures";
 import {
   getURIRequestMeasure,
   URI_DIMENSION_SUFFIX,
@@ -73,6 +79,14 @@ interface DimensionTopList {
  * and further filter using search text if present
  */
 
+// The exact selection a comparison-dimension query follows: the time series
+// charts' for the chart variant, the Time Dimension Detail's for the table.
+function exactSurfaceFor(surface: "chart" | "table"): string {
+  return surface === "table"
+    ? exploreExactSurface.tdd
+    : exploreExactSurface.measures;
+}
+
 export function getDimensionValuesForComparison(
   ctx: StateManagers,
   measures: string[],
@@ -138,9 +152,21 @@ export function getDimensionValuesForComparison(
           (d) => d.name === dimensionName,
         )?.uri;
         const tddMeasures: V1MetricsViewAggregationMeasure[] =
-          mapEphemeralMeasuresForRequest(
-            measures.map((measure) => ({ name: measure })),
-            dashboardStore.ephemeralMeasures,
+          applyExactMeasures(
+            mapEphemeralMeasuresForRequest(
+              measures.map((measure) => ({ name: measure })),
+              dashboardStore.ephemeralMeasures,
+            ),
+            requestExactNames(
+              measures,
+              exactMeasureContextFor(
+                {
+                  dashboard: dashboardStore,
+                  validMetricsView: validSpec?.data?.metricsView,
+                },
+                exactSurfaceFor(surface),
+              ),
+            ),
           );
         if (hasUri) {
           tddMeasures.push(getURIRequestMeasure(dimensionName));
@@ -220,14 +246,20 @@ function batchAggregationQueries(
   ctx: StateManagers,
   measures: string[],
   dimensionValues: DimensionTopList,
+  exactSurface: string,
   includeTimeComparisonForDimension: boolean,
 ) {
   const batches = createBatches(dimensionValues.values, BATCH_SIZE);
   let queries = batches.map((batch) =>
-    getAggregationQueryForTopList(ctx, measures, {
-      values: batch,
-      filter: dimensionValues.filter,
-    }),
+    getAggregationQueryForTopList(
+      ctx,
+      measures,
+      {
+        values: batch,
+        filter: dimensionValues.filter,
+      },
+      exactSurface,
+    ),
   );
 
   if (includeTimeComparisonForDimension) {
@@ -240,6 +272,7 @@ function batchAggregationQueries(
             values: batch,
             filter: dimensionValues.filter,
           },
+          exactSurface,
           true,
         ),
       ),
@@ -253,11 +286,17 @@ function getAggregationQueryForTopList(
   ctx: StateManagers,
   measures: string[],
   dimensionValues: DimensionTopList,
+  exactSurface: string,
   isTimeComparison: boolean = false,
 ): CreateQueryResult<V1MetricsViewAggregationResponse, Error> {
   return derived(
-    [ctx.metricsViewName, ctx.dashboardStore, useTimeControlStore(ctx)],
-    ([metricsViewName, dashboardStore, timeStore], set) => {
+    [
+      ctx.metricsViewName,
+      ctx.dashboardStore,
+      useTimeControlStore(ctx),
+      ctx.selectors.exactMeasures.exactMeasureContext,
+    ],
+    ([metricsViewName, dashboardStore, timeStore, exactContext], set) => {
       const dimensionName = dashboardStore?.selectedComparisonDimension;
       const timeGrain =
         timeStore?.selectedTimeRange?.interval || V1TimeGrain.TIME_GRAIN_DAY;
@@ -291,9 +330,12 @@ function getAggregationQueryForTopList(
         ctx.runtimeClient,
         {
           metricsView: metricsViewName,
-          measures: mapEphemeralMeasuresForRequest(
-            measures.map((measure) => ({ name: measure })),
-            dashboardStore.ephemeralMeasures,
+          measures: applyExactMeasures(
+            mapEphemeralMeasuresForRequest(
+              measures.map((measure) => ({ name: measure })),
+              dashboardStore.ephemeralMeasures,
+            ),
+            requestExactNames(measures, exactContext(exactSurface)),
           ),
           dimensions: [
             { name: dimensionName },
@@ -336,8 +378,18 @@ export function getDimensionValueTimeSeries(
     [
       ctx.dashboardStore,
       useTimeControlStore(ctx),
-      createMetricsViewTimeSeries(ctx, measures, false),
-      createMetricsViewTimeSeries(ctx, measures, true),
+      createMetricsViewTimeSeries(
+        ctx,
+        measures,
+        false,
+        exactSurfaceFor(surface),
+      ),
+      createMetricsViewTimeSeries(
+        ctx,
+        measures,
+        true,
+        exactSurfaceFor(surface),
+      ),
       getDimensionValuesForComparison(ctx, measures, surface),
     ],
     (
@@ -377,6 +429,7 @@ export function getDimensionValueTimeSeries(
         ctx,
         measures,
         dimensionValues,
+        exactSurfaceFor(surface),
         includeTimeComparisonForDimension,
       );
 
diff --git a/web-common/src/features/dashboards/time-series/timeseries-data-store.ts b/web-common/src/features/dashboards/time-series/timeseries-data-store.ts
index 2bc7e8837f99..a7625776cc01 100644
--- a/web-common/src/features/dashboards/time-series/timeseries-data-store.ts
+++ b/web-common/src/features/dashboards/time-series/timeseries-data-store.ts
@@ -1,7 +1,11 @@
 import {
+  applyExactMeasures,
   ephemeralMeasureNameSet,
+  exactTimeSeriesMeasureNames,
   splitTimeSeriesMeasures,
 } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+import { requestExactNames } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+import { exploreExactSurface } from "@rilldata/web-common/features/dashboards/exact-measures/explore-surfaces";
 import { filterOutSomeAdvancedMeasures } from "@rilldata/web-common/features/dashboards/state-managers/selectors/measures";
 import type { StateManagers } from "@rilldata/web-common/features/dashboards/state-managers/state-managers";
 import { sanitiseExpression } from "@rilldata/web-common/features/dashboards/stores/filter-utils";
@@ -57,23 +61,40 @@ export function createMetricsViewTimeSeries(
   ctx: StateManagers,
   measures: string[],
   isComparison = false,
+  // The surface whose exact selection the request follows; see `exploreExactSurface`.
+  exactSurface: string = exploreExactSurface.measures,
 ): CreateQueryResult<V1MetricsViewTimeSeriesResponse, Error> {
   return derived(
-    [ctx.metricsViewName, ctx.dashboardStore, useTimeControlStore(ctx)],
-    ([metricsViewName, dashboardStore, timeControls], set) => {
+    [
+      ctx.metricsViewName,
+      ctx.dashboardStore,
+      useTimeControlStore(ctx),
+      ctx.selectors.exactMeasures.exactMeasureContext,
+    ],
+    ([metricsViewName, dashboardStore, timeControls, exactContext], set) => {
       const timeGrain = timeControls.selectedTimeRange?.interval;
 
       // Ephemeral measures travel in `measures` with their expression;
       // regular measures stay in `measureNames`.
       const { measureNames, ephemeralMeasures: ephemeralRequestMeasures } =
         splitTimeSeriesMeasures(measures, dashboardStore.ephemeralMeasures);
+      const exactNames = requestExactNames(
+        measures,
+        exactContext(exactSurface),
+      );
 
       return createQueryServiceMetricsViewTimeSeries(
         ctx.runtimeClient,
         {
           metricsViewName,
           measureNames,
-          ephemeralMeasures: ephemeralRequestMeasures,
+          ephemeralMeasures:
+            ephemeralRequestMeasures &&
+            applyExactMeasures(ephemeralRequestMeasures, exactNames),
+          exactMeasureNames: exactTimeSeriesMeasureNames(
+            measureNames,
+            exactNames,
+          ),
           where: sanitiseExpression(dashboardStore.whereFilter, undefined),
           timeStart: isComparison
             ? timeControls.comparisonAdjustedStart
diff --git a/web-common/src/features/dashboards/time-series/totals-data-store.ts b/web-common/src/features/dashboards/time-series/totals-data-store.ts
index 0b677d741908..908d81ae4387 100644
--- a/web-common/src/features/dashboards/time-series/totals-data-store.ts
+++ b/web-common/src/features/dashboards/time-series/totals-data-store.ts
@@ -1,4 +1,9 @@
-import { mapEphemeralMeasuresForRequest } from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+import {
+  applyExactMeasures,
+  mapEphemeralMeasuresForRequest,
+} from "@rilldata/web-common/features/dashboards/ephemeral-measures/measure-mapping";
+import { requestExactNames } from "@rilldata/web-common/features/dashboards/exact-measures/exact-measures";
+import { exploreExactSurface } from "@rilldata/web-common/features/dashboards/exact-measures/explore-surfaces";
 import type { StateManagers } from "@rilldata/web-common/features/dashboards/state-managers/state-managers";
 import { sanitiseExpression } from "@rilldata/web-common/features/dashboards/stores/filter-utils";
 import { useTimeControlStore } from "@rilldata/web-common/features/dashboards/time-controls/time-control-store";
@@ -14,15 +19,26 @@ export function createTotalsForMeasure(
   isComparison = false,
 ): CreateQueryResult<V1MetricsViewAggregationResponse, Error> {
   return derived(
-    [ctx.metricsViewName, useTimeControlStore(ctx), ctx.dashboardStore],
-    ([metricsViewName, timeControls, dashboard], set) =>
+    [
+      ctx.metricsViewName,
+      useTimeControlStore(ctx),
+      ctx.dashboardStore,
+      ctx.selectors.exactMeasures.exactMeasureContext,
+    ],
+    ([metricsViewName, timeControls, dashboard, exactContext], set) =>
       createQueryServiceMetricsViewAggregation(
         ctx.runtimeClient,
         {
           metricsView: metricsViewName,
-          measures: mapEphemeralMeasuresForRequest(
-            measures.map((measure) => ({ name: measure })),
-            dashboard.ephemeralMeasures,
+          measures: applyExactMeasures(
+            mapEphemeralMeasuresForRequest(
+              measures.map((measure) => ({ name: measure })),
+              dashboard.ephemeralMeasures,
+            ),
+            requestExactNames(
+              measures,
+              exactContext(exploreExactSurface.measures),
+            ),
           ),
           where: sanitiseExpression(dashboard.whereFilter, undefined),
           timeRange: {
@@ -52,8 +68,13 @@ export function createUnfilteredTotalsForMeasure(
   dimensionName: string,
 ): CreateQueryResult<V1MetricsViewAggregationResponse, Error> {
   return derived(
-    [ctx.metricsViewName, useTimeControlStore(ctx), ctx.dashboardStore],
-    ([metricsViewName, timeControls, dashboard], set) => {
+    [
+      ctx.metricsViewName,
+      useTimeControlStore(ctx),
+      ctx.dashboardStore,
+      ctx.selectors.exactMeasures.exactMeasureContext,
+    ],
+    ([metricsViewName, timeControls, dashboard, exactContext], set) => {
       const filter = sanitiseExpression(dashboard.whereFilter, undefined);
 
       const updatedFilter = getFiltersForOtherDimensions(filter, dimensionName);
@@ -62,9 +83,15 @@ export function createUnfilteredTotalsForMeasure(
         ctx.runtimeClient,
         {
           metricsView: metricsViewName,
-          measures: mapEphemeralMeasuresForRequest(
-            measures.map((measure) => ({ name: measure })),
-            dashboard.ephemeralMeasures,
+          measures: applyExactMeasures(
+            mapEphemeralMeasuresForRequest(
+              measures.map((measure) => ({ name: measure })),
+              dashboard.ephemeralMeasures,
+            ),
+            requestExactNames(
+              measures,
+              exactContext(exploreExactSurface.measures),
+            ),
           ),
           where: updatedFilter,
           timeRange: {
diff --git a/web-common/src/lib/i18n/messages/en.json b/web-common/src/lib/i18n/messages/en.json
index 4db2ae92acfc..05fd5e0fb5bc 100644
--- a/web-common/src/lib/i18n/messages/en.json
+++ b/web-common/src/lib/i18n/messages/en.json
@@ -1003,6 +1003,13 @@
   "dashboard_pivot_need_help_discord": "Need help? Reach out to us on",
   "dashboard_pivot_no_data": "No data to show for the selected filters.",
   "dashboard_pivot_table_lonely": "Your table looks lonely",
+  "dashboard_precision_approx": "Approximate value. Click to compute the exact value (slower).",
+  "dashboard_precision_error": "Exact query failed: {message}. Click to return to the approximate value.",
+  "dashboard_precision_exact": "Exact value. Click to return to the approximate value.",
+  "dashboard_precision_inherited": "Exact value, because it is calculated from or used by an exact measure. Click to keep this measure exact on its own.",
+  "dashboard_precision_loading": "Computing the exact value…",
+  "dashboard_precision_partial": "Some values are exact. Click to compute all of them exactly.",
+  "dashboard_precision_toggle_aria": "Toggle exact value for {measure}",
   "dashboard_readonly_filter_chips_aria": "Readonly Filter Chips",
   "dashboard_recent": "Recent",
   "dashboard_reference": "Reference",
diff --git a/web-common/src/lib/i18n/messages/es.json b/web-common/src/lib/i18n/messages/es.json
index 1c8aaacf560c..cd42ca5276f4 100644
--- a/web-common/src/lib/i18n/messages/es.json
+++ b/web-common/src/lib/i18n/messages/es.json
@@ -1003,6 +1003,13 @@
   "dashboard_pivot_need_help_discord": "¿Necesitas ayuda? Contáctanos en",
   "dashboard_pivot_no_data": "No hay datos para mostrar con los filtros seleccionados.",
   "dashboard_pivot_table_lonely": "Tu tabla se ve sola",
+  "dashboard_precision_approx": "Valor aproximado. Haz clic para calcular el valor exacto (más lento).",
+  "dashboard_precision_error": "La consulta exacta falló: {message}. Haz clic para volver al valor aproximado.",
+  "dashboard_precision_exact": "Valor exacto. Haz clic para volver al valor aproximado.",
+  "dashboard_precision_inherited": "Valor exacto, porque se calcula a partir de una medida exacta o se usa en ella. Haz clic para mantener esta medida exacta por sí misma.",
+  "dashboard_precision_loading": "Calculando el valor exacto…",
+  "dashboard_precision_partial": "Algunos valores son exactos. Haz clic para calcularlos todos de forma exacta.",
+  "dashboard_precision_toggle_aria": "Alternar el valor exacto de {measure}",
   "dashboard_readonly_filter_chips_aria": "Chips de filtro de solo lectura",
   "dashboard_recent": "Recientes",
   "dashboard_reference": "Referencia",
diff --git a/web-common/src/proto/gen/rill/runtime/v1/queries_pb.ts b/web-common/src/proto/gen/rill/runtime/v1/queries_pb.ts
index b83d5745caf2..436365bc9281 100644
--- a/web-common/src/proto/gen/rill/runtime/v1/queries_pb.ts
+++ b/web-common/src/proto/gen/rill/runtime/v1/queries_pb.ts
@@ -1383,6 +1383,14 @@ export class MetricsViewAggregationMeasure extends Message<MetricsViewAggregatio
     case: "expression";
   } | { case: undefined; value?: undefined } = { case: undefined };
 
+  /**
+   * Optional. Compute the measure with its `exact_expression` instead of its (approximate) `expression`.
+   * Measures referenced by this measure are also computed exactly. No-op for measures without an `exact_expression`.
+   *
+   * @generated from field: bool exact = 14;
+   */
+  exact = false;
+
   constructor(data?: PartialMessage<MetricsViewAggregationMeasure>) {
     super();
     proto3.util.initPartial(data, this);
@@ -1404,6 +1412,7 @@ export class MetricsViewAggregationMeasure extends Message<MetricsViewAggregatio
     { no: 11, name: "uri", kind: "message", T: MetricsViewAggregationMeasureComputeURI, oneof: "compute" },
     { no: 12, name: "comparison_time", kind: "message", T: MetricsViewAggregationMeasureComputeComparisonTime, oneof: "compute" },
     { no: 13, name: "expression", kind: "message", T: MetricsViewAggregationMeasureComputeExpression, oneof: "compute" },
+    { no: 14, name: "exact", kind: "scalar", T: 8 /* ScalarType.BOOL */ },
   ]);
 
   static fromBinary(bytes: Uint8Array, options?: Partial<BinaryReadOptions>): MetricsViewAggregationMeasure {
@@ -2587,6 +2596,14 @@ export class MetricsViewTimeSeriesRequest extends Message<MetricsViewTimeSeriesR
    */
   ephemeralMeasures: MetricsViewAggregationMeasure[] = [];
 
+  /**
+   * Optional. Names of measures (from measure_names or ephemeral_measures) to compute with their `exact_expression`.
+   * No-op for measures without an `exact_expression`.
+   *
+   * @generated from field: repeated string exact_measure_names = 18;
+   */
+  exactMeasureNames: string[] = [];
+
   /**
    * Optional. Defaults to min
    *
@@ -2681,6 +2698,7 @@ export class MetricsViewTimeSeriesRequest extends Message<MetricsViewTimeSeriesR
     { no: 2, name: "metrics_view_name", kind: "scalar", T: 9 /* ScalarType.STRING */ },
     { no: 3, name: "measure_names", kind: "scalar", T: 9 /* ScalarType.STRING */, repeated: true },
     { no: 17, name: "ephemeral_measures", kind: "message", T: MetricsViewAggregationMeasure, repeated: true },
+    { no: 18, name: "exact_measure_names", kind: "scalar", T: 9 /* ScalarType.STRING */, repeated: true },
     { no: 4, name: "time_start", kind: "message", T: Timestamp },
     { no: 5, name: "time_end", kind: "message", T: Timestamp },
     { no: 6, name: "time_granularity", kind: "enum", T: proto3.getEnumType(TimeGrain) },
diff --git a/web-common/src/proto/gen/rill/runtime/v1/resources_pb.ts b/web-common/src/proto/gen/rill/runtime/v1/resources_pb.ts
index cf8648b96e0e..0c48a326c36d 100644
--- a/web-common/src/proto/gen/rill/runtime/v1/resources_pb.ts
+++ b/web-common/src/proto/gen/rill/runtime/v1/resources_pb.ts
@@ -2057,6 +2057,13 @@ export class MetricsViewSpec_Measure extends Message<MetricsViewSpec_Measure> {
    */
   lowerIsBetter = false;
 
+  /**
+   * Optional exact variant of `expression`. When set, `expression` is treated as the approximate default and `exact_expression` is only used when a query explicitly requests exact values for the measure.
+   *
+   * @generated from field: string exact_expression = 18;
+   */
+  exactExpression = "";
+
   constructor(data?: PartialMessage<MetricsViewSpec_Measure>) {
     super();
     proto3.util.initPartial(data, this);
@@ -2082,6 +2089,7 @@ export class MetricsViewSpec_Measure extends Message<MetricsViewSpec_Measure> {
     { no: 14, name: "treat_nulls_as", kind: "scalar", T: 9 /* ScalarType.STRING */ },
     { no: 15, name: "data_type", kind: "message", T: Type },
     { no: 17, name: "lower_is_better", kind: "scalar", T: 8 /* ScalarType.BOOL */ },
+    { no: 18, name: "exact_expression", kind: "scalar", T: 9 /* ScalarType.STRING */ },
   ]);
 
   static fromBinary(bytes: Uint8Array, options?: Partial<BinaryReadOptions>): MetricsViewSpec_Measure {
diff --git a/web-common/src/runtime-client/gen/index.schemas.ts b/web-common/src/runtime-client/gen/index.schemas.ts
index 5308da51085b..a52c5b518e7d 100644
--- a/web-common/src/runtime-client/gen/index.schemas.ts
+++ b/web-common/src/runtime-client/gen/index.schemas.ts
@@ -112,6 +112,8 @@ export interface MetricsViewSpecMeasure {
   treatNullsAs?: string;
   dataType?: Runtimev1Type;
   lowerIsBetter?: boolean;
+  /** Optional exact variant of `expression`. When set, `expression` is the approximate default. */
+  exactExpression?: string;
 }
 
 export type MetricsViewSpecMeasureType =
@@ -1570,6 +1572,8 @@ export interface V1MetricsViewAggregationMeasure {
   uri?: V1MetricsViewAggregationMeasureComputeURI;
   comparisonTime?: V1MetricsViewAggregationMeasureComputeComparisonTime;
   expression?: V1MetricsViewAggregationMeasureComputeExpression;
+  /** Optional. Compute the measure with its `exact_expression`. No-op for measures without one. */
+  exact?: boolean;
 }
 
 export interface V1MetricsViewAggregationMeasureComputeComparisonDelta {
@@ -1931,6 +1935,8 @@ export interface V1MetricsViewTimeSeriesRequest {
   /** Optional ephemeral measures, i.e. measures defined by the query rather than the metrics view.
 Only the `expression` compute is supported for time series. */
   ephemeralMeasures?: V1MetricsViewAggregationMeasure[];
+  /** Optional. Names of measures to compute with their `exact_expression`. */
+  exactMeasureNames?: string[];
   timeStart?: string;
   timeEnd?: string;
   timeGranularity?: V1TimeGrain;
@@ -3383,6 +3389,8 @@ export type QueryServiceMetricsViewTimeSeriesBody = {
   /** Optional ephemeral measures, i.e. measures defined by the query rather than the metrics view.
 Only the `expression` compute is supported for time series. */
   ephemeralMeasures?: V1MetricsViewAggregationMeasure[];
+  /** Optional. Names of measures to compute with their `exact_expression`. */
+  exactMeasureNames?: string[];
   timeStart?: string;
   timeEnd?: string;
   timeGranularity?: V1TimeGrain;
diff --git a/web-common/src/runtime-client/gen/resolvers/metrics/schema.ts b/web-common/src/runtime-client/gen/resolvers/metrics/schema.ts
index fd7127f59ff3..8790cdb1fac4 100644
--- a/web-common/src/runtime-client/gen/resolvers/metrics/schema.ts
+++ b/web-common/src/runtime-client/gen/resolvers/metrics/schema.ts
@@ -124,6 +124,10 @@ export interface Measure {
    */
   name: string;
   compute?: MeasureCompute;
+  /**
+   * Compute the measure with its exact_expression when the metrics view defines one (slower). Measures it references are also computed exactly. Defaults to false (approximate).
+   */
+  exact?: boolean;
   [k: string]: unknown;
 }
 
diff --git a/web-common/tests/projects/AdBids/dashboards/AdBids_exact_metrics_explore.yaml b/web-common/tests/projects/AdBids/dashboards/AdBids_exact_metrics_explore.yaml
new file mode 100644
index 000000000000..8a940774a8c4
--- /dev/null
+++ b/web-common/tests/projects/AdBids/dashboards/AdBids_exact_metrics_explore.yaml
@@ -0,0 +1,10 @@
+# Explore YAML
+# Reference documentation: https://docs.rilldata.com/reference/project-files/explore-dashboards
+
+type: explore
+
+title: "Adbids exact dashboard"
+metrics_view: AdBids_exact_metrics
+
+dimensions: '*'
+measures: '*'
diff --git a/web-common/tests/projects/AdBids/metrics/AdBids_exact_metrics.yaml b/web-common/tests/projects/AdBids/metrics/AdBids_exact_metrics.yaml
new file mode 100644
index 000000000000..f25982a4ca85
--- /dev/null
+++ b/web-common/tests/projects/AdBids/metrics/AdBids_exact_metrics.yaml
@@ -0,0 +1,35 @@
+# Metrics view YAML
+# Reference documentation: https://docs.rilldata.com/reference/project-files/metrics-views
+
+version: 1
+type: metrics_view
+
+display_name: Adbids exact
+table: AdBids_model
+timeseries: timestamp
+
+dimensions:
+  - name: publisher
+    display_name: Publisher
+    column: publisher
+  - name: domain
+    display_name: Domain
+    column: domain
+
+measures:
+  - name: total_records
+    display_name: Total records
+    expression: COUNT(*)
+    format_preset: humanize
+  # A fast approximate default with an exact variant. The two expressions
+  # differ on purpose so tests can tell which one answered.
+  - name: publishers
+    display_name: Publishers
+    expression: approx_count_distinct(publisher) + 1000
+    exact_expression: count(DISTINCT publisher)
+    format_preset: none
+  - name: records_per_publisher
+    display_name: Records per publisher
+    requires: [total_records, publishers]
+    expression: total_records / publishers
+    format_d3: ",.1f"
diff --git a/web-local/tests/explores/exact-measures.spec.ts b/web-local/tests/explores/exact-measures.spec.ts
new file mode 100644
index 000000000000..bd31e42f2d92
--- /dev/null
+++ b/web-local/tests/explores/exact-measures.spec.ts
@@ -0,0 +1,197 @@
+import { expect } from "@playwright/test";
+import { test } from "../setup/base";
+import { waitForReconciliation } from "../utils/wait-for-reconciliation.ts";
+
+// The AdBids_exact_metrics metrics view defines `publishers` with an
+// approximate default (`approx_count_distinct(publisher) + 1000`) and an exact
+// variant (`count(DISTINCT publisher)`). The two deliberately differ so the
+// test can tell which one answered: the approximate value is 1,004, the exact
+// value 4 (Facebook, Google, Yahoo, Microsoft; nulls are not counted).
+test.describe("exact measures", () => {
+  test.use({ project: "AdBids" });
+
+  test("switches a measure to exact on click and back on a context change", async ({
+    page,
+  }) => {
+    const currentUrl = new URL(page.url());
+    const baseUrl = `${currentUrl.protocol}//${currentUrl.host}`;
+
+    await waitForReconciliation(page);
+    await page.goto(
+      `${baseUrl}/explore/AdBids_exact_metrics_explore?measures=publishers,total_records`,
+    );
+
+    const card = page.locator(".big-number").filter({ hasText: "Publishers" });
+    const chip = card.getByRole("button", {
+      name: "Toggle exact value for Publishers",
+    });
+
+    // Approximate by default.
+    await expect(chip).toHaveText("≈");
+    await expect(chip).toHaveAttribute("aria-pressed", "false");
+    await expect(card.getByText("1,004")).toBeVisible();
+
+    // One click requests the exact value for the measure, and only for it.
+    const exactRequest = page.waitForRequest((request) => {
+      const body = request.postData() ?? "";
+      return (
+        request.url().includes("/metrics-views/AdBids_exact_metrics/") &&
+        body.includes('"name":"publishers","exact":true')
+      );
+    });
+    await chip.click();
+    const request = await exactRequest;
+    expect(request.postData()).not.toContain(
+      '"name":"total_records","exact":true',
+    );
+
+    await expect(chip).toHaveText("=");
+    await expect(chip).toHaveAttribute("aria-pressed", "true");
+    await expect(card.getByText("4", { exact: true })).toBeVisible();
+    await expect(card.getByText("1,004")).toBeHidden();
+
+    // The exact selection is tab memory: it is not written to the URL.
+    expect(new URL(page.url()).searchParams.get("exact")).toBeNull();
+
+    // A query context change (opening the dimension table) resets the measure
+    // to approximate; the chip in the dimension table header shows it.
+    const approximateRequest = page.waitForRequest((request) => {
+      const body = request.postData() ?? "";
+      return (
+        request.url().includes("/metrics-views/AdBids_exact_metrics/") &&
+        body.includes('"name":"publishers"') &&
+        !body.includes('"exact":true')
+      );
+    });
+    await page
+      .getByRole("button", { name: "Open dimension details" })
+      .first()
+      .click();
+    await approximateRequest;
+
+    const tableChip = page
+      .getByRole("button", { name: "Toggle exact value for Publishers" })
+      .first();
+    await expect(tableChip).toHaveText("≈");
+    await expect(tableChip).toHaveAttribute("aria-pressed", "false");
+  });
+
+  // `records_per_publisher` is calculated from `publishers`. Switching the
+  // ratio to exact computes `publishers` exactly as well, everywhere: its own
+  // card shows the exact value with the inherited (dashed, not pressed) chip.
+  test("switching a derived measure to exact makes the measures it is calculated from exact", async ({
+    page,
+  }) => {
+    const currentUrl = new URL(page.url());
+    const baseUrl = `${currentUrl.protocol}//${currentUrl.host}`;
+
+    await waitForReconciliation(page);
+    await page.goto(
+      `${baseUrl}/explore/AdBids_exact_metrics_explore?measures=publishers,total_records,records_per_publisher`,
+    );
+
+    const publishersCard = page
+      .locator(".big-number")
+      .filter({ hasText: "Publishers" })
+      .first();
+    const publishersChip = publishersCard.getByRole("button", {
+      name: "Toggle exact value for Publishers",
+    });
+    const ratioChip = page
+      .locator(".big-number")
+      .filter({ hasText: "Records per publisher" })
+      .getByRole("button", {
+        name: "Toggle exact value for Records per publisher",
+      });
+
+    await expect(publishersChip).toHaveText("≈");
+    await expect(ratioChip).toHaveText("≈");
+    await expect(publishersCard.getByText("1,004")).toBeVisible();
+
+    // The request for the publishers card itself carries the flag, although
+    // only the ratio was clicked.
+    const exactRequest = page.waitForRequest((request) => {
+      const body = request.postData() ?? "";
+      return (
+        request.url().includes("/metrics-views/AdBids_exact_metrics/") &&
+        body.includes('"name":"publishers","exact":true')
+      );
+    });
+    await ratioChip.click();
+    const request = await exactRequest;
+    expect(request.postData()).not.toContain(
+      '"name":"total_records","exact":true',
+    );
+
+    await expect(ratioChip).toHaveText("=");
+    await expect(ratioChip).toHaveAttribute("aria-pressed", "true");
+    await expect(publishersChip).toHaveText("=");
+    await expect(publishersChip).toHaveAttribute("aria-pressed", "false");
+    await expect(publishersCard.getByText("4", { exact: true })).toBeVisible();
+    await expect(publishersCard.getByText("1,004")).toBeHidden();
+
+    // The selection is tab memory, not URL or storage state: a reload starts
+    // approximate again.
+    expect(new URL(page.url()).searchParams.get("exact")).toBeNull();
+    await page.reload();
+    await expect(
+      page
+        .locator(".big-number")
+        .filter({ hasText: "Publishers" })
+        .first()
+        .getByRole("button", { name: "Toggle exact value for Publishers" }),
+    ).toHaveText("≈");
+    await expect(
+      page.locator(".big-number").filter({ hasText: "Publishers" }).first(),
+    ).toContainText("1,004");
+  });
+
+  // Every leaderboard, the big numbers, the dimension table and the pivot are
+  // separate surfaces: a chip only switches the surface it sits in.
+  test("a leaderboard chip switches only that leaderboard", async ({
+    page,
+  }) => {
+    const currentUrl = new URL(page.url());
+    const baseUrl = `${currentUrl.protocol}//${currentUrl.host}`;
+
+    await waitForReconciliation(page);
+    await page.goto(
+      `${baseUrl}/explore/AdBids_exact_metrics_explore?measures=publishers,total_records&leaderboard_measures=publishers&sort_by=publishers`,
+    );
+
+    const leaderboard = (dimension: string) =>
+      page.locator("table", {
+        has: page.locator("[data-dimension-header]", { hasText: dimension }),
+      });
+    const publisherChip = leaderboard("Publisher").getByRole("button", {
+      name: "Toggle exact value for Publishers",
+    });
+    const domainChip = leaderboard("Domain").getByRole("button", {
+      name: "Toggle exact value for Publishers",
+    });
+    const cardChip = page
+      .locator(".big-number")
+      .filter({ hasText: "Publishers" })
+      .first()
+      .getByRole("button", { name: "Toggle exact value for Publishers" });
+
+    await expect(publisherChip).toHaveText("≈");
+
+    const exactRequest = page.waitForRequest((request) => {
+      const body = request.postData() ?? "";
+      return (
+        request.url().includes("/metrics-views/AdBids_exact_metrics/") &&
+        body.includes('"name":"publishers","exact":true') &&
+        body.includes('"dimensions":[{"name":"publisher"}]')
+      );
+    });
+    await publisherChip.click();
+    await exactRequest;
+
+    await expect(publisherChip).toHaveText("=");
+    await expect(publisherChip).toHaveAttribute("aria-pressed", "true");
+    await expect(domainChip).toHaveText("≈");
+    await expect(cardChip).toHaveText("≈");
+    await expect(cardChip).toHaveAttribute("aria-pressed", "false");
+  });
+});

From d1af986be6ae8d1d3989fa4a7ffee1797a33b68f Mon Sep 17 00:00:00 2001
From: Nishant Bangarwa <nishant.monu51@gmail.com>
Date: Wed, 21 Oct 2026 11:55:28 +0530
Subject: [PATCH 2/2] test: fix the exact measures e2e spec and its fixture

- match the Connect `MetricsViewAggregation` endpoint instead of the REST path
- give the `publishers` measure a deterministic default expression
- rename the fixture to `AdBids_precision_metrics` so that it sorts after `AdBids_metrics` and does not become the canvas editor's default metrics view
---
 ... => AdBids_precision_metrics_explore.yaml} |  4 +-
 ...ics.yaml => AdBids_precision_metrics.yaml} | 15 +++-
 .../tests/explores/exact-measures.spec.ts     | 89 ++++++++++---------
 3 files changed, 62 insertions(+), 46 deletions(-)
 rename web-common/tests/projects/AdBids/dashboards/{AdBids_exact_metrics_explore.yaml => AdBids_precision_metrics_explore.yaml} (67%)
 rename web-common/tests/projects/AdBids/metrics/{AdBids_exact_metrics.yaml => AdBids_precision_metrics.yaml} (52%)

diff --git a/web-common/tests/projects/AdBids/dashboards/AdBids_exact_metrics_explore.yaml b/web-common/tests/projects/AdBids/dashboards/AdBids_precision_metrics_explore.yaml
similarity index 67%
rename from web-common/tests/projects/AdBids/dashboards/AdBids_exact_metrics_explore.yaml
rename to web-common/tests/projects/AdBids/dashboards/AdBids_precision_metrics_explore.yaml
index 8a940774a8c4..4c02eb139905 100644
--- a/web-common/tests/projects/AdBids/dashboards/AdBids_exact_metrics_explore.yaml
+++ b/web-common/tests/projects/AdBids/dashboards/AdBids_precision_metrics_explore.yaml
@@ -3,8 +3,8 @@
 
 type: explore
 
-title: "Adbids exact dashboard"
-metrics_view: AdBids_exact_metrics
+title: "Adbids precision dashboard"
+metrics_view: AdBids_precision_metrics
 
 dimensions: '*'
 measures: '*'
diff --git a/web-common/tests/projects/AdBids/metrics/AdBids_exact_metrics.yaml b/web-common/tests/projects/AdBids/metrics/AdBids_precision_metrics.yaml
similarity index 52%
rename from web-common/tests/projects/AdBids/metrics/AdBids_exact_metrics.yaml
rename to web-common/tests/projects/AdBids/metrics/AdBids_precision_metrics.yaml
index f25982a4ca85..2ad8d965e449 100644
--- a/web-common/tests/projects/AdBids/metrics/AdBids_exact_metrics.yaml
+++ b/web-common/tests/projects/AdBids/metrics/AdBids_precision_metrics.yaml
@@ -1,10 +1,15 @@
 # Metrics view YAML
 # Reference documentation: https://docs.rilldata.com/reference/project-files/metrics-views
 
+# Exercised by web-local/tests/explores/exact-measures.spec.ts.
+# The name must sort after `AdBids_metrics`: the canvas editor defaults a new
+# widget to the first metrics view with a time dimension, and
+# web-local/tests/canvas/setup.spec.ts expects that to be `AdBids_metrics`.
+
 version: 1
 type: metrics_view
 
-display_name: Adbids exact
+display_name: Adbids precision
 table: AdBids_model
 timeseries: timestamp
 
@@ -21,11 +26,13 @@ measures:
     display_name: Total records
     expression: COUNT(*)
     format_preset: humanize
-  # A fast approximate default with an exact variant. The two expressions
-  # differ on purpose so tests can tell which one answered.
+  # A default with an exact variant. The two expressions differ on purpose so
+  # tests can tell which one answered. The default is deterministic rather than
+  # a real approximation: `approx_count_distinct(publisher)` returned 3 for the
+  # four publishers, and its result may change with the DuckDB version.
   - name: publishers
     display_name: Publishers
-    expression: approx_count_distinct(publisher) + 1000
+    expression: count(DISTINCT publisher) + 1000
     exact_expression: count(DISTINCT publisher)
     format_preset: none
   - name: records_per_publisher
diff --git a/web-local/tests/explores/exact-measures.spec.ts b/web-local/tests/explores/exact-measures.spec.ts
index bd31e42f2d92..ac78ace614f7 100644
--- a/web-local/tests/explores/exact-measures.spec.ts
+++ b/web-local/tests/explores/exact-measures.spec.ts
@@ -1,12 +1,29 @@
-import { expect } from "@playwright/test";
+import { expect, type Page } from "@playwright/test";
 import { test } from "../setup/base";
 import { waitForReconciliation } from "../utils/wait-for-reconciliation.ts";
 
-// The AdBids_exact_metrics metrics view defines `publishers` with an
-// approximate default (`approx_count_distinct(publisher) + 1000`) and an exact
-// variant (`count(DISTINCT publisher)`). The two deliberately differ so the
-// test can tell which one answered: the approximate value is 1,004, the exact
-// value 4 (Facebook, Google, Yahoo, Microsoft; nulls are not counted).
+const METRICS_VIEW = "AdBids_precision_metrics";
+
+// The AdBids_precision_metrics metrics view defines `publishers` with a default
+// expression (`count(DISTINCT publisher) + 1000`) and an exact variant
+// (`count(DISTINCT publisher)`). The two deliberately differ so the test can
+// tell which one answered: the default value is 1,004, the exact value 4
+// (Facebook, Google, Yahoo, Microsoft; nulls are not counted).
+
+// Waits for the next aggregation query against the metrics view whose JSON
+// body satisfies `matches`. The explore calls the runtime's Connect endpoint,
+// which carries the metrics view in the body, not in the URL.
+function waitForAggregation(page: Page, matches: (body: string) => boolean) {
+  return page.waitForRequest((request) => {
+    const body = request.postData() ?? "";
+    return (
+      request.url().includes("QueryService/MetricsViewAggregation") &&
+      body.includes(`"metricsView":"${METRICS_VIEW}"`) &&
+      matches(body)
+    );
+  });
+}
+
 test.describe("exact measures", () => {
   test.use({ project: "AdBids" });
 
@@ -18,7 +35,7 @@ test.describe("exact measures", () => {
 
     await waitForReconciliation(page);
     await page.goto(
-      `${baseUrl}/explore/AdBids_exact_metrics_explore?measures=publishers,total_records`,
+      `${baseUrl}/explore/AdBids_precision_metrics_explore?measures=publishers,total_records`,
     );
 
     const card = page.locator(".big-number").filter({ hasText: "Publishers" });
@@ -32,13 +49,9 @@ test.describe("exact measures", () => {
     await expect(card.getByText("1,004")).toBeVisible();
 
     // One click requests the exact value for the measure, and only for it.
-    const exactRequest = page.waitForRequest((request) => {
-      const body = request.postData() ?? "";
-      return (
-        request.url().includes("/metrics-views/AdBids_exact_metrics/") &&
-        body.includes('"name":"publishers","exact":true')
-      );
-    });
+    const exactRequest = waitForAggregation(page, (body) =>
+      body.includes('"name":"publishers","exact":true'),
+    );
     await chip.click();
     const request = await exactRequest;
     expect(request.postData()).not.toContain(
@@ -55,23 +68,25 @@ test.describe("exact measures", () => {
 
     // A query context change (opening the dimension table) resets the measure
     // to approximate; the chip in the dimension table header shows it.
-    const approximateRequest = page.waitForRequest((request) => {
-      const body = request.postData() ?? "";
-      return (
-        request.url().includes("/metrics-views/AdBids_exact_metrics/") &&
-        body.includes('"name":"publishers"') &&
-        !body.includes('"exact":true')
-      );
-    });
+    const approximateRequest = waitForAggregation(
+      page,
+      (body) =>
+        body.includes('"name":"publishers"') && !body.includes('"exact":true'),
+    );
     await page
       .getByRole("button", { name: "Open dimension details" })
       .first()
       .click();
     await approximateRequest;
 
+    // The chip's aria label is part of the accessible name of the card and of
+    // the column header button around it, hence the exact name match.
     const tableChip = page
-      .getByRole("button", { name: "Toggle exact value for Publishers" })
-      .first();
+      .getByRole("table", { name: "Dimension table" })
+      .getByRole("button", {
+        name: "Toggle exact value for Publishers",
+        exact: true,
+      });
     await expect(tableChip).toHaveText("≈");
     await expect(tableChip).toHaveAttribute("aria-pressed", "false");
   });
@@ -87,7 +102,7 @@ test.describe("exact measures", () => {
 
     await waitForReconciliation(page);
     await page.goto(
-      `${baseUrl}/explore/AdBids_exact_metrics_explore?measures=publishers,total_records,records_per_publisher`,
+      `${baseUrl}/explore/AdBids_precision_metrics_explore?measures=publishers,total_records,records_per_publisher`,
     );
 
     const publishersCard = page
@@ -110,13 +125,9 @@ test.describe("exact measures", () => {
 
     // The request for the publishers card itself carries the flag, although
     // only the ratio was clicked.
-    const exactRequest = page.waitForRequest((request) => {
-      const body = request.postData() ?? "";
-      return (
-        request.url().includes("/metrics-views/AdBids_exact_metrics/") &&
-        body.includes('"name":"publishers","exact":true')
-      );
-    });
+    const exactRequest = waitForAggregation(page, (body) =>
+      body.includes('"name":"publishers","exact":true'),
+    );
     await ratioChip.click();
     const request = await exactRequest;
     expect(request.postData()).not.toContain(
@@ -156,7 +167,7 @@ test.describe("exact measures", () => {
 
     await waitForReconciliation(page);
     await page.goto(
-      `${baseUrl}/explore/AdBids_exact_metrics_explore?measures=publishers,total_records&leaderboard_measures=publishers&sort_by=publishers`,
+      `${baseUrl}/explore/AdBids_precision_metrics_explore?measures=publishers,total_records&leaderboard_measures=publishers&sort_by=publishers`,
     );
 
     const leaderboard = (dimension: string) =>
@@ -177,14 +188,12 @@ test.describe("exact measures", () => {
 
     await expect(publisherChip).toHaveText("≈");
 
-    const exactRequest = page.waitForRequest((request) => {
-      const body = request.postData() ?? "";
-      return (
-        request.url().includes("/metrics-views/AdBids_exact_metrics/") &&
+    const exactRequest = waitForAggregation(
+      page,
+      (body) =>
         body.includes('"name":"publishers","exact":true') &&
-        body.includes('"dimensions":[{"name":"publisher"}]')
-      );
-    });
+        body.includes('"dimensions":[{"name":"publisher"}]'),
+    );
     await publisherChip.click();
     await exactRequest;