[KYUUBI #7194] Speed up K8s integration tests in CI

### Why are the changes needed?

Use `apache/spark:3.5.5` as the Kyuubi image's base image to avoid downloading Spark tgz inside the image building phase.

### How was this patch tested?

Monitor CI.

### Was this patch authored or co-authored using generative AI tooling?

No.

Closes #7194 from pan3793/k8s-it.

Closes #7194

78482a8 [Cheng Pan] Update .github/workflows/master.yml
32e2ca7 [Cheng Pan] Speed up K8s integration tests in CI

Authored-by: Cheng Pan <chengpan@apache.org>
Signed-off-by: Cheng Pan <chengpan@apache.org>

Author: pan3793

.github/workflows/master.yml

@@ -422,17 +422,21 @@ jobs:
         uses: docker/setup-buildx-action@v3
         with:
           cache-binary: false
+      - name: Pull Spark image
+        run: |
+          docker pull apache/spark:3.5.5
       - name: Build Kyuubi Docker Image
         uses: docker/build-push-action@v6
         with:
           # passthrough CI into build container
           build-args: |
             CI=${CI}
-            MVN_ARG=--flink-provided --hive-provided
+            BASE_IMAGE=apache/spark:3.5.5
+            MVN_ARG=--spark-provided --flink-provided --hive-provided
           context: .
           file: build/Dockerfile.CI
           load: true
-          tags: apache/kyuubi:latest
+          tags: apache/kyuubi:ci
       - name: Cache Engine Archives
         uses: ./.github/actions/cache-engine-archives
       - name: Setup Minikube
@@ -442,9 +446,8 @@ jobs:
           sudo install minikube-linux-amd64 /usr/local/bin/minikube
           minikube start --cpus 2 --memory 4096 --kubernetes-version=${KUBERNETES_VERSION} --force
           # https://minikube.sigs.k8s.io/docs/handbook/pushing/#7-loading-directly-to-in-cluster-container-runtime
-          minikube image load apache/kyuubi:latest
+          minikube image load apache/kyuubi:ci
           # pre-install spark into minikube
-          docker pull apache/spark:3.5.5
           minikube image load apache/spark:3.5.5
       - name: kubectl pre-check
         run: |

integration-tests/kyuubi-kubernetes-it/src/test/resources/driver.yml

@@ -15,7 +15,7 @@
 # limitations under the License.
 #
 
-apiVersio: v1
+apiVersion: v1
 kind: Pod
 metadata:
   name: driver

integration-tests/kyuubi-kubernetes-it/src/test/resources/kyuubi-server.yaml

@@ -25,7 +25,7 @@ spec:
   serviceAccountName: kyuubi
   containers:
     - name: kyuubi-server
-      image: apache/kyuubi:latest
+      image: apache/kyuubi:ci
       imagePullPolicy: IfNotPresent
       env:
         - name: KYUUBI_JAVA_OPTS