diff --git a/.github/workflows/pr_tests_spark.yml b/.github/workflows/pr_tests_spark.yml
index 02909c2f..974a05b3 100644
--- a/.github/workflows/pr_tests_spark.yml
+++ b/.github/workflows/pr_tests_spark.yml
@@ -1,189 +1,187 @@
 name: pr_tests_spark
 on:
-    pull_request:
-        branches:
-            - main
-    push:
-        branches:
-            - feature/**
-            - dev
-            - staging
-            - template-spark-tests
-            - spark_prep
+  pull_request:
+    branches:
+      - main
+  push:
+    branches:
+      - feature/**
+      - dev
+      - staging
+      - template-spark-tests
+      - spark_prep
 concurrency: dbt_integration_tests
 env:
-    DBT_PROFILES_DIR: ./ci
-    SPARK_MASTER_HOST: spark-master
-    SPARK_USER: spark
-    SPARK_SCHEMA: default
+  DBT_PROFILES_DIR: ./ci
+  SPARK_MASTER_HOST: spark-master
+  SPARK_USER: spark
+  SPARK_SCHEMA: default
+
 jobs:
-    pr_tests:
-        name: pr_tests
-        runs-on: ubuntu-latest
-        defaults:
-            run:
-                working-directory: ./integration_tests
-        strategy:
-            matrix:
-                dbt_version:
-                    - 1.*
-                warehouse:
-                    - spark
-        steps:
-            - name: Check out
-              uses: actions/checkout@v3
-
-            - name: Set SCHEMA_SUFFIX env
-              run: >-
-                echo "SCHEMA_SUFFIX=$(echo ${DBT_VERSION%.*} | tr . _)" >> $GITHUB_ENV
-              env:
-                DBT_VERSION: '${{ matrix.dbt_version }}'
-
-            - name: Set DEFAULT_TARGET env
-              run: |
-                echo "DEFAULT_TARGET=${{ matrix.warehouse }}" >> $GITHUB_ENV
-
-            - name: Python setup
-              uses: actions/setup-python@v4
-              with:
-                python-version: 3.8.x
-
-            - name: Pip cache
-              uses: actions/cache@v3
-              with:
-                path: ~/.cache/pip
-                key: >-
-                    ${{ runner.os }}-pip-${{ matrix.dbt_version }}-${{ matrix.warehouse }}
-                restore-keys: >
-                    ${{ runner.os }}-pip-${{ matrix.dbt_version }}-${{ matrix.warehouse }}
-
-            - name: Install spark dependencies
-              run: |
-                pip install --upgrade pip wheel setuptools
-                pip install -Iv "dbt-spark[PyHive]"==${{ matrix.dbt_version }} --upgrade
-                dbt deps
-
-            - name: Set up Docker and Docker Compose
-              uses: docker/setup-buildx-action@v1
-
-            - name: Check Docker and Docker Compose versions
-              run: |
-                docker --version
-                docker-compose --version
-
-            - name: Debug environment
-              run: |
-                pwd
-                ls -la
-                env
-
-            - name: Create Dockerfile
-              run: |
-                cat << EOF > Dockerfile
-                FROM openjdk:11-jdk-slim
-
-                ENV SPARK_VERSION=3.5.1
-                ENV HADOOP_VERSION=3.3.4
-                ENV SPARK_HOME=/spark
-
-                RUN apt-get update && apt-get install -y curl wget procps rsync ssh iputils-ping net-tools
-
-                RUN wget --tries=5 --retry-connrefused --waitretry=1 --timeout=20 https://downloads.apache.org/spark/spark-\${SPARK_VERSION}/spark-\${SPARK_VERSION}-bin-hadoop3.tgz && \
-                    tar -xvzf spark-\${SPARK_VERSION}-bin-hadoop3.tgz && \
-                    mv spark-\${SPARK_VERSION}-bin-hadoop3 \${SPARK_HOME} && \
-                    rm spark-\${SPARK_VERSION}-bin-hadoop3.tgz
-
-                ENV PATH=\$PATH:\${SPARK_HOME}/bin:\${SPARK_HOME}/sbin
-
-                WORKDIR \${SPARK_HOME}
-
-                CMD ["bash"]
-                EOF
-
-            - name: Create docker-compose.yml
-              run: |
-                cat << EOF > docker-compose.yml
-                version: '3'
-
-                services:
-                  spark-master:
-                    build: .
-                    command: |
-                      bash -c "
-                      /spark/sbin/start-master.sh &&
-                      /spark/sbin/start-thriftserver.sh --master spark://spark-master:7077 &&
-                      tail -f /spark/logs/*"
-                    ports:
-                      - "8080:8080"
-                      - "7077:7077"
-                      - "10000:10000"
-                    environment:
-                      - SPARK_MODE=master
-                      - SPARK_MASTER_HOST=spark-master
-                      - SPARK_MASTER_PORT=7077
-                      - SPARK_MASTER_WEBUI_PORT=8080
-
-                  spark-worker:
-                    build: .
-                    command: bin/spark-class org.apache.spark.deploy.worker.Worker spark://spark-master:7077
-                    depends_on:
-                      - spark-master
-                    environment:
-                      - SPARK_MODE=worker
-                      - SPARK_WORKER_CORES=2
-                      - SPARK_WORKER_MEMORY=2g
-                      - SPARK_WORKER_PORT=8081
-                      - SPARK_WORKER_WEBUI_PORT=8081
-                      - SPARK_MASTER=spark://spark-master:7077
-                EOF
-
-            - name: Check file permissions
-              run: |
-                ls -l Dockerfile
-                ls -l docker-compose.yml
-
-            - name: Validate Docker Compose file
-              run: docker-compose config
-
-            - name: Build and start Spark cluster
-              run: |
-                docker-compose build --no-cache
-                docker-compose up -d
-
-            - name: Wait for services to start
-              run: |
-                echo "Waiting for Spark services to start..."
-                sleep 60
-
-            - name: Check Spark cluster status
-              run: |
-                docker-compose exec -T spark-master bash -c "jps && ps aux | grep spark && netstat -tuln"
-                docker-compose exec -T spark-worker bash -c "jps && ps aux | grep spark && netstat -tuln"
-
-            - name: Run Spark test job
-              run: >
-                docker-compose exec -T spark-master bin/spark-submit
-                --master spark://spark-master:7077 --class
-                org.apache.spark.examples.SparkPi
-                examples/jars/spark-examples_2.12-3.5.1.jar 10
-
-            - name: Wait for Thrift Server
-              run: |
-                echo "Waiting for Thrift Server to be fully operational..."
-                sleep 30
-
-            - name: 'Pre-test: Drop ci schemas'
-              run: |
-                dbt run-operation post_ci_cleanup --target spark
-
-            - name: Run tests
-              run: ./.scripts/integration_tests.sh -d spark
-
-            - name: 'Post-test: Drop ci schemas'
-              run: |
-                dbt run-operation post_ci_cleanup --target spark
-
-            - name: Cleanup Spark cluster
-              if: always()
-              run: |
-                docker-compose down
\ No newline at end of file
+  pr_tests:
+    name: pr_tests
+    runs-on: ubuntu-latest
+    defaults:
+      run:
+        working-directory: ./integration_tests
+    strategy:
+      matrix:
+        dbt_version:
+          - 1.*
+        warehouse:
+          - spark
+    steps:
+      - name: Check out
+        uses: actions/checkout@v3
+
+      - name: Set SCHEMA_SUFFIX env
+        run: >-
+          echo "SCHEMA_SUFFIX=$(echo ${DBT_VERSION%.*} | tr . _)" >> $GITHUB_ENV
+        env:
+          DBT_VERSION: '${{ matrix.dbt_version }}'
+
+      - name: Set DEFAULT_TARGET env
+        run: |
+          echo "DEFAULT_TARGET=${{ matrix.warehouse }}" >> $GITHUB_ENV
+
+      - name: Python setup
+        uses: actions/setup-python@v4
+        with:
+          python-version: 3.8.x
+
+      - name: Pip cache
+        uses: actions/cache@v3
+        with:
+          path: ~/.cache/pip
+          key: >-
+            ${{ runner.os }}-pip-${{ matrix.dbt_version }}-${{ matrix.warehouse }}
+          restore-keys: >-
+            ${{ runner.os }}-pip-${{ matrix.dbt_version }}-${{ matrix.warehouse }}
+
+      - name: Install spark dependencies
+        run: |
+          pip install --upgrade pip wheel setuptools
+          pip install -Iv "dbt-spark[PyHive]==${{ matrix.dbt_version }}" --upgrade
+          dbt deps
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v1
+
+      - name: Install Docker Compose
+        run: |
+          sudo curl -L "https://github.com/docker/compose/releases/download/1.29.2/docker-compose-$(uname -s)-$(uname -m)" -o /usr/local/bin/docker-compose
+          sudo chmod +x /usr/local/bin/docker-compose
+
+      - name: Check Docker and Docker Compose versions
+        run: |
+          docker --version
+          docker-compose --version
+
+      - name: Create Dockerfile
+        run: |
+          cat << EOF > Dockerfile
+          FROM openjdk:11-jdk-slim
+
+          ENV SPARK_VERSION=3.5.1
+          ENV HADOOP_VERSION=3.3.4
+          ENV SPARK_HOME=/spark
+
+          RUN apt-get update && apt-get install -y curl wget procps rsync ssh iputils-ping net-tools
+
+          RUN wget --tries=5 --retry-connrefused --waitretry=1 --timeout=20 https://downloads.apache.org/spark/spark-\${SPARK_VERSION}/spark-\${SPARK_VERSION}-bin-hadoop3.tgz && \
+              tar -xvzf spark-\${SPARK_VERSION}-bin-hadoop3.tgz && \
+              mv spark-\${SPARK_VERSION}-bin-hadoop3 \${SPARK_HOME} && \
+              rm spark-\${SPARK_VERSION}-bin-hadoop3.tgz
+
+          ENV PATH=\$PATH:\${SPARK_HOME}/bin:\${SPARK_HOME}/sbin
+
+          WORKDIR \${SPARK_HOME}
+
+          CMD ["bash"]
+          EOF
+
+      - name: Create docker-compose.yml
+        run: |
+          cat << EOF > docker-compose.yml
+          version: '3'
+
+          services:
+            spark-master:
+              build: .
+              command: |
+                bash -c "
+                /spark/sbin/start-master.sh &&
+                /spark/sbin/start-thriftserver.sh --master spark://spark-master:7077 &&
+                tail -f /spark/logs/*"
+              ports:
+                - "8080:8080"
+                - "7077:7077"
+                - "10000:10000"
+              environment:
+                - SPARK_MODE=master
+                - SPARK_MASTER_HOST=spark-master
+                - SPARK_MASTER_PORT=7077
+                - SPARK_MASTER_WEBUI_PORT=8080
+
+            spark-worker:
+              build: .
+              command: bin/spark-class org.apache.spark.deploy.worker.Worker spark://spark-master:7077
+              depends_on:
+                - spark-master
+              environment:
+                - SPARK_MODE=worker
+                - SPARK_WORKER_CORES=2
+                - SPARK_WORKER_MEMORY=2g
+                - SPARK_WORKER_PORT=8081
+                - SPARK_WORKER_WEBUI_PORT=8081
+                - SPARK_MASTER=spark://spark-master:7077
+          EOF
+
+      - name: Debug Docker Compose file
+        run: cat docker-compose.yml
+
+      - name: Build and start Spark cluster
+        run: |
+          docker-compose build --no-cache
+          docker-compose up -d
+
+      - name: Check running containers
+        run: docker ps
+
+      - name: Wait for services to start
+        run: |
+          echo "Waiting for Spark services to start..."
+          sleep 60
+
+      - name: Check Spark cluster status
+        run: |
+          docker-compose exec -T spark-master bash -c "jps && ps aux | grep spark && netstat -tuln"
+          docker-compose exec -T spark-worker bash -c "jps && ps aux | grep spark && netstat -tuln"
+
+      - name: Run Spark test job
+        run: >
+          docker-compose exec -T spark-master bin/spark-submit
+          --master spark://spark-master:7077 --class
+          org.apache.spark.examples.SparkPi
+          examples/jars/spark-examples_2.12-3.5.1.jar 10
+
+      - name: Wait for Thrift Server
+        run: |
+          echo "Waiting for Thrift Server to be fully operational..."
+          sleep 30
+
+      - name: 'Pre-test: Drop ci schemas'
+        run: |
+          dbt run-operation post_ci_cleanup --target spark
+
+      - name: Run tests
+        run: ./.scripts/integration_tests.sh -d spark
+
+      - name: 'Post-test: Drop ci schemas'
+        run: |
+          dbt run-operation post_ci_cleanup --target spark
+
+      - name: Cleanup Spark cluster
+        if: always()
+        run: |
+          docker-compose down
\ No newline at end of file