diff --git a/.github/actions/setup-kafka-cluster/action.yml b/.github/actions/setup-kafka-cluster/action.yml
index fca420da70..ef319866b3 100644
--- a/.github/actions/setup-kafka-cluster/action.yml
+++ b/.github/actions/setup-kafka-cluster/action.yml
@@ -6,6 +6,9 @@ inputs:
     description: "Kafka controller replicas"
   namespace:
     default: "kafka-cluster"
+  provider:
+    default: "kubernetes"
+    description: "Deployment provider: kubernetes or docker"
 
 runs:
   using: composite
@@ -13,6 +16,13 @@ runs:
   - name: Install Kafka cluster
     shell: bash
     run: |
+      if [ "${{ inputs.provider }}" = "docker" ]; then
+        REPO_ROOT=$(git rev-parse --show-toplevel)
+        "${REPO_ROOT}/.github/scripts/pull-test-deps-images.sh"
+        docker compose -f "${REPO_ROOT}/tests-integration/fixtures/docker-compose.yml" up -d --wait kafka
+        exit 0
+      fi
+
       helm upgrade \
         --install kafka oci://registry-1.docker.io/bitnamicharts/kafka \
         --set controller.replicaCount=${{ inputs.controller-replicas }} \
diff --git a/.github/actions/setup-mysql-cluster/action.yml b/.github/actions/setup-mysql-cluster/action.yml
new file mode 100644
index 0000000000..8fd9eba686
--- /dev/null
+++ b/.github/actions/setup-mysql-cluster/action.yml
@@ -0,0 +1,21 @@
+name: Setup MySQL
+description: Deploy MySQL on Docker or Kubernetes
+inputs:
+  provider:
+    default: "docker"
+    description: "Deployment provider: docker"
+
+runs:
+  using: composite
+  steps:
+  - name: Install MySQL
+    shell: bash
+    run: |
+      if [ "${{ inputs.provider }}" != "docker" ]; then
+        echo "Unsupported provider: ${{ inputs.provider }}"
+        exit 1
+      fi
+
+      REPO_ROOT=$(git rev-parse --show-toplevel)
+      "${REPO_ROOT}/.github/scripts/pull-test-deps-images.sh"
+      docker compose -f "${REPO_ROOT}/tests-integration/fixtures/docker-compose.yml" up -d --wait mysql
diff --git a/.github/actions/setup-postgres-cluster/action.yml b/.github/actions/setup-postgres-cluster/action.yml
index 4f40bf51d3..f3bb525f4d 100644
--- a/.github/actions/setup-postgres-cluster/action.yml
+++ b/.github/actions/setup-postgres-cluster/action.yml
@@ -10,6 +10,9 @@ inputs:
   storage-size:
     default: "1Gi"
     description: "Storage size for PostgreSQL"
+  provider:
+    default: "kubernetes"
+    description: "Deployment provider: kubernetes or docker"
 
 runs:
   using: composite
@@ -17,6 +20,12 @@ runs:
   - name: Install PostgreSQL
     shell: bash
     run: |
+      if [ "${{ inputs.provider }}" = "docker" ]; then
+        REPO_ROOT=$(git rev-parse --show-toplevel)
+        docker compose -f "${REPO_ROOT}/tests-integration/fixtures/docker-compose.yml" up -d --wait postgres
+        exit 0
+      fi
+
       helm upgrade \
         --install postgresql oci://registry-1.docker.io/bitnamicharts/postgresql \
         --set replicaCount=${{ inputs.postgres-replicas }} \
diff --git a/.github/workflows/develop.yml b/.github/workflows/develop.yml
index 69f0a8ea34..4b0231b074 100644
--- a/.github/workflows/develop.yml
+++ b/.github/workflows/develop.yml
@@ -669,81 +669,49 @@ jobs:
           - name: "Basic"
             opts: ""
             kafka: false
+            postgres: false
+            mysql: false
           - name: "Remote WAL"
             opts: "-w kafka -k 127.0.0.1:9092"
             kafka: true
+            postgres: false
+            mysql: false
           - name: "PostgreSQL KvBackend"
             opts: "--setup-pg postgresql://greptimedb:admin@127.0.0.1:5432/postgres"
             kafka: false
+            postgres: true
+            mysql: false
           - name: "MySQL KvBackend"
             opts: "--setup-mysql mysql://greptimedb:admin@127.0.0.1:3306/mysql"
             kafka: false
+            postgres: false
+            mysql: true
           - name: "Flat format"
             opts: "--enable-flat-format"
             kafka: false
+            postgres: false
+            mysql: false
     timeout-minutes: 60
-    services:
-      kafka:
-        image: greptime/kafka:3.9.0-debian-12-r1
-        ports:
-          - 9092:9092
-        env:
-          KAFKA_KRAFT_CLUSTER_ID: Kmp-xkTnSf-WWXhWmiorDg
-          KAFKA_ENABLE_KRAFT: "yes"
-          KAFKA_CFG_NODE_ID: "1"
-          KAFKA_CFG_PROCESS_ROLES: broker,controller
-          KAFKA_CFG_CONTROLLER_QUORUM_VOTERS: 1@127.0.0.1:2181
-          KAFKA_CFG_ADVERTISED_LISTENERS: PLAINTEXT://127.0.0.1:9092
-          KAFKA_CFG_CONTROLLER_LISTENER_NAMES: CONTROLLER
-          KAFKA_CFG_LISTENER_SECURITY_PROTOCOL_MAP: CONTROLLER:PLAINTEXT,PLAINTEXT:PLAINTEXT
-          KAFKA_CFG_LISTENERS: PLAINTEXT://:9092,CONTROLLER://:2181
-          ALLOW_PLAINTEXT_LISTENER: "yes"
-          KAFKA_BROKER_ID: "1"
-      postgres:
-        image: docker.io/postgres:14-alpine
-        env:
-          POSTGRES_USER: greptimedb
-          POSTGRES_DB: postgres
-          POSTGRES_PASSWORD: admin
-        ports:
-          - 5432:5432
-        options: >-
-          --health-cmd "pg_isready -U greptimedb -d postgres"
-          --health-interval 5s
-          --health-timeout 5s
-          --health-retries 12
-      mysql:
-        image: greptime/mysql:5.7
-        env:
-          MYSQL_DATABASE: mysql
-          MYSQL_USER: greptimedb
-          MYSQL_PASSWORD: admin
-          MYSQL_ROOT_PASSWORD: admin
-        ports:
-          - 3306:3306
-        options: >-
-          --health-cmd "mysqladmin ping -h 127.0.0.1 -u root -padmin --silent"
-          --health-interval 5s
-          --health-timeout 5s
-          --health-retries 12
     steps:
       - uses: actions/checkout@v4
         with:
           persist-credentials: false
 
       - if: matrix.mode.kafka
-        name: Wait for kafka server
-        shell: bash
-        run: |
-          # Allow up to 60 seconds for the service container to accept connections.
-          for _ in {1..30}; do
-            if (echo > /dev/tcp/127.0.0.1/9092) >/dev/null 2>&1; then
-              exit 0
-            fi
-            sleep 2
-          done
-          echo "Kafka is not ready"
-          exit 1
+        name: Setup Kafka cluster
+        uses: ./.github/actions/setup-kafka-cluster
+        with:
+          provider: docker
+
+      - if: matrix.mode.postgres
+        name: Setup PostgreSQL
+        uses: ./.github/actions/setup-postgres-cluster
+        with:
+          provider: docker
+
+      - if: matrix.mode.mysql
+        name: Setup MySQL
+        uses: ./.github/actions/setup-mysql-cluster
 
       - name: Download pre-built binaries
         uses: actions/download-artifact@v4