diff --git a/.github/workflows/create-source-data.yaml b/.github/workflows/create-source-data.yaml
index 2904b34..d848518 100644
--- a/.github/workflows/create-source-data.yaml
+++ b/.github/workflows/create-source-data.yaml
@@ -28,7 +28,7 @@ jobs:
         with:
           token: ${{ steps.app-token.outputs.token }}
           image_project: ubuntu-os-cloud
-          image_family: ubuntu-2204-lts
+          image_family: ubuntu-2404-lts-amd64
           machine_zone: europe-west4-b
           machine_type: e2-standard-4
           runner_service_account: ${{ vars.RUNNER_GCP_SERVICE_ACCOUNT }}
@@ -40,4 +40,64 @@ jobs:
     needs: create-runner
     runs-on: ${{ needs.create-runner.outputs.label }}
     steps:
-      - run: echo "This runs on the GCE VM"
+      # We are running on barebones VM, so there is more scripting involved
+      # then needed if we were running on standard GitHub Actions runner.
+      - name: Checkout source
+        run: |
+          mkdir src
+          cd src
+          git init
+          git remote add origin $GITHUB_SERVER_URL/$GITHUB_REPOSITORY.git
+          git fetch origin $GITHUB_REF
+          git reset --hard FETCH_HEAD
+          cd ..
+      - name: Set up PostgreSQL
+        run: |
+          sudo apt-get --yes install postgresql
+          while ! pg_isready; do
+              echo "waiting for postgres..."
+              sleep 1
+          done
+          sudo -u postgres psql -c "ALTER USER postgres PASSWORD '12345';"
+      - name: Setup DuckDB
+        run: |
+          sudo apt-get install --yes unzip
+          curl -L https://github.com/duckdb/duckdb/releases/download/v1.1.0/duckdb_cli-linux-amd64.zip > duckdb.zip
+          unzip duckdb.zip duckdb
+          sudo mv duckdb /usr/local/bin
+      - name: Restore replay db
+        run: |
+          REPLAY_BACKUP="$(gcloud storage ls gs://${REPLAY_BACKUPS_GCS_BUCKET} | sort -r | head -n 1)"
+          gcloud storage cp "$REPLAY_BACKUP" .
+          psql -c "CREATE DATABASE bar;"
+          time zstdcat "$(basename "$REPLAY_BACKUP")" | pg_restore -d postgres --clean --create --no-owner --no-privileges
+        env:
+          REPLAY_BACKUPS_GCS_BUCKET: ${{ vars.REPLAY_BACKUPS_GCS_BUCKET }}
+          PGPASSWORD: 12345
+          PGHOST: 127.0.0.1
+          PGUSER: postgres
+      - name: Restore teiserver db
+        run:
+          TEI_BACKUP="$(gcloud storage ls gs://${TEISERVER_BACKUPS_GCS_BUCKET} | sort -r | head -n 1)"
+          gcloud storage cp "$TEI_BACKUP" .
+          psql -c "CREATE DATABASE teiserver_prod;"
+          time zstdcat "$(basename "$TEI_BACKUP")" | pg_restore -d postgres --clean --create --no-owner --no-privileges
+        env:
+          TEISERVER_BACKUPS_GCS_BUCKET: ${{ vars.TEISERVER_BACKUPS_GCS_BUCKET }}
+          PGPASSWORD: 12345
+          PGHOST: 127.0.0.1
+          PGUSER: postgres
+      - name: Export parquet files
+        run: |
+          mkdir data_export
+          duckdb < src/scripts/export_prod_data_source.sql
+        env:
+          PGPASSWORD: 12345
+          PGHOST: 127.0.0.1
+          PGUSER: postgres
+      - name: Save data export in GCS bucket
+        run: |
+          gcloud config set storage/parallel_composite_upload_compatibility_check False
+          gcloud storage rsync data_export/ gs://$DATA_MART_GCS_BUCKET/pgdumps --recursive --delete-unmatched-destination-objects
+        env:
+          DATA_MART_GCS_BUCKET: ${{ vars.DATA_MART_GCS_BUCKET }}
diff --git a/scripts/export_prod_data_source.sql b/scripts/export_prod_data_source.sql
new file mode 100644
index 0000000..2da8a80
--- /dev/null
+++ b/scripts/export_prod_data_source.sql
@@ -0,0 +1,14 @@
+-- noqa: disable=all
+
+ATTACH 'dbname=teiserver_prod' AS teiserver (TYPE POSTGRES, READ_ONLY);
+
+COPY teiserver.public.teiserver_battle_matches TO 'data_export/teiserver_battle_matches.parquet' (FORMAT 'parquet', CODEC 'zstd', COMPRESSION_LEVEL 9);
+COPY teiserver.public.teiserver_battle_match_memberships TO 'data_export/teiserver_battle_match_memberships.parquet' (FORMAT 'parquet', CODEC 'zstd', COMPRESSION_LEVEL 9);
+COPY teiserver.public.teiserver_game_rating_logs TO 'data_export/teiserver_game_rating_logs.parquet' (FORMAT 'parquet', CODEC 'zstd', COMPRESSION_LEVEL 9);
+
+ATTACH 'dbname=bar' AS replay (TYPE POSTGRES, READ_ONLY);
+
+COPY replay.public.Demos TO 'data_export/replay_demos.parquet' (FORMAT 'parquet', CODEC 'zstd', COMPRESSION_LEVEL 9);
+COPY replay.public.AllyTeams TO 'data_export/replay_ally_teams.parquet' (FORMAT 'parquet', CODEC 'zstd', COMPRESSION_LEVEL 9);
+COPY replay.public.Players TO 'data_export/replay_players.parquet' (FORMAT 'parquet', CODEC 'zstd', COMPRESSION_LEVEL 9);
+COPY replay.public.Maps TO 'data_export/replay_maps.parquet' (FORMAT 'parquet', CODEC 'zstd', COMPRESSION_LEVEL 9);