diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index 4a9a2539..d9b61a9a 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -39,13 +39,17 @@
                 "ms-python.python",
                 "ms-toolsai.jupyter",
                 "njpwerner.autodocstring",
+                "quary.sqruff",
                 "redhat.vscode-yaml",
                 "shardulm94.trailing-spaces",
-                "sqlfluff.vscode-sqlfluff",
                 "streetsidesoftware.code-spell-checker",
                 "tamasfe.even-better-toml",
                 "yzhang.markdown-all-in-one"
-            ]
+            ],
+            "settings": {
+                "python.defaultInterpreterPath": "./.venv/bin/python",
+                "sqruff.executablePath": "${workspaceFolder}/.venv/bin/sqruff"
+            }
         }
     },
     "containerEnv": {
diff --git a/.dockerignore b/.dockerignore
index 29a57931..cd205d42 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -182,7 +182,7 @@ pytest-coverage.txt
 .coveragerc
 .env.local
 .pre-commit-config.yaml
-.sqlfluff
+.sqruff
 assets
 LICENSE
 noxfile.py
diff --git a/.github/actions/setup-python-with-uv/action.yml b/.github/actions/setup-python-with-uv/action.yml
index 985709a6..b3aa446f 100644
--- a/.github/actions/setup-python-with-uv/action.yml
+++ b/.github/actions/setup-python-with-uv/action.yml
@@ -12,7 +12,7 @@ runs:
       shell: bash
 
     - name: Install uv
-      uses: astral-sh/setup-uv@v7
+      uses: astral-sh/setup-uv@v10.2.0
       with:
         enable-cache: true
         python-version: ${{ env.PYTHON_VERSION }}
diff --git a/.github/environments.json b/.github/environments.json
new file mode 100644
index 00000000..2cbf5700
--- /dev/null
+++ b/.github/environments.json
@@ -0,0 +1,23 @@
+{
+    "Develop": {
+        "deployment_branch_policy": {
+            "protected_branches": false,
+            "custom_branch_policies": true
+        },
+        "reviewers": [],
+        "wait_timer": 0
+    },
+    "Production": {
+        "deployment_branch_policy": {
+            "protected_branches": false,
+            "custom_branch_policies": true
+        },
+        "reviewers": [],
+        "wait_timer": 0
+    },
+    "github-pages": {
+        "deployment_branch_policy": null,
+        "reviewers": [],
+        "wait_timer": 0
+    }
+}
diff --git a/.github/protection.json b/.github/protection.json
index ba49d1ca..987fa795 100644
--- a/.github/protection.json
+++ b/.github/protection.json
@@ -1,4 +1,19 @@
 {
+    "develop": {
+        "allow_deletions": false,
+        "allow_force_pushes": false,
+        "enforce_admins": false,
+        "required_pull_request_reviews": {
+            "dismiss_stale_reviews": false,
+            "require_code_owner_reviews": false,
+            "required_approving_review_count": 1
+        },
+        "required_status_checks": {
+            "contexts": [],
+            "strict": true
+        },
+        "restrictions": null
+    },
     "main": {
         "allow_deletions": false,
         "allow_force_pushes": false,
diff --git a/.github/workflows/actionlint.yml b/.github/workflows/actionlint.yml
index e3ca5eb8..efe76611 100644
--- a/.github/workflows/actionlint.yml
+++ b/.github/workflows/actionlint.yml
@@ -10,7 +10,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Check workflow files
         uses: reviewdog/action-actionlint@v1
diff --git a/.github/workflows/approve.yml b/.github/workflows/approve.yml
index 610615ab..0c3576dd 100644
--- a/.github/workflows/approve.yml
+++ b/.github/workflows/approve.yml
@@ -5,6 +5,9 @@ on:
     types:
       - opened
 
+permissions:
+  pull-requests: write
+
 jobs:
   approve:
     runs-on: ubuntu-latest
@@ -12,6 +15,9 @@ jobs:
     if: endsWith(github.actor, '[bot]')
 
     steps:
+      - name: Checkout
+        uses: actions/checkout@v7
+
       - name: Approve
         run: gh pr review ${{ github.event.number }} --approve
         env:
diff --git a/.github/workflows/devcontainer.yml b/.github/workflows/devcontainer.yml
index 8c481b84..21568bce 100644
--- a/.github/workflows/devcontainer.yml
+++ b/.github/workflows/devcontainer.yml
@@ -14,10 +14,10 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Lint Dockerfile
-        uses: hadolint/hadolint-action@v3.3.0
+        uses: hadolint/hadolint-action@v3.5.0
         with:
           dockerfile: .devcontainer/Dockerfile
 
@@ -29,21 +29,21 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
+        uses: docker/setup-buildx-action@v4
 
       - name: Docker Meta
         id: meta
-        uses: docker/metadata-action@v5
+        uses: docker/metadata-action@v6
         with:
           images: vscode
           tags: |
             latest
 
       - name: Build Image for VSCode
-        uses: docker/build-push-action@v6
+        uses: docker/build-push-action@v7
         with:
           context: .
           file: .devcontainer/Dockerfile
diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index 36f77527..643fc27c 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -16,10 +16,10 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Lint Dockerfile
-        uses: hadolint/hadolint-action@v3.3.0
+        uses: hadolint/hadolint-action@v3.5.0
         with:
           dockerfile: Dockerfile
 
@@ -31,21 +31,21 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
+        uses: docker/setup-buildx-action@v4
 
       - name: Docker Meta
         id: meta
-        uses: docker/metadata-action@v5
+        uses: docker/metadata-action@v6
         with:
           images: vscode
           tags: |
             latest
 
       - name: Build Image
-        uses: docker/build-push-action@v6
+        uses: docker/build-push-action@v7
         with:
           context: .
           file: Dockerfile
diff --git a/.github/workflows/draft.yml b/.github/workflows/draft.yml
deleted file mode 100644
index f5d7ee65..00000000
--- a/.github/workflows/draft.yml
+++ /dev/null
@@ -1,27 +0,0 @@
-name: Draft Release
-
-on:
-  pull_request:
-    branches:
-      - main
-    types:
-      - closed
-
-jobs:
-  update:
-    if: github.event.pull_request.merged == true && !contains(github.head_ref, 'release/')
-
-    runs-on: ubuntu-latest
-
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v6
-
-      - name: Update Draft Release
-        uses: release-drafter/release-drafter@v6
-        with:
-          config-name: release-drafter.yml
-          disable-autolabeler: true
-          publish: false
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/format.yml b/.github/workflows/format.yml
index 37546c68..9a57b644 100644
--- a/.github/workflows/format.yml
+++ b/.github/workflows/format.yml
@@ -8,7 +8,8 @@ on:
       - "**.py"
       - "**.sql"
       - ".python-version"
-      - ".sqlfluff"
+      - ".sqruff"
+      - ".sqruffignore"
       - "pyproject.toml"
       - "ruff.toml"
       - "uv.lock"
@@ -19,7 +20,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Python with uv
         uses: ./.github/actions/setup-python-with-uv
@@ -27,15 +28,15 @@ jobs:
       - name: Format by Ruff
         run: uv run nox -s fmt -- --ruff
 
-  sqlfluff:
+  sqruff:
     runs-on: ubuntu-latest
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Python with uv
         uses: ./.github/actions/setup-python-with-uv
 
-      - name: Format by SQLFluff
-        run: uv run nox -s fmt -- --sqlfluff
+      - name: Format by sqruff
+        run: uv run nox -s fmt -- --sqruff
diff --git a/.github/workflows/gh-deploy.yml b/.github/workflows/gh-deploy.yml
index 27cecc5a..98cfec71 100644
--- a/.github/workflows/gh-deploy.yml
+++ b/.github/workflows/gh-deploy.yml
@@ -20,9 +20,11 @@ jobs:
   deploy:
     runs-on: ubuntu-latest
 
+    environment: github-pages
+
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Configure Git Credentials
         uses: ./.github/actions/setup-git-config
@@ -38,7 +40,7 @@ jobs:
         run: echo "id=$(find docs -type f -print0 | sort -z | xargs -0 sha256sum mkdocs.yml pyproject.toml uv.lock | sha256sum | awk '{print $1}')" >> "$GITHUB_OUTPUT"
 
       - name: Save cache
-        uses: actions/cache@v5
+        uses: actions/cache@v6
         with:
           key: mkdocs-material-${{ steps.cache.outputs.id }}
           path: .cache
diff --git a/.github/workflows/labeler.yml b/.github/workflows/labeler.yml
index 597a31c0..2339d6bd 100644
--- a/.github/workflows/labeler.yml
+++ b/.github/workflows/labeler.yml
@@ -16,4 +16,4 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-      - uses: actions/labeler@v6
+      - uses: actions/labeler@v7
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index 4dfed135..abe26c7e 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -8,7 +8,8 @@ on:
       - "**.py"
       - "**.sql"
       - ".python-version"
-      - ".sqlfluff"
+      - ".sqruff"
+      - ".sqruffignore"
       - "pyproject.toml"
       - "ruff.toml"
       - "ty.toml"
@@ -20,7 +21,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Python with uv
         uses: ./.github/actions/setup-python-with-uv
@@ -28,25 +29,25 @@ jobs:
       - name: Lint by Ruff
         run: uv run nox -s lint -- --ruff
 
-  sqlfluff:
+  sqruff:
     runs-on: ubuntu-latest
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Python with uv
         uses: ./.github/actions/setup-python-with-uv
 
-      - name: Lint by SQLFluff
-        run: uv run nox -s lint -- --sqlfluff
+      - name: Lint by sqruff
+        run: uv run nox -s lint -- --sqruff
 
   ty:
     runs-on: ubuntu-latest
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Python with uv
         uses: ./.github/actions/setup-python-with-uv
diff --git a/.github/workflows/pr-agent.yml b/.github/workflows/pr-agent.yml
index deaa335c..87301a4c 100644
--- a/.github/workflows/pr-agent.yml
+++ b/.github/workflows/pr-agent.yml
@@ -22,7 +22,7 @@ jobs:
 
     steps:
       - name: PR Agent Action Step
-        uses: qodo-ai/pr-agent@v0.31
+        uses: qodo-ai/pr-agent@v0.47.0
         env:
           CONFIG.CUSTOM_MODEL_MAX_TOKENS: 64000
           CONFIG.MODEL: "gemini/gemini-2.5-flash"
diff --git a/.github/workflows/publish-app.yml b/.github/workflows/publish-app.yml
index 97eb7be2..5cd4b796 100644
--- a/.github/workflows/publish-app.yml
+++ b/.github/workflows/publish-app.yml
@@ -3,7 +3,7 @@ name: Publish App to GHCR
 on:
   push:
     branches:
-      - main
+      - develop
     paths:
       - ".github/workflows/publish-app.yml"
       - ".python-version"
@@ -27,13 +27,13 @@ jobs:
 
     steps:
       - name: Checkout Repository
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Docker Buildx
-        uses: docker/setup-buildx-action@v3
+        uses: docker/setup-buildx-action@v4
 
       - name: Log in to Container Registry
-        uses: docker/login-action@v3
+        uses: docker/login-action@v4.6.0
         with:
           registry: ${{ env.REGISTRY }}
           username: ${{ github.actor }}
@@ -41,7 +41,7 @@ jobs:
 
       - name: Extract Metadata
         id: meta
-        uses: docker/metadata-action@v5
+        uses: docker/metadata-action@v6
         with:
           images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}
           tags: |
@@ -61,7 +61,7 @@ jobs:
             org.opencontainers.image.licenses=MIT
 
       - name: Build and Push App Image
-        uses: docker/build-push-action@v6
+        uses: docker/build-push-action@v7
         with:
           context: .
           file: Dockerfile
diff --git a/.github/workflows/publish-devcontainer.yml b/.github/workflows/publish-devcontainer.yml
index 2715e24d..a7611ee5 100644
--- a/.github/workflows/publish-devcontainer.yml
+++ b/.github/workflows/publish-devcontainer.yml
@@ -3,7 +3,7 @@ name: Publish Devcontainer to GHCR
 on:
   push:
     branches:
-      - main
+      - develop
     paths:
       - ".devcontainer/Dockerfile"
       - ".github/workflows/publish-devcontainer.yml"
@@ -27,13 +27,13 @@ jobs:
 
     steps:
       - name: Checkout Repository
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Docker Buildx
-        uses: docker/setup-buildx-action@v3
+        uses: docker/setup-buildx-action@v4
 
       - name: Login to Container Registry
-        uses: docker/login-action@v3
+        uses: docker/login-action@v4.6.0
         with:
           password: ${{ secrets.GITHUB_TOKEN }}
           registry: ${{ env.REGISTRY }}
@@ -41,7 +41,7 @@ jobs:
 
       - name: Extract Metadata
         id: meta
-        uses: docker/metadata-action@v5
+        uses: docker/metadata-action@v6
         with:
           images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}
           tags: |
@@ -61,7 +61,7 @@ jobs:
             org.opencontainers.image.vendor=a5chin <a5chin.origin+contact@gmail.com>
 
       - name: Build and Push Devcontainer Image
-        uses: docker/build-push-action@v6
+        uses: docker/build-push-action@v7
         with:
           context: .
           file: .devcontainer/Dockerfile
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index f849302e..4ede8f2c 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -1,35 +1,62 @@
 name: Release
 
 on:
-  pull_request:
+  push:
     branches:
+      - develop
       - main
-    types:
-      - closed
 
 permissions:
   contents: write
   pull-requests: read
 
 jobs:
-  publish:
-    if: github.event.pull_request.merged == true && contains(github.head_ref, 'release/')
+  develop:
+    if: github.ref_name == 'develop'
 
     runs-on: ubuntu-latest
 
+    environment: Develop
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v7
+
+      - name: Update Draft Release
+        uses: release-drafter/release-drafter@v7.9.0
+        with:
+          config-name: release-drafter.yml
+          publish: false
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+  production:
+    if: github.ref_name == 'main'
+
+    runs-on: ubuntu-latest
+
+    environment: Production
+
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
+
+      - name: Get PR Title for Version
+        id: pr
+        run: |
+          PR_TITLE=$(gh pr list --search "${{ github.sha }}" --state merged --json title --jq '.[0].title')
+          echo "TITLE=$PR_TITLE" >> "$GITHUB_OUTPUT"
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
 
       - name: Publish Release
-        uses: release-drafter/release-drafter@v6
+        uses: release-drafter/release-drafter@v7.9.0
         with:
           config-name: release-drafter.yml
-          disable-autolabeler: true
           name: ${{ env.VERSION }}
           publish: true
           tag: ${{ env.VERSION }}
           version: ${{ env.VERSION }}
         env:
+          VERSION: ${{ steps.pr.outputs.TITLE }}
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          VERSION: ${{ github.event.pull_request.title }}
diff --git a/.github/workflows/setting.yml b/.github/workflows/setting.yml
index df488bbf..a92e3acb 100644
--- a/.github/workflows/setting.yml
+++ b/.github/workflows/setting.yml
@@ -4,85 +4,163 @@ on:
   pull_request:
     paths:
       - .github/workflows/setting.yml
+      - .github/environments.json
       - .github/protection.json
   schedule:
     - cron: "0 0 * * *"
   workflow_dispatch:
 
 jobs:
-  delete-branch:
+  branch:
     runs-on: ubuntu-latest
 
     steps:
       - name: Generate a token
         id: generate-token
-        uses: actions/create-github-app-token@v2
+        uses: actions/create-github-app-token@v3
         with:
-          app-id: ${{ vars.APP_ID }}
+          client-id: ${{ vars.APP_ID }}
           private-key: ${{ secrets.APP_KEY }}
 
       - name: Enable auto-delete head branches
         run: |
-          gh repo edit ${{ github.repository }} --delete-branch-on-merge
+          gh repo edit ${{ github.repository }} \
+            --default-branch develop \
+            --delete-branch-on-merge
         env:
           GH_TOKEN: ${{ steps.generate-token.outputs.token }}
 
+  environments:
+    runs-on: ubuntu-latest
+
+    strategy:
+      matrix:
+        include:
+          - environment: Develop
+            branch: develop
+          - environment: Production
+            branch: main
+          - environment: github-pages
+            branch: gh-pages
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v7
+
+      - name: Generate a token
+        id: generate-token
+        uses: actions/create-github-app-token@v3
+        with:
+          client-id: ${{ vars.APP_ID }}
+          private-key: ${{ secrets.APP_KEY }}
+
+      - name: Configure Environment
+        run: |
+          if [ ! -f ${{ env.CONFIG_FILE }} ]; then
+            echo "Error: ${{ env.CONFIG_FILE }} not found!"
+            exit 1
+          fi
+
+          jq -c ".\"${{ env.ENVIRONMENT_NAME }}\"" ${{ env.CONFIG_FILE }} | gh api -X PUT "${{ env.ENDPOINT }}/${{ env.ENVIRONMENT_NAME }}" --input -
+
+          CUSTOM_BRANCH_POLICIES=$(jq -r ".\"${{ env.ENVIRONMENT_NAME }}\".deployment_branch_policy.custom_branch_policies" ${{ env.CONFIG_FILE }})
+
+          if [ "$CUSTOM_BRANCH_POLICIES" != true ]; then
+            IDS=$(gh api "${{ env.ENDPOINT }}/${{ env.ENVIRONMENT_NAME }}/deployment-branch-policies" --jq '.branch_policies[].id' || true)
+            for ID in $IDS; do
+              gh api -X DELETE "${{ env.ENDPOINT }}/${{ env.ENVIRONMENT_NAME }}/deployment-branch-policies/$ID" --silent || true
+            done
+            exit 0
+          fi
+
+          gh api -X POST "${{ env.ENDPOINT }}/${{ env.ENVIRONMENT_NAME }}/deployment-branch-policies" \
+            -f "name=${{ env.BRANCH_NAME }}" \
+            -f "type=branch"
+        env:
+          CONFIG_FILE: .github/environments.json
+          BRANCH_NAME: ${{ matrix.branch }}
+          ENDPOINT: repos/${{ github.repository }}/environments
+          ENVIRONMENT_NAME: ${{ matrix.environment }}
+          GH_TOKEN: ${{ steps.generate-token.outputs.token }}
+
   pages:
     runs-on: ubuntu-latest
 
     steps:
       - name: Generate a token
         id: generate-token
-        uses: actions/create-github-app-token@v2
+        uses: actions/create-github-app-token@v3
         with:
-          app-id: ${{ vars.APP_ID }}
+          client-id: ${{ vars.APP_ID }}
           private-key: ${{ secrets.APP_KEY }}
 
       - name: Set GitHub Pages Source
         run: |
-          gh api -X POST "repos/${{ github.repository }}/pages" \
+          gh api -X POST ${{ env.ENDPOINT }} \
             -f "source[branch]=${{ env.BRANCH }}" \
             -f "source[path]=${{ env.TARGET_PATH }}" --silent \
           || \
-          gh api -X PUT "repos/${{ github.repository }}/pages" \
+          gh api -X PUT ${{ env.ENDPOINT }} \
             -f "source[branch]=${{ env.BRANCH }}" \
             -f "source[path]=${{ env.TARGET_PATH }}"
         env:
+          ENDPOINT: repos/${{ github.repository }}/pages
           BRANCH: gh-pages
           TARGET_PATH: /
           GH_TOKEN: ${{ steps.generate-token.outputs.token }}
 
+  permission:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Generate a token
+        id: generate-token
+        uses: actions/create-github-app-token@v3
+        with:
+          client-id: ${{ vars.APP_ID }}
+          private-key: ${{ secrets.APP_KEY }}
+
+      - name: Configure Actions Workflow Permissions
+        run: |
+          gh api -X PUT "${{ env.ENDPOINT }}" \
+            -f "default_workflow_permissions=write" \
+            -F "can_approve_pull_request_reviews=true"
+        env:
+          ENDPOINT: repos/${{ github.repository }}/actions/permissions/workflow
+          GH_TOKEN: ${{ steps.generate-token.outputs.token }}
+
   protection:
     runs-on: ubuntu-latest
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Generate a token
         id: generate-token
-        uses: actions/create-github-app-token@v2
+        uses: actions/create-github-app-token@v3
         with:
-          app-id: ${{ vars.APP_ID }}
+          client-id: ${{ vars.APP_ID }}
           private-key: ${{ secrets.APP_KEY }}
 
       - name: Apply Branch Protection Rules
         run: |
-          if [ ! -f "$CONFIG_FILE" ]; then
-            echo "Error: $CONFIG_FILE not found!"
+          if [ ! -f ${{ env.CONFIG_FILE }} ]; then
+            echo "Error: ${{ env.CONFIG_FILE }} not found!"
             exit 1
           fi
 
-          BRANCHES=$(jq -r 'keys[]' "$CONFIG_FILE")
+          BRANCHES=$(jq -r 'keys[]' ${{ env.CONFIG_FILE }})
 
           for BRANCH in $BRANCHES; do
-            if ! gh api "repos/${{ github.repository }}/branches/$BRANCH" --silent >/dev/null 2>&1; then
-              echo "Warning: Branch '$BRANCH' does not exist in this repository. Skipping..."
+            if ! gh api "${{ env.ENDPOINT }}/$BRANCH" --silent >/dev/null 2>&1; then
+              echo "Warning: Branch $BRANCH does not exist in this repository. Skipping..."
               continue
             fi
 
-            jq -c ".\"$BRANCH\"" "$CONFIG_FILE" | gh api -X PUT "repos/${{ github.repository }}/branches/$BRANCH/protection" --input -
+            jq -c ".\"$BRANCH\"" ${{ env.CONFIG_FILE }} | gh api -X PUT "${{ env.ENDPOINT }}/$BRANCH/protection" --input -
           done
         env:
           CONFIG_FILE: .github/protection.json
+          ENDPOINT: repos/${{ github.repository }}/branches
           GH_TOKEN: ${{ steps.generate-token.outputs.token }}
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 4ab2fe2a..37d1ba62 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -16,6 +16,7 @@ on:
       - "uv.lock"
   push:
     branches:
+      - develop
       - main
     paths:
       - ".github/actions/setup-python-with-uv/action.yml"
@@ -40,13 +41,13 @@ jobs:
     steps:
       - name: Generate a token
         id: generate-token
-        uses: actions/create-github-app-token@v2
+        uses: actions/create-github-app-token@v3
         with:
-          app-id: ${{ vars.APP_ID }}
+          client-id: ${{ vars.APP_ID }}
           private-key: ${{ secrets.APP_KEY }}
 
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
         with:
           token: ${{ steps.generate-token.outputs.token }}
 
@@ -57,14 +58,15 @@ jobs:
         run: uv run nox -s test -- --cov_report xml --junitxml junit.xml
 
       - name: Upload test results to Codecov
-        uses: codecov/test-results-action@v1
+        uses: codecov/codecov-action@v7
         with:
+          report_type: test_results
           fail_ci_if_error: true
           files: ./junit.xml,!./cache
           token: ${{ secrets.CODECOV_TOKEN }}
 
       - name: Upload coverage to Codecov
-        uses: codecov/codecov-action@v5
+        uses: codecov/codecov-action@v7
         with:
           fail_ci_if_error: true
           flags: unittests
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index f2b3c897..b85d4bab 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,48 +6,49 @@ repos:
     hooks:
       - id: end-of-file-fixer
         name: End of file fixer
-        description: "Ensure files end with a newline"
+        description: Ensure files end with a newline
 
       - id: check-json
         name: Check JSON
-        description: "Check that JSON files are valid"
+        description: Check that JSON files are valid
 
       - id: check-toml
         name: Check TOML
-        description: "Check that TOML files are valid"
+        description: Check that TOML files are valid
 
       - id: check-xml
         name: Check XML
-        description: "Check that XML files are valid"
+        description: Check that XML files are valid
 
       - id: check-yaml
         name: Check YAML
-        description: "Check that YAML files are valid"
+        description: Check that YAML files are valid
 
       - id: detect-private-key
         name: Detect private key
-        description: "Detect private keys in files"
+        description: Detect private keys in files
 
       - id: trailing-whitespace
         name: Trailing whitespace
-        description: "Remove trailing whitespace from files"
+        description: Remove trailing whitespace from files
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
     rev: v0.12.8
     hooks:
+      - id: ruff-format
+        name: Python Format
+        description: Run 'ruff format' for extremely fast Python formatting
+
       - id: ruff
-        name: Ruff check
-        description: "Run 'ruff check' for extremely fast Python linting"
+        name: Python Lint
+        description: Run 'ruff check' for extremely fast Python linting
         args: [--fix]
 
-      - id: ruff-format
-        name: Ruff format
-        description: "Run 'ruff format' for extremely fast Python formatting"
-
   - repo: local
     hooks:
       - id: ty
-        name: ty check
+        name: Python Type Check
+        description: Run 'ty check' for Python type checking
         entry: uv run ty check
         language: python
         types: [python]
@@ -56,28 +57,33 @@ repos:
     rev: v1.7.10
     hooks:
       - id: actionlint
+        name: GitHub Actions Lint
+        description: Lint GitHub Actions workflows
 
   - repo: https://github.com/hadolint/hadolint
     rev: v2.12.0
     hooks:
       - id: hadolint
-        name: Lint Dockerfiles
+        name: Dockerfile Lint
         description: Runs hadolint to lint Dockerfiles
         language: system
-        types: ["dockerfile"]
+        types: [dockerfile]
         entry: hadolint
 
-  - repo: https://github.com/sqlfluff/sqlfluff
-    rev: 3.5.0
+  - repo: local
     hooks:
-      - id: sqlfluff-lint
-        name: SQLFluff Lint
-        description: "Lints sql files with `SQLFluff`"
+      - id: sqruff-fix
+        name: SQL Format
+        description: Run 'sqruff fix' for SQL formatting
+        entry: uv run sqruff fix
+        language: python
         types: [sql]
 
-      - id: sqlfluff-fix
-        name: SQLFluff Fix
-        description: "Fixes sql lint errors with `SQLFluff`"
+      - id: sqruff-lint
+        name: SQL Lint
+        description: Run 'sqruff lint' for SQL linting
+        entry: uv run sqruff lint
+        language: python
         types: [sql]
 
 ci:
diff --git a/.prettierrc.json b/.prettierrc.json
new file mode 100644
index 00000000..ce8acf5e
--- /dev/null
+++ b/.prettierrc.json
@@ -0,0 +1,11 @@
+{
+    "overrides": [
+        {
+            "files": ["*.json", "*.json5", "*.jsonc"],
+            "options": {
+                "parser": "json",
+                "trailingComma": "none"
+            }
+        }
+    ]
+}
diff --git a/.sqlfluff b/.sqlfluff
deleted file mode 100644
index f2b8c817..00000000
--- a/.sqlfluff
+++ /dev/null
@@ -1,14 +0,0 @@
-[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/.sqruff b/.sqruff
new file mode 100644
index 00000000..538ca889
--- /dev/null
+++ b/.sqruff
@@ -0,0 +1,15 @@
+[sqruff]
+dialect = bigquery
+templater = jinja
+sql_file_exts = .sql
+max_line_length = 80
+exclude_rules =
+rules = all
+
+[sqruff:indentation]
+indent_unit = space
+tab_space_size = 2
+indented_joins = True
+
+[sqruff:rules:ambiguous.join]
+fully_qualify_join_types = both
diff --git a/.sqlfluffignore b/.sqruffignore
similarity index 99%
rename from .sqlfluffignore
rename to .sqruffignore
index 85d3f0cb..4d6df9a4 100644
--- a/.sqlfluffignore
+++ b/.sqruffignore
@@ -194,4 +194,3 @@ cython_debug/
 # dbt
 dbt_packages/
 logs/
-target/
diff --git a/.vscode/cspell.json b/.vscode/cspell.json
index 20de7405..98127ed8 100644
--- a/.vscode/cspell.json
+++ b/.vscode/cspell.json
@@ -10,6 +10,7 @@
         "apdisk",
         "autoflake",
         "autolabeler",
+        "basedpyright",
         "beartype",
         "buildkit",
         "buildx",
@@ -17,6 +18,7 @@
         "celerybeat",
         "charliermarsh",
         "classmethod",
+        "codebook",
         "commitable",
         "configfile",
         "connor",
@@ -86,6 +88,7 @@
         "pytype",
         "pyupgrade",
         "qodo",
+        "quary",
         "redoc",
         "reviewdog",
         "rootdir",
@@ -98,14 +101,17 @@
         "spyderproject",
         "spyproject",
         "sqlalchemy",
-        "sqlfluff",
+        "sqruff",
+        "sqruffignore",
         "stmts",
         "superfences",
         "tamasfe",
         "templater",
         "testpaths",
         "timemachine",
+        "tombi",
         "toolsai",
+        "trunc",
         "typer",
         "uline",
         "unittests",
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index f986eff4..bedd1548 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -14,9 +14,9 @@
         "njpwerner.autodocstring",
         "oderwat.indent-rainbow",
         "pkief.material-icon-theme",
+        "quary.sqruff",
         "redhat.vscode-yaml",
         "shardulm94.trailing-spaces",
-        "sqlfluff.vscode-sqlfluff",
         "streetsidesoftware.code-spell-checker",
         "tamasfe.even-better-toml",
         "usernamehw.errorlens",
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 6f05c582..c653022a 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -9,7 +9,7 @@
         "notebook.source.organizeImports": "explicit"
     },
     "notebook.formatOnSave.enabled": true,
-    "python.defaultInterpreterPath": ".venv/bin/python",
+    "python.defaultInterpreterPath": "${workspaceFolder}/.venv/bin/python",
     "python.languageServer": "None",
     "python.testing.autoTestDiscoverOnSaveEnabled": false,
     "python.testing.pytestEnabled": true,
@@ -17,10 +17,6 @@
         "tests"
     ],
     "python.testing.unittestEnabled": false,
-    "sqlfluff.config": ".sqlfluff",
-    "sqlfluff.executablePath": ".venv/bin/sqlfluff",
-    "sqlfluff.format.enabled": true,
-    "sqlfluff.linter.run": "onType",
     "terminal.integrated.defaultProfile.linux": "zsh",
     "terminal.integrated.profiles.linux": {
         "zsh": {
@@ -52,7 +48,7 @@
         "editor.tabSize": 4
     },
     "[sql]": {
-        "editor.defaultFormatter": "sqlfluff.vscode-sqlfluff",
+        "editor.defaultFormatter": "Quary.sqruff",
         "editor.tabSize": 2
     },
     "[toml]": {
diff --git a/.zed/settings.json b/.zed/settings.json
new file mode 100644
index 00000000..5840bb6b
--- /dev/null
+++ b/.zed/settings.json
@@ -0,0 +1,50 @@
+{
+    "ensure_final_newline_on_save": true,
+    "file_types": {
+        "JSON": ["jsonc"]
+    },
+    "format_on_save": "on",
+    "languages": {
+        "Dockerfile": {
+            "tab_size": 4
+        },
+        "JSON": {
+            "tab_size": 4
+        },
+        "JSONC": {
+            "tab_size": 4
+        },
+        "Python": {
+            "language_servers": ["ruff", "ty", "!basedpyright"],
+            "tab_size": 4
+        },
+        "SQL": {
+            "language_servers": ["sqruff"],
+            "formatter": {
+                "language_server": { "name": "sqruff" }
+            },
+            "format_on_save": "on",
+            "tab_size": 2
+        },
+        "TOML": {
+            "formatter": {
+                "language_server": { "name": "tombi" }
+            },
+            "tab_size": 4
+        },
+        "YAML": {
+            "tab_size": 2
+        }
+    },
+    "language_servers": ["codebook"],
+    "lsp": {
+        "ruff": {
+            "initialization_options": {
+                "settings": {
+                    "configuration": "ruff.toml"
+                }
+            }
+        }
+    },
+    "remove_trailing_whitespace_on_save": true
+}
diff --git a/CLAUDE.md b/CLAUDE.md
index b3522004..118ed7a5 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -45,20 +45,20 @@ uv run pytest
 # Format code with Ruff
 uv run nox -s fmt -- --ruff
 
-# Format SQL files with SQLFluff
-uv run nox -s fmt -- --sqlfluff
+# Format SQL files with sqruff
+uv run nox -s fmt -- --sqruff
 
 # Format both Python and SQL
-uv run nox -s fmt -- --ruff --sqlfluff
+uv run nox -s fmt -- --ruff --sqruff
 
-# Lint with all tools (Ruff, SQLFluff, ty)
-uv run nox -s lint -- --ruff --sqlfluff --ty
+# Lint with all tools (Ruff, sqruff, ty)
+uv run nox -s lint -- --ruff --sqruff --ty
 
 # Lint with Ruff only
 uv run nox -s lint -- --ruff
 
 # Lint SQL files only
-uv run nox -s lint -- --sqlfluff
+uv run nox -s lint -- --sqruff
 
 # Lint with ty only
 uv run nox -s lint -- --ty
@@ -67,9 +67,9 @@ uv run nox -s lint -- --ty
 uv run ruff check . --fix
 uv run ruff format .
 
-# Run SQLFluff directly
-uv run sqlfluff lint .
-uv run sqlfluff fix .
+# Run sqruff directly
+uv run sqruff lint
+uv run sqruff fix
 
 # Run ty directly
 uv run ty check
@@ -176,11 +176,10 @@ Tests in `tests/tools/` mirror the package structure:
 - Reports: HTML + terminal
 - Import mode: importlib
 
-**SQLFluff (.sqlfluff)**:
+**sqruff (.sqruff)**:
 - Dialect: BigQuery
 - Max line length: 80
 - Tab space size: 2
-- Custom rules for join qualification and unused joins
 
 ### Nox Task Automation
 
@@ -199,8 +198,8 @@ def lint(session: nox.Session) -> None:
         session.run("uv", "run", "ty", "check")
     if args.ruff:
         session.run("uv", "run", "ruff", "check", ".", "--fix")
-    if args.sqlfluff:
-        session.run("uv", "run", "sqlfluff", "lint", ".")
+    if args.sqruff:
+        session.run("uv", "run", "sqruff", "lint")
 ```
 
 ## Key Patterns for Development
diff --git a/codebook.toml b/codebook.toml
new file mode 100644
index 00000000..67287830
--- /dev/null
+++ b/codebook.toml
@@ -0,0 +1,118 @@
+words = [
+    "actionlint",
+    "addopts",
+    "anyio",
+    "apdisk",
+    "autoflake",
+    "autolabeler",
+    "basedpyright",
+    "beartype",
+    "buildkit",
+    "buildx",
+    "caplog",
+    "celerybeat",
+    "charliermarsh",
+    "classmethod",
+    "codebook",
+    "commitable",
+    "configfile",
+    "connor",
+    "contextlib",
+    "cookiecutter",
+    "cooldown",
+    "coveragerc",
+    "cython",
+    "dhoeric",
+    "direnv",
+    "dmypy",
+    "dockerfiles",
+    "donotpresent",
+    "exiasr",
+    "fastapi",
+    "fontawesome",
+    "fseventsd",
+    "googlecloud",
+    "hadolint",
+    "htmlcov",
+    "imread",
+    "ipykernel",
+    "ipynb",
+    "ipython",
+    "isort",
+    "jaxtyping",
+    "junitxml",
+    "kevinrose",
+    "kwargs",
+    "levelname",
+    "levelno",
+    "libgl",
+    "libglib",
+    "linenums",
+    "mishakav",
+    "mkdocs",
+    "monkeypatch",
+    "mosapride",
+    "mypy",
+    "njpwerner",
+    "norecursedirs",
+    "nosetests",
+    "noxfile",
+    "nullcontext",
+    "opencontainers",
+    "opencv",
+    "pipefail",
+    "pipenv",
+    "pipfile",
+    "pluggy",
+    "posargs",
+    "pybuilder",
+    "pycache",
+    "pycodestyle",
+    "pydantic",
+    "pydocstyle",
+    "pyenv",
+    "pyflakes",
+    "pyflow",
+    "pymdownx",
+    "pypa",
+    "pypackages",
+    "pyproject",
+    "pytest",
+    "pythondontwritebytecode",
+    "pythonpath",
+    "pythonunbuffered",
+    "pytype",
+    "pyupgrade",
+    "qodo",
+    "redoc",
+    "reviewdog",
+    "rootdir",
+    "ropeproject",
+    "scrapy",
+    "sdist",
+    "sessionmaker",
+    "shardulm",
+    "spyder",
+    "spyderproject",
+    "spyproject",
+    "sqlalchemy",
+    "sqruff",
+    "stmts",
+    "superfences",
+    "tamasfe",
+    "templater",
+    "testpaths",
+    "timemachine",
+    "tombi",
+    "toolsai",
+    "typer",
+    "uline",
+    "unittests",
+    "usecases",
+    "usefixtures",
+    "usermod",
+    "venv",
+    "webassets",
+    "yzhang",
+    "zenkaku",
+]
diff --git a/docs/configurations/index.md b/docs/configurations/index.md
index c81e2bc9..7044f38e 100644
--- a/docs/configurations/index.md
+++ b/docs/configurations/index.md
@@ -8,7 +8,7 @@ The development environment includes configuration files for:
 
 - **uv** - Package management and Python version
 - **Ruff** - Linting and formatting rules
-- **SQLFluff** - Linting and formatting rules for SQL
+- **sqruff** - Linting and formatting rules for SQL
 - **ty** - Type checking strictness
 - **pytest** - Testing and coverage
 - **pre-commit** - Automated quality checks
@@ -22,7 +22,7 @@ Each tool is configured through dedicated configuration files in the repository
 | `pyproject.toml`          | uv, Project | Dependencies and project metadata |
 | `ruff.toml`               | Ruff        | Linting and formatting rules      |
 | `ty.toml`                 | ty          | Type checking configuration       |
-| `.sqlfluff`               | SQLFluff    | SQL linting and formatting rules  |
+| `.sqruff`                 | sqruff      | SQL linting and formatting rules  |
 | `pytest.ini`              | pytest      | Testing and coverage settings     |
 | `.pre-commit-config.yaml` | pre-commit  | Hook definitions                  |
 | `noxfile.py`              | nox         | Task automation                   |
@@ -53,25 +53,25 @@ Understand Ruff's linting and formatting rules:
 
 [→ Read full Ruff configuration guide](ruff.md)
 
-### SQLFluff Configuration
+### sqruff 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`
+**Key file**: `.sqruff`
 
 **Quick reference:**
 ```bash
 # Lint SQL files
-uv run sqlfluff lint .
+uv run sqruff lint
 
 # Fix SQL files
-uv run sqlfluff fix .
+uv run sqruff fix
 
 # Use via nox
-uv run nox -s lint -- --sqlfluff
+uv run nox -s lint -- --sqruff
 ```
 
 ### [ty Configuration](ty.md)
diff --git a/docs/configurations/pre-commit.md b/docs/configurations/pre-commit.md
index 6d3912d4..db314887 100644
--- a/docs/configurations/pre-commit.md
+++ b/docs/configurations/pre-commit.md
@@ -10,9 +10,9 @@
 - [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/quarylabs/sqruff](https://github.com/quarylabs/sqruff)
+    - sqruff Lint
+    - sqruff Fix
 - [https://github.com/rhysd/actionlint](https://github.com/rhysd/actionlint)
     - actionlint
 - [https://github.com/hadolint/hadolint](https://github.com/hadolint/hadolint)
@@ -27,52 +27,86 @@ repos:
     rev: v5.0.0
     hooks:
       - id: end-of-file-fixer
+        name: End of file fixer
+        description: Ensure files end with a newline
+
       - id: check-json
+        name: Check JSON
+        description: Check that JSON files are valid
+
       - id: check-toml
+        name: Check TOML
+        description: Check that TOML files are valid
+
       - id: check-xml
+        name: Check XML
+        description: Check that XML files are valid
+
       - id: check-yaml
+        name: Check YAML
+        description: Check that YAML files are valid
+
       - id: detect-private-key
+        name: Detect private key
+        description: Detect private keys in files
+
       - id: trailing-whitespace
+        name: Trailing whitespace
+        description: Remove trailing whitespace from files
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
     rev: v0.12.8
     hooks:
-      - id: ruff
-        name: Ruff check
-        description: "Run 'ruff check' for extremely fast Python linting"
+      - id: ruff-format
+        name: Python Format
+        description: Run 'ruff format' for extremely fast Python formatting
+
+      - id: ruff-lint
+        name: Python Lint
+        description: Run 'ruff check' for extremely fast Python linting
         args: [--fix]
 
-      - id: ruff-format
-        name: Ruff format
-        description: "Run 'ruff format' for extremely fast Python formatting"
+  - repo: local
+    hooks:
+      - id: ty
+        name: Python Type Check
+        description: Run 'ty check' for Python type checking
+        entry: uv run ty check
+        language: python
+        types: [python]
 
   - repo: https://github.com/rhysd/actionlint
     rev: v1.7.10
     hooks:
       - id: actionlint
+        name: GitHub Actions Lint
+        description: Lint GitHub Actions workflows
 
   - repo: https://github.com/hadolint/hadolint
     rev: v2.12.0
     hooks:
       - id: hadolint
-        name: Lint Dockerfiles
+        name: Dockerfile Lint
         description: Runs hadolint to lint Dockerfiles
         language: system
         types: ["dockerfile"]
         entry: hadolint
 
-  - repo: https://github.com/sqlfluff/sqlfluff
-    rev: 3.5.0
+  - repo: local
     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]
+      - id: sqruff-fix
+        name: SQL Format
+        description: Run 'sqruff fix' for SQL formatting
+        entry: uv run sqruff fix
+        language: python
+        types: [python]
+
+      - id: sqruff-lint
+        name: SQL Lint
+        description: Run 'sqruff lint' for SQL linting
+        entry: uv run sqruff lint
+        language: python
+        types: [python]
 
 ci:
   autoupdate_schedule: weekly
diff --git a/docs/configurations/uv.md b/docs/configurations/uv.md
index 1dfad60d..5204fadd 100644
--- a/docs/configurations/uv.md
+++ b/docs/configurations/uv.md
@@ -14,6 +14,7 @@ Set the `UV_PROJECT_ENVIRONMENT` not to create a virtual environment in the proj
     "runServices": [
         "vscode"
     ],
+    "remoteUser": "vscode",
     "workspaceFolder": "/workspace",
     "mounts": [
         {
@@ -45,26 +46,28 @@ Set the `UV_PROJECT_ENVIRONMENT` not to create a virtual environment in the proj
                 "mosapride.zenkaku",
                 "ms-azuretools.vscode-docker",
                 "ms-python.python",
-                "ms-python.vscode-pylance",
                 "ms-toolsai.jupyter",
                 "njpwerner.autodocstring",
+                "quary.sqruff",
                 "redhat.vscode-yaml",
                 "shardulm94.trailing-spaces",
-                "sqlfluff.vscode-sqlfluff",
                 "streetsidesoftware.code-spell-checker",
                 "tamasfe.even-better-toml",
                 "yzhang.markdown-all-in-one"
-            ]
+            ],
+            "settings": {
+                "python.defaultInterpreterPath": "./.venv/bin/python",
+                "sqruff.executablePath": "${workspaceFolder}/.venv/bin/sqruff"
+            }
         }
     },
     "containerEnv": {
         "DISPLAY": "dummy",
         "UV_PROJECT_ENVIRONMENT": "${containerWorkspaceFolder}/.venv"
     },
-    "updateContentCommand": "sudo chown -R vscode ${containerWorkspaceFolder}/.venv /home/${remoteUser}/.ssh",
+    "updateContentCommand": "sudo chown -R vscode /home/vscode/.cache /home/vscode/.ssh ${containerWorkspaceFolder}/.venv",
     "postCreateCommand": "uv sync --frozen",
-    "postStartCommand": "uv run pre-commit install",
-    "remoteUser": "vscode"
+    "postStartCommand": "uv run pre-commit install"
 }
 ```
 
diff --git a/docs/guides/index.md b/docs/guides/index.md
index 6010f6dd..321b8788 100644
--- a/docs/guides/index.md
+++ b/docs/guides/index.md
@@ -9,7 +9,7 @@ This template includes several modern Python development tools, each serving a s
 - **uv** - Ultra-fast package management (10-100x faster than pip)
 - **Ruff** - Lightning-fast linting and formatting
 - **ty** - Advanced type checking
-- **SQLFluff** - SQL linting and formatting
+- **sqruff** - SQL linting and formatting
 - **actionlint** - GitHub Actions workflow linting
 - **pytest** - Comprehensive testing framework
 - **nox** - Task automation and workflow management
@@ -24,16 +24,16 @@ This template includes several modern Python development tools, each serving a s
 
 ```bash
 # 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
+uv run nox -s fmt -- --ruff --sqruff  # Format both
+uv run nox -s fmt -- --ruff           # Format Python code
+uv run nox -s fmt -- --sqruff         # Format SQL code
 
 # Run linters (you can specify which ones)
-uv run nox -s lint -- --ruff --sqlfluff --ty  # All linters
-uv run nox -s lint -- --ruff --ty             # Python only
-uv run nox -s lint -- --ruff                  # Ruff only
-uv run nox -s lint -- --sqlfluff              # SQL only
-uv run nox -s lint -- --ty                    # ty only
+uv run nox -s lint -- --ruff --sqruff --ty  # All linters
+uv run nox -s lint -- --ruff --ty           # Python only
+uv run nox -s lint -- --ruff                # Ruff only
+uv run nox -s lint -- --sqruff              # SQL only
+uv run nox -s lint -- --ty                  # ty only
 
 # Run tests with coverage (75% minimum required)
 uv run nox -s test
diff --git a/docs/index.md b/docs/index.md
index 25bda19a..ce74965c 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -14,7 +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
+- **SQL linting** - [sqruff](https://github.com/quarylabs/sqruff) for SQL code quality
 - **GitHub Actions linting** - [actionlint](https://github.com/rhysd/actionlint) for workflow file quality
 - **Type safety** - ty for comprehensive type checking
 - **Automated testing** - pytest with 75% coverage requirement
@@ -121,10 +121,10 @@ uv sync
 uv run nox -s fmt -- --ruff
 
 # Format SQL code
-uv run nox -s fmt -- --sqlfluff
+uv run nox -s fmt -- --sqruff
 
 # Run linters
-uv run nox -s lint -- --ruff --sqlfluff --ty
+uv run nox -s lint -- --ruff --sqruff --ty
 
 # Run tests
 uv run nox -s test
diff --git a/noxfile.py b/noxfile.py
index 836dc533..2c40afa1 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -16,7 +16,7 @@ class CLIArgs(
     cov_report: str = ""
     junitxml: str = ""
     ruff: bool = False
-    sqlfluff: bool = False
+    sqruff: bool = False
     ty: bool = False
 
     @classmethod
@@ -46,13 +46,13 @@ def parse(cls, posargs: list[str]) -> CLIArgs:
 
 @nox.session(python=False)
 def fmt(session: nox.Session) -> None:
-    """Format the code using Ruff and SQLFluff.
+    """Format the code using Ruff and sqruff.
 
     Args:
         session (nox.Session): The Nox session object.
 
     Examples:
-        >>> uv run nox -s fmt -- --ruff --sqlfluff
+        >>> uv run nox -s fmt -- --ruff --sqruff
 
     """
     args = CLIArgs.parse(session.posargs)
@@ -60,20 +60,20 @@ def fmt(session: nox.Session) -> None:
     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.")
+    if args.sqruff:
+        session.run("uv", "run", "sqruff", "fix")
+        session.log("✅ sqruff formatting completed successfully.")
 
 
 @nox.session(python=False)
 def lint(session: nox.Session) -> None:
-    """Lint the code using Ruff, SQLFluff, and ty.
+    """Lint the code using Ruff, sqruff, and ty.
 
     Args:
         session (nox.Session): The Nox session object.
 
     Examples:
-        >>> uv run nox -s lint -- --ruff --sqlfluff --ty
+        >>> uv run nox -s lint -- --ruff --sqruff --ty
 
     """
     args = CLIArgs.parse(session.posargs)
@@ -81,9 +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.")
+    if args.sqruff:
+        session.run("uv", "run", "sqruff", "lint")
+        session.log("✅ sqruff linting completed successfully.")
     if args.ty:
         session.run("uv", "run", "ty", "check")
         session.log("✅ ty linting completed successfully.")
diff --git a/pyproject.toml b/pyproject.toml
index 1c7909b9..33be266f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,26 +12,27 @@ license = { file = "LICENSE" }
 
 dependencies = [
     "beartype>=0.22.9",
-    "google-cloud-logging>=3.13.0",
-    "jaxtyping>=0.3.6",
-    "pydantic>=2.12.5",
-    "pydantic-settings>=2.12.0",
+    "google-cloud-logging>=3.15.0",
+    "jaxtyping>=0.3.10",
+    "pydantic>=2.13.4",
+    "pydantic-settings>=2.14.1",
 ]
 
 [dependency-groups]
 dev = [
-    "cookiecutter>=2.6.0",
+    "cookiecutter>=2.7.1",
     "cookiecutter-data-science>=2.3.0",
-    "ipykernel>=7.1.0",
+    "ipykernel>=7.2.0",
     "jupyter>=1.1.1",
-    "mkdocs-material>=9.7.1",
-    "nox>=2025.11.12",
-    "pre-commit>=4.5.1",
-    "pytest>=9.0.2",
-    "pytest-cov>=7.0.0",
-    "ruff>=0.14.14",
-    "sqlfluff>=4.0.0",
-    "ty>=0.0.14",
+    "mkdocs-material>=9.7.6",
+    "nox>=2026.4.10",
+    "pre-commit>=4.6.0",
+    "pytest>=9.0.3",
+    "pytest-cov>=7.1.0",
+    "regex>=2026.7.19",
+    "ruff>=0.15.15",
+    "sqruff>=0.40.0",
+    "ty>=0.0.40",
 ]
 
 [tool.hatch.build.targets.wheel]
diff --git a/ruff.toml b/ruff.toml
index 3c01381a..02347693 100644
--- a/ruff.toml
+++ b/ruff.toml
@@ -41,6 +41,7 @@ select = ["ALL"]
 ignore = [
     "COM812",
     "COM819",
+    "CPY001",
     "D100",
     "D203",
     "D213",
diff --git a/uv.lock b/uv.lock
index 848ec6ac..34f12043 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,49 +2,50 @@ version = 1
 revision = 3
 requires-python = ">=3.11"
 resolution-markers = [
-    "python_full_version >= '3.14'",
+    "python_full_version >= '3.15'",
+    "python_full_version == '3.14.*'",
     "python_full_version == '3.13.*'",
     "python_full_version < '3.13'",
 ]
 
 [[package]]
 name = "annotated-types"
-version = "0.7.0"
+version = "0.8.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/5f/56/a8120250d128bed162cd73c76d45f6ef9991f3e068f62a8ee060afa3104a/annotated_types-0.8.0.tar.gz", hash = "sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7", size = 15893, upload-time = "2026-07-23T20:16:13.995Z" }
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+    { url = "https://files.pythonhosted.org/packages/99/91/8acff4f5e50511b911bbccb72b8628a49c68ce14148cd9f6431094859a90/annotated_types-0.8.0-py3-none-any.whl", hash = "sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0", size = 13427, upload-time = "2026-07-23T20:16:12.938Z" },
 ]
 
 [[package]]
 name = "anyio"
-version = "4.12.1"
+version = "4.15.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "idna" },
-    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+    { name = "typing-extensions", marker = "python_full_version < '3.15'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/96/f0/5eb65b2bb0d09ac6776f2eb54adee6abe8228ea05b20a5ad0e4945de8aac/anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703", size = 228685, upload-time = "2026-01-06T11:45:21.246Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/a9/d2/f4d173e22df740bc37b1db102b386ba719b66e95b0f0d751f556b387e6d2/anyio-4.15.1.tar.gz", hash = "sha256:9f28306018cbd6d329e64a36d58256edff76dd996fe423bc957326e578b82a94", size = 276966, upload-time = "2026-09-05T10:42:39.44Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/12/b8/4bd346e22b28902df4d651910f5242c28d84e4a5c2435ca5c3f797ed7e2e/anyio-4.15.1-py3-none-any.whl", hash = "sha256:6152fdbbf9a77fdec97731721bebf7c4c44f7c29b424b0065826173efc7ed101", size = 132079, upload-time = "2026-09-05T10:42:37.923Z" },
 ]
 
 [[package]]
 name = "appnope"
-version = "0.1.4"
+version = "1.0.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/35/5d/752690df9ef5b76e169e68d6a129fa6d08a7100ca7f754c89495db3c6019/appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee", size = 4170, upload-time = "2024-02-06T09:43:11.258Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/11/f7/a82489c2b6ebe32d3e2831895ae19c77861f0eadf3bb16034484d965dbb2/appnope-1.0.0.tar.gz", hash = "sha256:685db59cb6043c3c2e528adc0b3bce3a5f8d09bcf7492c6ea650d1b7421f3c49", size = 5454, upload-time = "2026-08-20T21:36:13.748Z" }
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+    { url = "https://files.pythonhosted.org/packages/46/c7/6b687cb0f83d2a51017d47953f2ee430ffad6fec2a8ebc964e0718a33eb1/appnope-1.0.0-py3-none-any.whl", hash = "sha256:6fe0c04218aab65c54c4ff81638cdbf848d89f5653b74d68638a137f200dd16e", size = 4158, upload-time = "2026-08-20T21:36:12.444Z" },
 ]
 
 [[package]]
 name = "argcomplete"
-version = "3.6.3"
+version = "3.7.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/38/61/0b9ae6399dd4a58d8c1b1dc5a27d6f2808023d0b5dd3104bb99f45a33ff6/argcomplete-3.6.3.tar.gz", hash = "sha256:62e8ed4fd6a45864acc8235409461b72c9a28ee785a2011cc5eb78318786c89c", size = 73754, upload-time = "2025-10-20T03:33:34.741Z" }
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+    { url = "https://files.pythonhosted.org/packages/46/bd/551ee6af426af84ca33e02622be722925c196608e9127d731ef17c47f06e/argcomplete-3.7.2-py3-none-any.whl", hash = "sha256:6029205678bdd9c1c728a155f5f9ecf5812393f969eef58807641a2bc2aa5b19", size = 43294, upload-time = "2026-08-06T04:53:20.246Z" },
 ]
 
 [[package]]
@@ -61,33 +62,49 @@ wheels = [
 
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 name = "argon2-cffi-bindings"
-version = "25.1.0"
+version = "26.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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 ]
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+    { name = "regex" },
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