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diff --git a/backend/dwf/api/deps.py b/backend/dwf/api/deps.py
index e665fd62..59ab2e61 100644
--- a/backend/dwf/api/deps.py
+++ b/backend/dwf/api/deps.py
@@ -2,8 +2,9 @@
 
 from fastapi import Depends, HTTPException, Request, status
 from fastapi.security import OAuth2PasswordBearer
-from sqlalchemy.ext.asyncio import AsyncSession
+from jwt import InvalidTokenError
 from sqlalchemy import select
+from sqlalchemy.ext.asyncio import AsyncSession
 
 from dwf.infrastructure.database.models import User
 from dwf.services.auth_service import AuthService
@@ -29,10 +30,10 @@ async def get_current_user(
     auth_service = AuthService(db, settings)
     try:
         payload = auth_service.decode_token(token)
-    except Exception:
+    except InvalidTokenError as exc:
         raise HTTPException(
             status_code=status.HTTP_401_UNAUTHORIZED, detail="Invalid token"
-        )
+        ) from exc
 
     if payload.get("type") != "access":
         raise HTTPException(
diff --git a/backend/dwf/api/routers/auth.py b/backend/dwf/api/routers/auth.py
index da41545c..6ab18a30 100644
--- a/backend/dwf/api/routers/auth.py
+++ b/backend/dwf/api/routers/auth.py
@@ -1,4 +1,5 @@
 from fastapi import APIRouter, Depends, HTTPException, status
+from jwt import InvalidTokenError
 from pydantic import BaseModel, EmailStr
 from sqlalchemy.ext.asyncio import AsyncSession
 
@@ -74,10 +75,10 @@ async def refresh(
     auth_service = AuthService(None, settings)
     try:
         payload = auth_service.decode_token(request.refresh_token)
-    except Exception:
+    except InvalidTokenError as exc:
         raise HTTPException(
             status_code=status.HTTP_401_UNAUTHORIZED, detail="Invalid refresh token"
-        )
+        ) from exc
 
     if payload.get("type") != "refresh":
         raise HTTPException(
diff --git a/backend/dwf/api/routers/health.py b/backend/dwf/api/routers/health.py
index ed73f2c8..570c6016 100644
--- a/backend/dwf/api/routers/health.py
+++ b/backend/dwf/api/routers/health.py
@@ -1,6 +1,6 @@
 from fastapi import APIRouter, Depends
-from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy import text
+from sqlalchemy.ext.asyncio import AsyncSession
 
 from dwf.api.deps import get_db
 
diff --git a/backend/dwf/infrastructure/database/engine.py b/backend/dwf/infrastructure/database/engine.py
index b9f619fa..4b55f236 100644
--- a/backend/dwf/infrastructure/database/engine.py
+++ b/backend/dwf/infrastructure/database/engine.py
@@ -1,4 +1,9 @@
-from sqlalchemy.ext.asyncio import AsyncEngine, AsyncSession, async_sessionmaker, create_async_engine
+from sqlalchemy.ext.asyncio import (
+    AsyncEngine,
+    AsyncSession,
+    async_sessionmaker,
+    create_async_engine,
+)
 
 
 def create_engine(database_url: str) -> AsyncEngine:
diff --git a/backend/dwf/infrastructure/database/models.py b/backend/dwf/infrastructure/database/models.py
index 36b8a634..e5a90c02 100644
--- a/backend/dwf/infrastructure/database/models.py
+++ b/backend/dwf/infrastructure/database/models.py
@@ -1,7 +1,7 @@
 from datetime import datetime
 from uuid import uuid4
 
-from sqlalchemy import DateTime, String, Boolean
+from sqlalchemy import Boolean, DateTime, String
 from sqlalchemy.dialects.postgresql import UUID
 from sqlalchemy.orm import DeclarativeBase, Mapped, mapped_column
 from sqlalchemy.sql import func
diff --git a/backend/dwf/infrastructure/observability/logging.py b/backend/dwf/infrastructure/observability/logging.py
index d4b5e74c..b9ac384c 100644
--- a/backend/dwf/infrastructure/observability/logging.py
+++ b/backend/dwf/infrastructure/observability/logging.py
@@ -1,4 +1,5 @@
 import logging
+
 import structlog
 
 
diff --git a/backend/dwf/main.py b/backend/dwf/main.py
index c31463f8..559fe8a5 100644
--- a/backend/dwf/main.py
+++ b/backend/dwf/main.py
@@ -3,10 +3,9 @@
 import structlog
 from fastapi import FastAPI
 
-from dwf.settings import Settings
-
 from dwf.infrastructure.database.engine import create_engine, create_session_factory
 from dwf.infrastructure.observability.logging import setup_logging
+from dwf.settings import Settings
 
 logger = structlog.stdlib.get_logger()
 
@@ -16,7 +15,6 @@ async def lifespan(app: FastAPI):
     settings: Settings = app.state.settings
     setup_logging(settings.log_level)
 
-
     engine = create_engine(settings.database_url)
     app.state.engine = engine
     app.state.session_factory = create_session_factory(engine)
diff --git a/backend/dwf/services/auth_service.py b/backend/dwf/services/auth_service.py
index 0f48bbd8..63cf9295 100644
--- a/backend/dwf/services/auth_service.py
+++ b/backend/dwf/services/auth_service.py
@@ -1,10 +1,10 @@
-from datetime import datetime, timedelta, timezone
+from datetime import UTC, datetime, timedelta
 
+import jwt
 from argon2 import PasswordHasher
 from argon2.exceptions import VerifyMismatchError
-import jwt
-from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy import select
+from sqlalchemy.ext.asyncio import AsyncSession
 
 from dwf.infrastructure.database.models import User
 from dwf.settings import Settings
@@ -43,7 +43,7 @@ def create_access_token(self, user_id: str) -> str:
         payload = {
             "sub": str(user_id),
             "type": "access",
-            "exp": datetime.now(timezone.utc) + timedelta(minutes=30),
+            "exp": datetime.now(UTC) + timedelta(minutes=30),
         }
         return jwt.encode(payload, self.settings.jwt_secret_key, algorithm="HS256")
 
@@ -51,7 +51,7 @@ def create_refresh_token(self, user_id: str) -> str:
         payload = {
             "sub": str(user_id),
             "type": "refresh",
-            "exp": datetime.now(timezone.utc) + timedelta(days=7),
+            "exp": datetime.now(UTC) + timedelta(days=7),
         }
         return jwt.encode(payload, self.settings.jwt_secret_key, algorithm="HS256")
 
diff --git a/backend/migration/env.py b/backend/migration/env.py
index ffe5dada..746a09da 100644
--- a/backend/migration/env.py
+++ b/backend/migration/env.py
@@ -1,13 +1,12 @@
 import asyncio
 from logging.config import fileConfig
 
+from alembic import context
 from sqlalchemy import pool
 from sqlalchemy.ext.asyncio import async_engine_from_config
 
-from alembic import context
-
-from dwf.settings import Settings
 from dwf.infrastructure.database.models import Base
+from dwf.settings import Settings
 
 config = context.config
 
diff --git a/backend/migration/versions/afc529ab7f8e_create_users_table.py b/backend/migration/versions/afc529ab7f8e_create_users_table.py
index 44d63829..2cdc6f92 100644
--- a/backend/migration/versions/afc529ab7f8e_create_users_table.py
+++ b/backend/migration/versions/afc529ab7f8e_create_users_table.py
@@ -6,17 +6,16 @@
 
 """
 
-from typing import Sequence, Union
+from collections.abc import Sequence
 
-from alembic import op
 import sqlalchemy as sa
-
+from alembic import op
 
 # revision identifiers, used by Alembic.
 revision: str = "afc529ab7f8e"
-down_revision: Union[str, Sequence[str], None] = None
-branch_labels: Union[str, Sequence[str], None] = None
-depends_on: Union[str, Sequence[str], None] = None
+down_revision: str | Sequence[str] | None = None
+branch_labels: str | Sequence[str] | None = None
+depends_on: str | Sequence[str] | None = None
 
 
 def upgrade() -> None:
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index e75a7079..a1cb710b 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -28,6 +28,9 @@ dev = [
 testpaths = ["tests"]
 pythonpath = ["."]
 
+[tool.ruff.lint.flake8-bugbear]
+extend-immutable-calls = ["fastapi.Depends", "fastapi.params.Depends"]
+
 [tool.hatch.build.targets.wheel]
 packages = ["backend/dwf"]