diff --git a/.github/workflows/build_and_test.yml b/.github/workflows/build_and_test.yml
index b0b72a0d1a68..ad8685754b31 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -1016,9 +1016,7 @@ jobs:
       - name: start minikube
         run: |
           # See more in "Installation" https://minikube.sigs.k8s.io/docs/start/
-          # curl -LO https://storage.googleapis.com/minikube/releases/latest/minikube-linux-amd64
-          # TODO(SPARK-44495): Resume to use the latest minikube for k8s-integration-tests.
-          curl -LO https://storage.googleapis.com/minikube/releases/v1.30.1/minikube-linux-amd64
+          curl -LO https://storage.googleapis.com/minikube/releases/latest/minikube-linux-amd64
           sudo install minikube-linux-amd64 /usr/local/bin/minikube
           # Github Action limit cpu:2, memory: 6947MB, limit to 2U6G for better resource statistic
           minikube start --cpus 2 --memory 6144
@@ -1036,7 +1034,7 @@ jobs:
           kubectl create clusterrolebinding serviceaccounts-cluster-admin --clusterrole=cluster-admin --group=system:serviceaccounts || true
           kubectl apply -f https://raw.githubusercontent.com/volcano-sh/volcano/v1.7.0/installer/volcano-development.yaml || true
           eval $(minikube docker-env)
-          build/sbt -Psparkr -Pkubernetes -Pvolcano -Pkubernetes-integration-tests -Dspark.kubernetes.test.driverRequestCores=0.5 -Dspark.kubernetes.test.executorRequestCores=0.2 -Dspark.kubernetes.test.volcanoMaxConcurrencyJobNum=1 -Dtest.exclude.tags=local "kubernetes-integration-tests/test"
+          build/sbt -Psparkr -Pkubernetes -Pvolcano -Pkubernetes-integration-tests -Dspark.kubernetes.test.volcanoMaxConcurrencyJobNum=1 -Dtest.exclude.tags=local "kubernetes-integration-tests/test"
       - name: Upload Spark on K8S integration tests log files
         if: failure()
         uses: actions/upload-artifact@v3
diff --git a/resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/KubernetesTestComponents.scala b/resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/KubernetesTestComponents.scala
index 4aba11bdb9d8..4ebf44ce9a4b 100644
--- a/resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/KubernetesTestComponents.scala
+++ b/resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/KubernetesTestComponents.scala
@@ -75,6 +75,8 @@ private[spark] class KubernetesTestComponents(val kubernetesClient: KubernetesCl
       .set(UI_ENABLED.key, "true")
       .set("spark.kubernetes.submission.waitAppCompletion", "false")
       .set("spark.kubernetes.authenticate.driver.serviceAccountName", serviceAccountName)
+      .set("spark.kubernetes.driver.request.cores", "0.2")
+      .set("spark.kubernetes.executor.request.cores", "0.2")
   }
 }
 
diff --git a/resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/PVTestsSuite.scala b/resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/PVTestsSuite.scala
index 1d373f3f8066..d67b7726838f 100644
--- a/resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/PVTestsSuite.scala
+++ b/resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/PVTestsSuite.scala
@@ -24,6 +24,7 @@ import org.scalatest.concurrent.{Eventually, PatienceConfiguration}
 import org.scalatest.time.{Milliseconds, Span}
 
 import org.apache.spark.deploy.k8s.integrationtest.KubernetesSuite._
+import org.apache.spark.deploy.k8s.integrationtest.backend.minikube.MinikubeTestBackend
 
 private[spark] trait PVTestsSuite { k8sSuite: KubernetesSuite =>
   import PVTestsSuite._
@@ -54,6 +55,7 @@ private[spark] trait PVTestsSuite { k8sSuite: KubernetesSuite =>
 
     setupLocalStorageClass()
 
+    val hostname = if (testBackend == MinikubeTestBackend) "minikube" else "docker-desktop"
     val pvBuilder = new PersistentVolumeBuilder()
       .withKind("PersistentVolume")
       .withApiVersion("v1")
@@ -72,7 +74,7 @@ private[spark] trait PVTestsSuite { k8sSuite: KubernetesSuite =>
                 .withMatchExpressions(new NodeSelectorRequirementBuilder()
                   .withKey("kubernetes.io/hostname")
                   .withOperator("In")
-                  .withValues("minikube", "m01", "docker-for-desktop", "docker-desktop")
+                  .withValues(hostname)
                   .build()).build())
             .endRequired()
           .endNodeAffinity()
diff --git a/resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/VolcanoTestsSuite.scala b/resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/VolcanoTestsSuite.scala
index 06d6f7dc100f..e7143e32db61 100644
--- a/resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/VolcanoTestsSuite.scala
+++ b/resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/VolcanoTestsSuite.scala
@@ -496,8 +496,8 @@ private[spark] object VolcanoTestsSuite extends SparkFunSuite {
   val DRIVER_PG_TEMPLATE_MEMORY_3G = new File(
     getClass.getResource("/volcano/driver-podgroup-template-memory-3g.yml").getFile
   ).getAbsolutePath
-  val DRIVER_REQUEST_CORES = sys.props.get(CONFIG_DRIVER_REQUEST_CORES).getOrElse("1")
-  val EXECUTOR_REQUEST_CORES = sys.props.get(CONFIG_EXECUTOR_REQUEST_CORES).getOrElse("1")
+  val DRIVER_REQUEST_CORES = sys.props.get(CONFIG_DRIVER_REQUEST_CORES).getOrElse("0.2")
+  val EXECUTOR_REQUEST_CORES = sys.props.get(CONFIG_EXECUTOR_REQUEST_CORES).getOrElse("0.2")
   val VOLCANO_MAX_JOB_NUM = sys.props.get(CONFIG_KEY_VOLCANO_MAX_JOB_NUM).getOrElse("2")
   val TEMP_DIR = "/tmp/"
 }