diff --git a/.github/workflows/bindings.nodejs.yml b/.github/workflows/bindings.nodejs.yml
index b03a52d0..2db64587 100644
--- a/.github/workflows/bindings.nodejs.yml
+++ b/.github/workflows/bindings.nodejs.yml
@@ -10,8 +10,8 @@ on:
     branches:
       - main
     paths:
-      - 'sql/**'
-      - 'bindings/nodejs/**'
+      - "sql/**"
+      - "bindings/nodejs/**"
       - ".github/workflows/bindings.nodejs.yml"
 
 concurrency:
@@ -30,7 +30,7 @@ jobs:
       - name: Setup node
         uses: actions/setup-node@v4
         with:
-          node-version: '18'
+          node-version: "18"
       - name: Corepack
         working-directory: bindings/nodejs
         run: corepack enable
@@ -60,8 +60,8 @@ jobs:
           - { target: aarch64-unknown-linux-musl, runner: ubuntu-latest }
           - { target: x86_64-unknown-linux-musl, runner: ubuntu-latest }
           - { target: x86_64-pc-windows-msvc, runner: windows-2019 }
-          - { target: x86_64-apple-darwin, runner: macos-11 }
-          - { target: aarch64-apple-darwin, runner: macos-11 }
+          - { target: x86_64-apple-darwin, runner: macos-13 }
+          - { target: aarch64-apple-darwin, runner: macos-14 }
     steps:
       - uses: actions/checkout@v4
       - name: Setup Rust toolchain
@@ -72,7 +72,7 @@ jobs:
       - name: Setup node
         uses: actions/setup-node@v4
         with:
-          node-version: '18'
+          node-version: "18"
       - name: Install ziglang
         uses: goto-bus-stop/setup-zig@v2
         with:
@@ -87,13 +87,6 @@ jobs:
         working-directory: bindings/nodejs
         shell: bash
         run: |
-          if [[ "${{ matrix.target }}" == 'aarch64-apple-darwin' ]]; then
-            sudo rm -Rf /Library/Developer/CommandLineTools/SDKs/*
-            export CC=$(xcrun -f clang)
-            export CXX=$(xcrun -f clang++)
-            SYSROOT=$(xcrun --sdk macosx --show-sdk-path)
-            export CFLAGS="-isysroot $SYSROOT -isystem $SYSROOT"
-          fi
           export NAPI_TARGET=${{ matrix.target }}
           if [[ "${{ github.event_name }}" == "pull_request" ]]; then
             yarn build:debug
@@ -125,7 +118,7 @@ jobs:
       - name: Setup node
         uses: actions/setup-node@v4
         with:
-          node-version: '18'
+          node-version: "18"
       - name: Corepack
         working-directory: bindings/nodejs
         run: corepack enable
diff --git a/.github/workflows/bindings.python.yml b/.github/workflows/bindings.python.yml
index b659a5e8..00786847 100644
--- a/.github/workflows/bindings.python.yml
+++ b/.github/workflows/bindings.python.yml
@@ -10,8 +10,8 @@ on:
     branches:
       - main
     paths:
-      - 'sql/**'
-      - 'bindings/python/**'
+      - "sql/**"
+      - "bindings/python/**"
       - ".github/workflows/bindings.python.yml"
 
 concurrency:
@@ -19,45 +19,52 @@ concurrency:
   cancel-in-progress: true
 
 jobs:
-  integration:
+  check:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
       - name: Setup Rust toolchain
         uses: ./.github/actions/setup
         with:
-          cache-key: bindings-python-integration
+          cache-key: bindings-python-check
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
-          python-version: '3.11'
-          cache: 'pipenv'
-          cache-dependency-path: 'bindings/python/Pipfile.lock'
-      - name: Install pipenv
-        run: curl https://raw.githubusercontent.com/pypa/pipenv/master/get-pipenv.py | python
+          python-version: "3.11"
       - name: Install dependencies
         working-directory: bindings/python
-        run: pipenv install --dev
+        run: pip install ruff
       - name: Check format
         working-directory: bindings/python
-        run: pipenv run ruff format --check .
-      - name: Setup develop
-        working-directory: bindings/python
-        run: pipenv run maturin develop
-      - name: Test
-        run: make -C tests test-bindings-python
+        run: ruff format --check .
 
   build:
     name: build-${{ matrix.os }}-${{ matrix.arch }}
+    needs: check
     runs-on: ${{ matrix.runner }}
     strategy:
       matrix:
         include:
-          - { os: linux, arch: x86_64, target: x86_64-unknown-linux-gnu, runner: ubuntu-latest }
-          - { os: linux, arch: aarch64, target: aarch64-unknown-linux-gnu, runner: ubuntu-latest }
-          - { os: windows, arch: x86_64, target: x86_64-pc-windows-msvc, runner: windows-2019 }
-          - { os: macos, arch: x86_64, target: x86_64-apple-darwin, runner: macos-11 }
-          - { os: macos, arch: aarch64, target: aarch64-apple-darwin, runner: macos-11 }
+          - os: linux
+            arch: x86_64
+            target: x86_64-unknown-linux-gnu
+            runner: ubuntu-latest
+          - os: linux
+            arch: aarch64
+            target: aarch64-unknown-linux-gnu
+            runner: ubuntu-latest
+          - os: windows
+            arch: x86_64
+            target: x86_64-pc-windows-msvc
+            runner: windows-2019
+          - os: macos
+            arch: x86_64
+            target: x86_64-apple-darwin
+            runner: macos-13
+          - os: macos
+            arch: aarch64
+            target: aarch64-apple-darwin
+            runner: macos-14
     steps:
       - uses: actions/checkout@v4
       - name: Get opts
@@ -85,7 +92,7 @@ jobs:
           working-directory: bindings/python
           target: ${{ matrix.target }}
           manylinux: ${{ steps.opts.outputs.MANYLINUX }}
-          sccache: 'true'
+          sccache: "true"
           args: ${{ steps.opts.outputs.BUILD_ARGS }}
       - name: Upload artifact
         uses: actions/upload-artifact@v4
@@ -93,9 +100,39 @@ jobs:
           name: bindings-python-${{ matrix.os }}-${{ matrix.arch }}
           path: bindings/python/dist/*.whl
 
+  integration:
+    name: integration-${{ matrix.pyver }}
+    needs: build
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        pyver: ["3.7", "3.8", "3.9", "3.10", "3.11", "3.12"]
+    steps:
+      - uses: actions/checkout@v4
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.pyver }}
+      - name: Prepare
+        working-directory: tests
+        run: make up
+      - name: Download artifact
+        uses: actions/download-artifact@v4
+        with:
+          name: bindings-python-linux-x86_64
+          path: bindings/python/artifacts
+      - name: Install dependencies
+        working-directory: bindings/python
+        run: |
+          pip install behave
+          pip install artifacts/*.whl
+      - name: Test
+        working-directory: bindings/python
+        run: behave tests/*
+
   publish:
     if: startsWith(github.ref, 'refs/tags/v')
-    needs: [build, integration]
+    needs: [check, build, integration]
     runs-on: ubuntu-latest
     permissions:
       contents: read
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 1f4c47d5..4b02acc6 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -3,7 +3,7 @@ name: Release
 on:
   push:
     tags:
-      - 'v*'
+      - "v*"
 
 jobs:
   build_linux:
@@ -17,33 +17,33 @@ jobs:
           - aarch64-unknown-linux-musl
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v4
-    - uses: dtolnay/rust-toolchain@stable
-      with:
-        toolchain: stable
-        targets: ${{ matrix.target }}
-    - name: Setup Cross
-      shell: bash
-      run: |
-        curl -sSfLo /tmp/cross.tar.gz https://github.com/cross-rs/cross/releases/download/v0.2.5/cross-x86_64-unknown-linux-gnu.tar.gz
-        tar -xzf /tmp/cross.tar.gz -C /tmp
-        sudo mv /tmp/cross /usr/local/bin/cross
-    - name: Build
-      shell: bash
-      run: |
-        cross build --release --target=${{ matrix.target }} --bin=bendsql
-    - name: Publish Binary
-      uses: ./.github/actions/publish_binary
-      env:
-        GH_TOKEN: ${{ github.token }}
-        AWS_ACCESS_KEY_ID: ${{ secrets.R2_ACCESS_KEY_ID }}
-        AWS_SECRET_ACCESS_KEY: ${{ secrets.R2_SECRET_ACCESS_KEY }}
-        AWS_DEFAULT_REGION: auto
-        AWS_ENDPOINT_URL: ${{ secrets.R2_ENDPOINT_URL }}
-      with:
-        os: linux
-        target: ${{ matrix.target }}
-        version: ${{ github.ref_name }}
+      - uses: actions/checkout@v4
+      - uses: dtolnay/rust-toolchain@stable
+        with:
+          toolchain: stable
+          targets: ${{ matrix.target }}
+      - name: Setup Cross
+        shell: bash
+        run: |
+          curl -sSfLo /tmp/cross.tar.gz https://github.com/cross-rs/cross/releases/download/v0.2.5/cross-x86_64-unknown-linux-gnu.tar.gz
+          tar -xzf /tmp/cross.tar.gz -C /tmp
+          sudo mv /tmp/cross /usr/local/bin/cross
+      - name: Build
+        shell: bash
+        run: |
+          cross build --release --target=${{ matrix.target }} --bin=bendsql
+      - name: Publish Binary
+        uses: ./.github/actions/publish_binary
+        env:
+          GH_TOKEN: ${{ github.token }}
+          AWS_ACCESS_KEY_ID: ${{ secrets.R2_ACCESS_KEY_ID }}
+          AWS_SECRET_ACCESS_KEY: ${{ secrets.R2_SECRET_ACCESS_KEY }}
+          AWS_DEFAULT_REGION: auto
+          AWS_ENDPOINT_URL: ${{ secrets.R2_ENDPOINT_URL }}
+        with:
+          os: linux
+          target: ${{ matrix.target }}
+          version: ${{ github.ref_name }}
 
   build_other:
     name: build ${{ matrix.target }}
@@ -56,46 +56,46 @@ jobs:
           - { os: windows, target: x86_64-pc-windows-msvc }
     runs-on: ${{ matrix.os }}-latest
     steps:
-    - uses: actions/checkout@v4
-    - uses: dtolnay/rust-toolchain@stable
-      with:
-        toolchain: stable
-        targets: ${{ matrix.target }}
-    - name: Build
-      shell: bash
-      run: |
-        cargo build --release --target=${{ matrix.target }} --bin=bendsql
-    - name: Publish Binary
-      uses: ./.github/actions/publish_binary
-      env:
-        GH_TOKEN: ${{ github.token }}
-        AWS_ACCESS_KEY_ID: ${{ secrets.R2_ACCESS_KEY_ID }}
-        AWS_SECRET_ACCESS_KEY: ${{ secrets.R2_SECRET_ACCESS_KEY }}
-        AWS_DEFAULT_REGION: auto
-        AWS_ENDPOINT_URL: ${{ secrets.R2_ENDPOINT_URL }}
-      with:
-        os: ${{ matrix.os }}
-        target: ${{ matrix.target }}
-        version: ${{ github.ref_name }}
+      - uses: actions/checkout@v4
+      - uses: dtolnay/rust-toolchain@stable
+        with:
+          toolchain: stable
+          targets: ${{ matrix.target }}
+      - name: Build
+        shell: bash
+        run: |
+          cargo build --release --target=${{ matrix.target }} --bin=bendsql
+      - name: Publish Binary
+        uses: ./.github/actions/publish_binary
+        env:
+          GH_TOKEN: ${{ github.token }}
+          AWS_ACCESS_KEY_ID: ${{ secrets.R2_ACCESS_KEY_ID }}
+          AWS_SECRET_ACCESS_KEY: ${{ secrets.R2_SECRET_ACCESS_KEY }}
+          AWS_DEFAULT_REGION: auto
+          AWS_ENDPOINT_URL: ${{ secrets.R2_ENDPOINT_URL }}
+        with:
+          os: ${{ matrix.os }}
+          target: ${{ matrix.target }}
+          version: ${{ github.ref_name }}
 
   update_repo:
     needs: [build_linux, build_other]
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v4
-    - name: Update Release and Tags
-      shell: bash
-      env:
-        GH_TOKEN: ${{ github.token }}
-        AWS_ACCESS_KEY_ID: ${{ secrets.R2_ACCESS_KEY_ID }}
-        AWS_SECRET_ACCESS_KEY: ${{ secrets.R2_SECRET_ACCESS_KEY }}
-        AWS_DEFAULT_REGION: auto
-        AWS_ENDPOINT_URL: ${{ secrets.R2_ENDPOINT_URL }}
-      run: |
-        gh api '/repos/datafuselabs/bendsql/tags' > tags.json
-        aws s3 cp tags.json s3://repo/bendsql/tags.json
-        gh api '/repos/datafuselabs/bendsql/releases' > releases.json
-        aws s3 cp releases.json s3://repo/bendsql/releases.json
+      - uses: actions/checkout@v4
+      - name: Update Release and Tags
+        shell: bash
+        env:
+          GH_TOKEN: ${{ github.token }}
+          AWS_ACCESS_KEY_ID: ${{ secrets.R2_ACCESS_KEY_ID }}
+          AWS_SECRET_ACCESS_KEY: ${{ secrets.R2_SECRET_ACCESS_KEY }}
+          AWS_DEFAULT_REGION: auto
+          AWS_ENDPOINT_URL: ${{ secrets.R2_ENDPOINT_URL }}
+        run: |
+          gh api '/repos/datafuselabs/bendsql/tags' > tags.json
+          aws s3 cp tags.json s3://repo/bendsql/tags.json
+          gh api '/repos/datafuselabs/bendsql/releases' > releases.json
+          aws s3 cp releases.json s3://repo/bendsql/releases.json
 
   distribution:
     needs: build_linux
@@ -109,33 +109,41 @@ jobs:
           - { packager: deb, arch: arm64, target: aarch64-unknown-linux-musl }
           - { packager: rpm, arch: amd64, target: x86_64-unknown-linux-musl }
           - { packager: rpm, arch: arm64, target: aarch64-unknown-linux-musl }
-          - { packager: archlinux, arch: amd64, target: x86_64-unknown-linux-gnu }
-          - { packager: archlinux, arch: arm64, target: aarch64-unknown-linux-gnu }
+          - {
+              packager: archlinux,
+              arch: amd64,
+              target: x86_64-unknown-linux-gnu,
+            }
+          - {
+              packager: archlinux,
+              arch: arm64,
+              target: aarch64-unknown-linux-gnu,
+            }
     steps:
-    - uses: actions/checkout@v4
-    - name: Setup nfpm
-      shell: bash
-      run: |
-        curl -sSfLo /tmp/nfpm.tar.gz https://github.com/goreleaser/nfpm/releases/download/v2.28.0/nfpm_2.28.0_Linux_x86_64.tar.gz
-        tar -xzf /tmp/nfpm.tar.gz -C /tmp
-        sudo mv /tmp/nfpm /usr/local/bin/nfpm
-    - name: Download
-      shell: bash
-      env:
-        GH_TOKEN: ${{ github.token }}
-      run: |
-        mkdir -p dist/pkg
-        gh release download ${{ github.ref_name }} --pattern "bendsql-${{ matrix.target }}.tar.gz" --dir dist/
-        tar -xzf dist/bendsql-${{ matrix.target }}.tar.gz -C dist/
-    - name: Package
-      shell: bash
-      run: |
-        export arch=${{ matrix.arch }}
-        export version=${{ github.ref_name }}
-        nfpm package --packager ${{ matrix.packager }} --target dist/pkg/ -f <(envsubst '${arch} ${version}' < nfpm.yaml)
-    - name: Publish
-      shell: bash
-      env:
-        GH_TOKEN: ${{ github.token }}
-      run: |
-        gh release upload ${{ github.ref_name }} dist/pkg/* --clobber
+      - uses: actions/checkout@v4
+      - name: Setup nfpm
+        shell: bash
+        run: |
+          curl -sSfLo /tmp/nfpm.tar.gz https://github.com/goreleaser/nfpm/releases/download/v2.28.0/nfpm_2.28.0_Linux_x86_64.tar.gz
+          tar -xzf /tmp/nfpm.tar.gz -C /tmp
+          sudo mv /tmp/nfpm /usr/local/bin/nfpm
+      - name: Download
+        shell: bash
+        env:
+          GH_TOKEN: ${{ github.token }}
+        run: |
+          mkdir -p dist/pkg
+          gh release download ${{ github.ref_name }} --pattern "bendsql-${{ matrix.target }}.tar.gz" --dir dist/
+          tar -xzf dist/bendsql-${{ matrix.target }}.tar.gz -C dist/
+      - name: Package
+        shell: bash
+        run: |
+          export arch=${{ matrix.arch }}
+          export version=${{ github.ref_name }}
+          nfpm package --packager ${{ matrix.packager }} --target dist/pkg/ -f <(envsubst '${arch} ${version}' < nfpm.yaml)
+      - name: Publish
+        shell: bash
+        env:
+          GH_TOKEN: ${{ github.token }}
+        run: |
+          gh release upload ${{ github.ref_name }} dist/pkg/* --clobber