diff --git a/resource-managers/kubernetes/core/src/main/scala/org/apache/spark/deploy/k8s/features/VolcanoFeatureStep.scala b/resource-managers/kubernetes/core/src/main/scala/org/apache/spark/deploy/k8s/features/VolcanoFeatureStep.scala
index ab84393dd5d23..adc75b2214e93 100644
--- a/resource-managers/kubernetes/core/src/main/scala/org/apache/spark/deploy/k8s/features/VolcanoFeatureStep.scala
+++ b/resource-managers/kubernetes/core/src/main/scala/org/apache/spark/deploy/k8s/features/VolcanoFeatureStep.scala
@@ -16,6 +16,8 @@
  */
 package org.apache.spark.deploy.k8s.features
 
+import java.util
+
 import io.fabric8.kubernetes.api.model._
 import io.fabric8.volcano.client.DefaultVolcanoClient
 import io.fabric8.volcano.scheduling.v1beta1.{PodGroup, PodGroupSpec}
@@ -54,11 +56,33 @@ private[spark] class VolcanoFeatureStep extends KubernetesDriverCustomFeatureCon
     metadata.setName(podGroupName)
     metadata.setNamespace(namespace)
     pg.setMetadata(metadata)
-
     var spec = pg.getSpec
     if (spec == null) spec = new PodGroupSpec
+    val queue = kubernetesConf.getOption(POD_GROUP_SPEC_QUEUE)
+    if (queue.isDefined) {
+      spec.setQueue(queue.get)
+    }
+    val minResourceCPU = kubernetesConf.getOption(POD_GROUP_SPEC_MIN_RESOURCE_CPU)
+    val minResourceMemory = kubernetesConf.getOption(POD_GROUP_SPEC_MIN_RESOURCE_MEMORY)
+    if (minResourceCPU.isDefined || minResourceMemory.isDefined) {
+      val minResources = new util.HashMap[String, Quantity]
+      if (minResourceCPU.isDefined) {
+        minResources.put("cpu", new Quantity(minResourceCPU.get))
+      }
+      if (minResourceMemory.isDefined) {
+        minResources.put("memory", new Quantity(minResourceMemory.get))
+      }
+      spec.setMinResources(minResources)
+    }
+    val minMember = kubernetesConf.getOption(POD_GROUP_SPEC_MIN_MEMBER)
+    if (minMember.isDefined) {
+      spec.setMinMember(minMember.get.toInt)
+    }
+    val priorityClassName = kubernetesConf.getOption(POD_GROUP_SPEC_PRIORITY_CLASS_NAME)
+    if (priorityClassName.isDefined) {
+      spec.setPriorityClassName(priorityClassName.get)
+    }
     pg.setSpec(spec)
-
     Seq(pg)
   }
 
@@ -75,4 +99,12 @@ private[spark] class VolcanoFeatureStep extends KubernetesDriverCustomFeatureCon
 private[spark] object VolcanoFeatureStep {
   val POD_GROUP_ANNOTATION = "scheduling.k8s.io/group-name"
   val POD_GROUP_TEMPLATE_FILE_KEY = "spark.kubernetes.scheduler.volcano.podGroupTemplateFile"
+  val POD_GROUP_SPEC_QUEUE = "spark.kubernetes.scheduler.volcano.podGroup.spec.queue"
+  val POD_GROUP_SPEC_MIN_RESOURCE_CPU =
+    "spark.kubernetes.scheduler.volcano.podGroup.spec.minResources.cpu"
+  val POD_GROUP_SPEC_MIN_RESOURCE_MEMORY =
+    "spark.kubernetes.scheduler.volcano.podGroup.spec.minResources.memory"
+  val POD_GROUP_SPEC_MIN_MEMBER = "spark.kubernetes.scheduler.volcano.podGroup.spec.minMember"
+  val POD_GROUP_SPEC_PRIORITY_CLASS_NAME =
+    "spark.kubernetes.scheduler.volcano.podGroup.spec.PriorityClassName"
 }
diff --git a/resource-managers/kubernetes/core/src/test/scala/org/apache/spark/deploy/k8s/features/VolcanoFeatureStepSuite.scala b/resource-managers/kubernetes/core/src/test/scala/org/apache/spark/deploy/k8s/features/VolcanoFeatureStepSuite.scala
index dab414e0e19e7..dedc141d98cbb 100644
--- a/resource-managers/kubernetes/core/src/test/scala/org/apache/spark/deploy/k8s/features/VolcanoFeatureStepSuite.scala
+++ b/resource-managers/kubernetes/core/src/test/scala/org/apache/spark/deploy/k8s/features/VolcanoFeatureStepSuite.scala
@@ -73,4 +73,24 @@ class VolcanoFeatureStepSuite extends SparkFunSuite {
     step.init(kubernetesConf)
     assert(step.getAdditionalPreKubernetesResources() === Seq.empty)
   }
+
+  test("SPARK-38455: Support driver podgroup parameter") {
+    val sparkConf = new SparkConf()
+      .set(VolcanoFeatureStep.POD_GROUP_SPEC_QUEUE, "driver-queue")
+      .set(VolcanoFeatureStep.POD_GROUP_SPEC_MIN_RESOURCE_CPU, "2")
+      .set(VolcanoFeatureStep.POD_GROUP_SPEC_MIN_RESOURCE_MEMORY, "2048Mi")
+      .set(VolcanoFeatureStep.POD_GROUP_SPEC_MIN_MEMBER, "2")
+      .set(VolcanoFeatureStep.POD_GROUP_SPEC_PRIORITY_CLASS_NAME, "driver-priority")
+    val kubernetesConf = KubernetesTestConf.createDriverConf(sparkConf)
+    val step = new VolcanoFeatureStep()
+    step.init(kubernetesConf)
+    step.configurePod(SparkPod.initialPod())
+    val podGroup = step.getAdditionalPreKubernetesResources().head.asInstanceOf[PodGroup]
+    assert(podGroup.getSpec.getQueue == "driver-queue")
+    assert(podGroup.getSpec.getMinMember == 2)
+    assert(podGroup.getSpec.getMinResources.get("cpu").getAmount == "2")
+    assert(podGroup.getSpec.getMinResources.get("memory").getAmount == "2048")
+    assert(podGroup.getSpec.getMinResources.get("memory").getFormat == "Mi")
+    assert(podGroup.getSpec.getPriorityClassName == "driver-priority")
+  }
 }