diff --git a/.github/workflows/format-fix-command.yml b/.github/workflows/format-fix-command.yml
index 03988c66d38f..1c46f61c4010 100644
--- a/.github/workflows/format-fix-command.yml
+++ b/.github/workflows/format-fix-command.yml
@@ -29,8 +29,8 @@ concurrency:
 
 jobs:
   format-fix:
-    name: "Run airbyte-ci format fix all"
-    runs-on: ubuntu-latest
+    name: "Run pre-commit fix"
+    runs-on: ubuntu-24.04
     steps:
       - name: Get job variables
         id: job-vars
@@ -67,16 +67,21 @@ jobs:
 
             [1]: ${{ steps.job-vars.outputs.run-url }}
 
-      - name: Run airbyte-ci format fix all
-        uses: ./.github/actions/run-airbyte-ci
-        continue-on-error: true
+      # Compare the below to the `format_check.yml` workflow
+      - uses: actions/checkout@v4
+      - name: Setup Java
+        uses: actions/setup-java@v3
+        with:
+          distribution: "zulu"
+          java-version: "21"
+      - name: Setup Python
+        uses: actions/setup-python@v5
         with:
-          context: "manual"
-          gcs_credentials: ${{ secrets.METADATA_SERVICE_PROD_GCS_CREDENTIALS }}
-          sentry_dsn: ${{ secrets.SENTRY_AIRBYTE_CI_DSN }}
-          github_token: ${{ secrets.GH_PAT_MAINTENANCE_OCTAVIA }}
-          subcommand: "format fix all"
-          dagger_cloud_token: ${{ secrets.DAGGER_CLOUD_TOKEN_CACHE_2 }}
+          python-version: "3.10"
+      - name: Run pre-commit
+        uses: pre-commit/action@v3.0.1
+        continue-on-error: true
+        id: format-fix
 
       # This is helpful in the case that we change a previously committed generated file to be ignored by git.
       - name: Remove any files that have been gitignored
diff --git a/.github/workflows/format_check.yml b/.github/workflows/format_check.yml
index 4bb83c118312..efc5b5275c22 100644
--- a/.github/workflows/format_check.yml
+++ b/.github/workflows/format_check.yml
@@ -10,53 +10,30 @@ on:
 
 jobs:
   format-check:
-    # IMPORTANT: This name must match the require check name on the branch protection settings
     name: "Check for formatting errors"
-    # Do not run this job on forks
-    # Forked PRs are handled by the community_ci.yml workflow
-    if: github.event.pull_request.head.repo.fork != true
-    runs-on: tooling-test-small
+    runs-on: ubuntu-24.04
     steps:
-      - name: Checkout Airbyte (with credentials)
-        uses: actions/checkout@v4
+      - uses: actions/checkout@v4
+      - name: Setup Java
+        uses: actions/setup-java@v3
         with:
-          ref: ${{ github.head_ref }}
-          token: ${{ secrets.GH_PAT_APPROVINGTON_OCTAVIA }}
-          fetch-depth: 1
-      - name: Run airbyte-ci format check [MASTER]
-        id: airbyte_ci_format_check_all_master
-        if: github.ref == 'refs/heads/master'
-        uses: ./.github/actions/run-airbyte-ci
-        continue-on-error: true
+          distribution: "zulu"
+          java-version: "21"
+      - name: Setup Python
+        uses: actions/setup-python@v5
         with:
-          context: "master"
-          sentry_dsn: ${{ secrets.SENTRY_AIRBYTE_CI_DSN }}
-          subcommand: "format check all"
-
-      - name: Run airbyte-ci format check [PULL REQUEST]
-        id: airbyte_ci_format_check_all_pr
-        if: github.event_name == 'pull_request'
-        uses: ./.github/actions/run-airbyte-ci
-        continue-on-error: false
-        with:
-          context: "pull_request"
-          sentry_dsn: ${{ secrets.SENTRY_AIRBYTE_CI_DSN }}
-          subcommand: "format check all"
-          dagger_cloud_token: ${{ secrets.DAGGER_CLOUD_TOKEN_CACHE_2 }}
-
-      - name: Run airbyte-ci format check [WORKFLOW DISPATCH]
-        id: airbyte_ci_format_check_all_manual
-        if: github.event_name == 'workflow_dispatch'
-        uses: ./.github/actions/run-airbyte-ci
-        continue-on-error: false
+          python-version: "3.10"
+      - name: Run pre-commit
+        uses: pre-commit/action@v3.0.1
+        id: format-check
         with:
-          context: "manual"
-          sentry_dsn: ${{ secrets.SENTRY_AIRBYTE_CI_DSN }}
-          subcommand: "format check all"
-          dagger_cloud_token: ${{ secrets.DAGGER_CLOUD_TOKEN_CACHE_2 }}
+          extra_args: --all-files
 
       - name: Match GitHub User to Slack User [MASTER]
-        if: github.ref == 'refs/heads/master'
+        if: >
+          always() && steps.format-check.outcome == 'failure' &&
+          github.ref == 'refs/heads/master' &&
+          github.event.pull_request.head.repo.fork == false
         id: match-github-to-slack-user
         uses: ./.github/actions/match-github-to-slack-user
         env:
@@ -64,7 +41,10 @@ jobs:
           GITHUB_API_TOKEN: ${{ secrets.GITHUB_TOKEN }}
 
       - name: Format Failure on Master Slack Channel [MASTER]
-        if: steps.airbyte_ci_format_check_all_master.outcome == 'failure' && github.ref == 'refs/heads/master'
+        if: >
+          always() && steps.format-check.outcome == 'failure' &&
+          github.ref == 'refs/heads/master' &&
+          github.event.pull_request.head.repo.fork == false
         uses: abinoda/slack-action@master
         env:
           SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN_AIRBYTE_TEAM }}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2d89105f08ce..c772dc97ae45 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -4,17 +4,19 @@ exclude: |
     ^.*/__init__\.py$|
     ^.*?/\.venv/.*$|
     ^.*?/node_modules/.*$|
-    
+
     ^.*?/charts/.*$|
     ^airbyte-integrations/bases/base-normalization/.*$|
     ^.*?/normalization_test_output/.*$|
-    
+
     ^.*?/pnpm-lock\.yaml$|
     ^.*?/source-amplitude/unit_tests/api_data/zipped\.json$|
-    
+
     # Generated/test files
     ^airbyte-ci/connectors/metadata_service/lib/metadata_service/models/generated/.*$|
     ^.*?/airbyte-ci/connectors/metadata_service/lib/tests/fixtures/.*/invalid/.*$|
+    ^airbyte-ci/connectors/metadata_service/lib/tests/fixtures/.*/invalid/.*$|
+    ^.*?/airbyte-ci/connectors/pipelines/tests/test_format/non_formatted_code/.*$|
     ^airbyte-ci/connectors/pipelines/tests/test_format/non_formatted_code/.*$|
     ^.*?/airbyte-integrations/connectors/destination-.*/expected-spec\.json$
   )
@@ -25,8 +27,7 @@ repos:
     hooks:
       - id: black
         language_version: python3.10
-        verbose: true
-        args: ["--verbose"]
+        args: [--config=pyproject.toml]
 
   - repo: https://github.com/pycqa/isort
     rev: 5.12.0
diff --git a/spotless-maven-pom.xml b/spotless-maven-pom.xml
index 63de55c6766d..0a24e538b566 100644
--- a/spotless-maven-pom.xml
+++ b/spotless-maven-pom.xml
@@ -26,6 +26,9 @@
                             <includes>
                                 <include>**/*.java</include>
                             </includes>
+                            <excludes>
+                                <exclude>**/non_formatted_code/*</exclude>
+                            </excludes>
                             <importOrder />
                             <eclipse>
                                 <version>4.21</version>