diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index b0399a80..38cc8334 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -13,6 +13,7 @@
         "vscode": {
             "extensions": [
                 "charliermarsh.ruff",
+                "dorzey.vscode-sqlfluff",
                 "exiasr.hadolint",
                 "kevinrose.vsc-python-indent",
                 "mosapride.zenkaku",
diff --git a/.dockerignore b/.dockerignore
index 6764aafa..7ee58272 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -182,6 +182,7 @@ pytest-coverage.txt
 .coveragerc
 .env.local
 .pre-commit-config.yaml
+.sqlfluff
 assets
 LICENSE
 noxfile.py
diff --git a/.github/workflows/format.yml b/.github/workflows/format.yml
index 50d30b84..491e6430 100644
--- a/.github/workflows/format.yml
+++ b/.github/workflows/format.yml
@@ -7,7 +7,9 @@ on:
       - ".github/actions/setup-python-with-uv/action.yml"
       - ".github/workflows/format.yml"
       - "**.py"
+      - "**.sql"
       - ".python-version"
+      - ".sqlfluff"
       - "pyproject.toml"
       - "ruff.toml"
       - "uv.lock"
@@ -18,7 +20,9 @@ on:
       - ".github/actions/setup-python-with-uv/action.yml"
       - ".github/workflows/format.yml"
       - "**.py"
+      - "**.sql"
       - ".python-version"
+      - ".sqlfluff"
       - "pyproject.toml"
       - "ruff.toml"
       - "uv.lock"
@@ -35,4 +39,17 @@ jobs:
         uses: ./.github/actions/setup-python-with-uv
 
       - name: Format by Ruff
-        run: uv run nox -s fmt
+        run: uv run nox -s fmt -- --ruff
+
+  sqlfluff:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v6
+
+      - name: Setup Python with uv
+        uses: ./.github/actions/setup-python-with-uv
+
+      - name: Format by SQLFluff
+        run: uv run nox -s fmt -- --sqlfluff
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index a6e6eee1..80efa97d 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -7,7 +7,9 @@ on:
       - ".github/actions/setup-python-with-uv/action.yml"
       - ".github/workflows/lint.yml"
       - "**.py"
+      - "**.sql"
       - ".python-version"
+      - ".sqlfluff"
       - "pyproject.toml"
       - "pyrightconfig.json"
       - "ruff.toml"
@@ -19,7 +21,9 @@ on:
       - ".github/actions/setup-python-with-uv/action.yml"
       - ".github/workflows/lint.yml"
       - "**.py"
+      - "**.sql"
       - ".python-version"
+      - ".sqlfluff"
       - "pyproject.toml"
       - "pyrightconfig.json"
       - "ruff.toml"
@@ -51,3 +55,16 @@ jobs:
 
       - name: Lint by Ruff
         run: uv run nox -s lint -- --ruff
+
+  sqlfluff:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v6
+
+      - name: Setup Python with uv
+        uses: ./.github/actions/setup-python-with-uv
+
+      - name: Lint by SQLFluff
+        run: uv run nox -s lint -- --sqlfluff
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index cbada9ab..25e29b41 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -54,5 +54,18 @@ repos:
         types: ["dockerfile"]
         entry: hadolint
 
+  - repo: https://github.com/sqlfluff/sqlfluff
+    rev: 3.5.0
+    hooks:
+      - id: sqlfluff-lint
+        name: SQLFluff Lint
+        description: "Lints sql files with `SQLFluff`"
+        types: [sql]
+
+      - id: sqlfluff-fix
+        name: SQLFluff Fix
+        description: "Fixes sql lint errors with `SQLFluff`"
+        types: [sql]
+
 ci:
   autoupdate_schedule: weekly
diff --git a/.sqlfluff b/.sqlfluff
new file mode 100644
index 00000000..f2b8c817
--- /dev/null
+++ b/.sqlfluff
@@ -0,0 +1,14 @@
+[sqlfluff]
+dialect = bigquery
+max_line_length = 80
+
+exclude_rules =
+
+[sqlfluff:indentation]
+tab_space_size = 2
+
+[sqlfluff:rules:ambiguous.join]
+fully_qualify_join_types = both
+
+[sqlfluff:rules:structure.unused_join]
+forbid_unused_join = True
diff --git a/.vscode/cspell.json b/.vscode/cspell.json
index d1cf265b..b4b2335c 100644
--- a/.vscode/cspell.json
+++ b/.vscode/cspell.json
@@ -10,6 +10,7 @@
         "apdisk",
         "autoflake",
         "autolabeler",
+        "beartype",
         "buildkit",
         "buildx",
         "caplog",
@@ -40,6 +41,7 @@
         "ipynb",
         "ipython",
         "isort",
+        "jaxtyping",
         "junitxml",
         "kevinrose",
         "kwargs",
@@ -96,9 +98,11 @@
         "spyderproject",
         "spyproject",
         "sqlalchemy",
+        "sqlfluff",
         "stmts",
         "superfences",
         "tamasfe",
+        "templater",
         "testpaths",
         "timemachine",
         "toolsai",
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index 66562bde..b24de294 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -2,6 +2,7 @@
     "recommendations": [
         "charliermarsh.ruff",
         "codezombiech.gitignore",
+        "dorzey.vscode-sqlfluff",
         "eamodio.gitlens",
         "exiasr.hadolint",
         "kevinrose.vsc-python-indent",
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 7f588d34..b79b4004 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -13,6 +13,10 @@
         "tests"
     ],
     "python.testing.unittestEnabled": false,
+    "sqlfluff.config": "${workspaceFolder}/.sqlfluff",
+    "sqlfluff.executablePath": "/home/vscode/.venv/bin/sqlfluff",
+    "sqlfluff.format.enabled": true,
+    "sqlfluff.linter.run": "onType",
     "terminal.integrated.defaultProfile.linux": "zsh",
     "terminal.integrated.profiles.linux": {
         "zsh": {
@@ -61,6 +65,11 @@
         "editor.formatOnSave": true,
         "editor.tabSize": 4
     },
+    "[sql]": {
+        "editor.defaultFormatter": "dorzey.vscode-sqlfluff",
+        "editor.formatOnSave": true,
+        "editor.tabSize": 2
+    },
     "[toml]": {
         "editor.defaultFormatter": "tamasfe.even-better-toml",
         "editor.formatOnSave": true,
diff --git a/CLAUDE.md b/CLAUDE.md
index 866d4c01..8ffcb4f8 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -42,24 +42,40 @@ uv run pytest
 
 ### Linting & Formatting
 ```bash
-# Format code
-uv run nox -s fmt
+# Format code with Ruff
+uv run nox -s fmt -- --ruff
+
+# Format SQL files with SQLFluff
+uv run nox -s fmt -- --sqlfluff
+
+# Format both Python and SQL
+uv run nox -s fmt -- --ruff --sqlfluff
 
 # Lint with both Pyright and Ruff
 uv run nox -s lint -- --pyright --ruff
 
+# Lint with all tools (Pyright, Ruff, SQLFluff)
+uv run nox -s lint -- --pyright --ruff --sqlfluff
+
 # Lint with Pyright only
 uv run nox -s lint -- --pyright
 
 # Lint with Ruff only
 uv run nox -s lint -- --ruff
 
+# Lint SQL files only
+uv run nox -s lint -- --sqlfluff
+
 # Run Ruff directly
 uv run ruff check . --fix
 uv run ruff format .
 
 # Run Pyright directly
 uv run pyright
+
+# Run SQLFluff directly
+uv run sqlfluff lint .
+uv run sqlfluff fix .
 ```
 
 ### Pre-commit Hooks
@@ -164,6 +180,12 @@ Tests in `tests/tools/` mirror the package structure:
 - Reports: HTML + terminal
 - Import mode: importlib
 
+**SQLFluff (.sqlfluff)**:
+- Dialect: BigQuery
+- Max line length: 80
+- Tab space size: 2
+- Custom rules for join qualification and unused joins
+
 ### Nox Task Automation
 
 The `noxfile.py` uses a custom `CLIArgs` parser (Pydantic-based):
@@ -181,6 +203,8 @@ def lint(session: nox.Session) -> None:
         session.run("uv", "run", "pyright")
     if args.ruff:
         session.run("uv", "run", "ruff", "check", ".", "--fix")
+    if args.sqlfluff:
+        session.run("uv", "run", "sqlfluff", "lint", ".")
 ```
 
 ## Key Patterns for Development
diff --git a/docs/configurations/index.md b/docs/configurations/index.md
index 7c1efd16..06abeac7 100644
--- a/docs/configurations/index.md
+++ b/docs/configurations/index.md
@@ -7,7 +7,8 @@ This section provides detailed information about how each tool in this template
 The development environment includes configuration files for:
 
 - **uv** - Package management and Python version
-- **Ruff** - Linting and formatting rules
+- **Ruff** - Linting and formatting rules for Python
+- **SQLFluff** - Linting and formatting rules for SQL
 - **Pyright** - Type checking strictness
 - **pytest** - Testing and coverage
 - **pre-commit** - Automated quality checks
@@ -19,7 +20,8 @@ Each tool is configured through dedicated configuration files in the repository
 | File | Tool | Purpose |
 |------|------|---------|
 | `pyproject.toml` | uv, Project | Dependencies and project metadata |
-| `ruff.toml` | Ruff | Linting and formatting rules |
+| `ruff.toml` | Ruff | Python linting and formatting rules |
+| `.sqlfluff` | SQLFluff | SQL linting and formatting rules |
 | `pyrightconfig.json` | Pyright | Type checking configuration |
 | `pytest.ini` | pytest | Testing and coverage settings |
 | `.pre-commit-config.yaml` | pre-commit | Hook definitions |
@@ -51,6 +53,27 @@ Understand Ruff's linting and formatting rules:
 
 [→ Read full Ruff configuration guide](ruff.md)
 
+### SQLFluff Configuration
+Configure SQL linting and formatting:
+- SQL dialect (BigQuery)
+- Line length (80 characters)
+- Indentation (2 spaces)
+- Custom rules for SQL best practices
+
+**Key file**: `.sqlfluff`
+
+**Quick reference:**
+```bash
+# Lint SQL files
+uv run sqlfluff lint .
+
+# Fix SQL files
+uv run sqlfluff fix .
+
+# Use via nox
+uv run nox -s lint -- --sqlfluff
+```
+
 ### [Pyright Configuration](pyright.md)
 Configure type checking behavior:
 - Type checking mode (standard)
diff --git a/docs/configurations/pre-commit.md b/docs/configurations/pre-commit.md
index 62ca0396..b276b52d 100644
--- a/docs/configurations/pre-commit.md
+++ b/docs/configurations/pre-commit.md
@@ -10,16 +10,30 @@
 - [https://github.com/astral-sh/ruff-pre-commit](https://github.com/astral-sh/ruff-pre-commit)
     - Ruff Lint
     - Ruff Format
+- [https://github.com/sqlfluff/sqlfluff](https://github.com/sqlfluff/sqlfluff)
+    - SQLFluff Lint
+    - SQLFluff Fix
 - [https://github.com/hadolint/hadolint](https://github.com/hadolint/hadolint)
     - Hadolint
 
 ## Overview
-```{.yaml hl_lines=42-57 title=".pre-commit-config.yaml"}
+```{.yaml title=".pre-commit-config.yaml"}
 default_stages: [pre-commit]
 
 repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v5.0.0
+    hooks:
+      - id: end-of-file-fixer
+      - id: check-json
+      - id: check-toml
+      - id: check-xml
+      - id: check-yaml
+      - id: detect-private-key
+      - id: trailing-whitespace
+
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.8.3
+    rev: v0.12.8
     hooks:
       - id: ruff
         name: Ruff check
@@ -40,6 +54,19 @@ repos:
         types: ["dockerfile"]
         entry: hadolint
 
+  - repo: https://github.com/sqlfluff/sqlfluff
+    rev: 3.5.0
+    hooks:
+      - id: sqlfluff-lint
+        name: SQLFluff Lint
+        description: "Lints sql files with `SQLFluff`"
+        types: [sql]
+
+      - id: sqlfluff-fix
+        name: SQLFluff Fix
+        description: "Fixes sql lint errors with `SQLFluff`"
+        types: [sql]
+
 ci:
   autoupdate_schedule: weekly
 ```
diff --git a/docs/guides/index.md b/docs/guides/index.md
index 4dbb5dec..3f204b2b 100644
--- a/docs/guides/index.md
+++ b/docs/guides/index.md
@@ -7,7 +7,8 @@ This section provides comprehensive guides for using the tools and utilities inc
 This template includes several modern Python development tools, each serving a specific purpose:
 
 - **uv** - Ultra-fast package management (10-100x faster than pip)
-- **Ruff** - Lightning-fast linting and formatting
+- **Ruff** - Lightning-fast linting and formatting for Python
+- **SQLFluff** - SQL linting and formatting
 - **Pyright** - Advanced type checking
 - **pytest** - Comprehensive testing framework
 - **nox** - Task automation and workflow management
@@ -21,13 +22,17 @@ This template includes several modern Python development tools, each serving a s
 ### Available Sessions
 
 ```bash
-# Format code with Ruff
-uv run nox -s fmt
+# Format code
+uv run nox -s fmt -- --ruff             # Format Python code
+uv run nox -s fmt -- --sqlfluff         # Format SQL code
+uv run nox -s fmt -- --ruff --sqlfluff  # Format both
 
 # Run linters (you can specify which ones)
-uv run nox -s lint -- --pyright --ruff  # Both
-uv run nox -s lint -- --pyright         # Pyright only
-uv run nox -s lint -- --ruff            # Ruff only
+uv run nox -s lint -- --pyright --ruff --sqlfluff  # All linters
+uv run nox -s lint -- --pyright --ruff             # Python only
+uv run nox -s lint -- --pyright                    # Pyright only
+uv run nox -s lint -- --ruff                       # Ruff only
+uv run nox -s lint -- --sqlfluff                   # SQL only
 
 # Run tests with coverage (75% minimum required)
 uv run nox -s test
diff --git a/docs/index.md b/docs/index.md
index 6985a322..35a0c4d1 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -14,6 +14,7 @@ This repository provides a complete, batteries-included development environment
 
 - **Ultra-fast package management** - [uv](https://github.com/astral-sh/uv) is 10-100x faster than pip
 - **Lightning-fast code quality** - [Ruff](https://github.com/astral-sh/ruff) replaces Black, isort, Flake8, and more
+- **SQL linting** - [SQLFluff](https://github.com/sqlfluff/sqlfluff) for SQL code quality
 - **Type safety** - Pyright for comprehensive type checking
 - **Automated testing** - pytest with 75% coverage requirement
 - **Task automation** - nox for streamlined development workflows
@@ -115,11 +116,14 @@ See practical examples:
 # Install dependencies
 uv sync
 
-# Format code
-uv run nox -s fmt
+# Format Python code
+uv run nox -s fmt -- --ruff
+
+# Format SQL code
+uv run nox -s fmt -- --sqlfluff
 
 # Run linters
-uv run nox -s lint -- --pyright --ruff
+uv run nox -s lint -- --pyright --ruff --sqlfluff
 
 # Run tests
 uv run nox -s test
diff --git a/docs/usecases/opencv.md b/docs/usecases/opencv.md
index 8924b4a3..5d3b7867 100644
--- a/docs/usecases/opencv.md
+++ b/docs/usecases/opencv.md
@@ -8,7 +8,6 @@ FROM ghcr.io/astral-sh/uv:$UV_VERSION AS uv
 
 
 FROM mcr.microsoft.com/vscode/devcontainers/base:$DEBIAN_VERSION
-LABEL maintainer="a5chin <a5chin.origin+contact@gmain.com>"
 
 # hadolint ignore=DL3008
 RUN apt-get update \
diff --git a/noxfile.py b/noxfile.py
index 27f700b8..964e03b7 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -14,6 +14,7 @@ class CLIArgs(
     junitxml: str = ""
     pyright: bool = False
     ruff: bool = False
+    sqlfluff: bool = False
 
     @classmethod
     def parse(cls, posargs: list[str]) -> CLIArgs:
@@ -48,12 +49,17 @@ def fmt(session: nox.Session) -> None:
         session (nox.Session): The Nox session object.
 
     Examples:
-        >>> uv run nox -s fmt
+        >>> uv run nox -s fmt -- --ruff --sqlfluff
 
     """
-    session.run("uv", "run", "ruff", "format", ".")
+    args = CLIArgs.parse(session.posargs)
 
-    session.log("✅ Formatting completed successfully.")
+    if args.ruff:
+        session.run("uv", "run", "ruff", "format", ".")
+        session.log("✅ Ruff formatting completed successfully.")
+    if args.sqlfluff:
+        session.run("uv", "run", "sqlfluff", "fix", ".")
+        session.log("✅ SQLFluff formatting completed successfully.")
 
 
 @nox.session(python=False)
@@ -64,7 +70,7 @@ def lint(session: nox.Session) -> None:
         session (nox.Session): The Nox session object.
 
     Examples:
-        >>> uv run nox -s lint -- --pyright --ruff
+        >>> uv run nox -s lint -- --pyright --ruff --sqlfluff
 
     """
     args = CLIArgs.parse(session.posargs)
@@ -75,6 +81,9 @@ def lint(session: nox.Session) -> None:
     if args.ruff:
         session.run("uv", "run", "ruff", "check", ".", "--fix")
         session.log("✅ Ruff linting completed successfully.")
+    if args.sqlfluff:
+        session.run("uv", "run", "sqlfluff", "lint", ".")
+        session.log("✅ SQLFluff linting completed successfully.")
 
 
 @nox.session(python=False)
diff --git a/pyproject.toml b/pyproject.toml
index d6db753a..5ea88c4f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -31,6 +31,7 @@ dev = [
     "pytest>=8.4.2",
     "pytest-cov>=7.0.0",
     "ruff>=0.14.0",
+    "sqlfluff>=3.5.0",
 ]
 
 [tool.hatch.build.targets.wheel]
diff --git a/uv.lock b/uv.lock
index a0315de8..3c63bdec 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.14'",
@@ -423,14 +423,14 @@ wheels = [
 
 [[package]]
 name = "click"
-version = "8.3.1"
+version = "8.3.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "colorama", marker = "sys_platform == 'win32'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/3d/fa/656b739db8587d7b5dfa22e22ed02566950fbfbcdc20311993483657a5c0/click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a", size = 295065, upload-time = "2025-11-15T20:45:42.706Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/46/61/de6cd827efad202d7057d93e0fed9294b96952e188f7384832791c7b2254/click-8.3.0.tar.gz", hash = "sha256:e7b8232224eba16f4ebe410c25ced9f7875cb5f3263ffc93cc3e8da705e229c4", size = 276943, upload-time = "2025-09-18T17:32:23.696Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/98/78/01c019cdb5d6498122777c1a43056ebb3ebfeef2076d9d026bfe15583b2b/click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6", size = 108274, upload-time = "2025-11-15T20:45:41.139Z" },
+    { url = "https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl", hash = "sha256:9b9f285302c6e3064f4330c05f05b81945b2a39544279343e6e7c5f27a9baddc", size = 107295, upload-time = "2025-09-18T17:32:22.42Z" },
 ]
 
 [[package]]
@@ -663,6 +663,7 @@ dev = [
     { name = "pytest" },
     { name = "pytest-cov" },
     { name = "ruff" },
+    { name = "sqlfluff" },
 ]
 
 [package.metadata]
@@ -687,6 +688,7 @@ dev = [
     { name = "pytest", specifier = ">=8.4.2" },
     { name = "pytest-cov", specifier = ">=7.0.0" },
     { name = "ruff", specifier = ">=0.14.0" },
+    { name = "sqlfluff", specifier = ">=3.5.0" },
 ]
 
 [[package]]
@@ -711,6 +713,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/99/c7/d1ec24fb280caa5a79b6b950db565dab30210a66259d17d5bb2b3a9f878d/dependency_groups-1.3.1-py3-none-any.whl", hash = "sha256:51aeaa0dfad72430fcfb7bcdbefbd75f3792e5919563077f30bc0d73f4493030", size = 8664, upload-time = "2025-05-02T00:34:27.085Z" },
 ]
 
+[[package]]
+name = "diff-cover"
+version = "10.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "chardet" },
+    { name = "jinja2" },
+    { name = "pluggy" },
+    { name = "pygments" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/84/f4/5d876c7d262bb40108ac6109c426ee97e49d975e8623031ae5e1d69f2d1d/diff_cover-10.0.0.tar.gz", hash = "sha256:92ead026726055bf4c1a90cd7ff83544049d467840e07c66289a4351126dbe25", size = 100934, upload-time = "2025-12-10T02:50:29.791Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/33/78/cf0484cd70b44de6bac1c54de1ce387b63398db9b1d3ac7cba4360025eb2/diff_cover-10.0.0-py3-none-any.whl", hash = "sha256:b3a095d733ba715df6098f51d9155607e4752f82be8a6cbba9bfcf77df736852", size = 56210, upload-time = "2025-12-10T02:50:27.012Z" },
+]
+
 [[package]]
 name = "distlib"
 version = "0.4.0"
@@ -2499,6 +2516,113 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl", hash = "sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231", size = 26766, upload-time = "2025-10-13T15:30:47.625Z" },
 ]
 
+[[package]]
+name = "regex"
+version = "2025.11.3"
+source = { registry = "https://pypi.org/simple" }
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