diff --git a/kyuubi-common/src/main/scala/org/apache/kyuubi/config/KyuubiConf.scala b/kyuubi-common/src/main/scala/org/apache/kyuubi/config/KyuubiConf.scala
index 33a209de1ee..31b66644f7a 100644
--- a/kyuubi-common/src/main/scala/org/apache/kyuubi/config/KyuubiConf.scala
+++ b/kyuubi-common/src/main/scala/org/apache/kyuubi/config/KyuubiConf.scala
@@ -124,7 +124,11 @@ case class KyuubiConf(loadSysDefault: Boolean = true) extends Logging {
 
   /** Get all batch conf as map */
   def getBatchConf(batchType: String): Map[String, String] = {
-    getAllWithPrefix(s"$KYUUBI_BATCH_CONF_PREFIX.${batchType.toLowerCase(Locale.ROOT)}", "")
+    batchType.toLowerCase(Locale.ROOT) match {
+      case "spark" | "pyspark" => getAllWithPrefix(s"$KYUUBI_BATCH_CONF_PREFIX.spark", "")
+      case _ =>
+        getAllWithPrefix(s"$KYUUBI_BATCH_CONF_PREFIX.${batchType.toLowerCase(Locale.ROOT)}", "")
+    }
   }
 
   /**
diff --git a/kyuubi-ctl/src/main/scala/org/apache/kyuubi/ctl/cmd/create/CreateBatchCommand.scala b/kyuubi-ctl/src/main/scala/org/apache/kyuubi/ctl/cmd/create/CreateBatchCommand.scala
index 18618e37e34..4db2a0a4a86 100644
--- a/kyuubi-ctl/src/main/scala/org/apache/kyuubi/ctl/cmd/create/CreateBatchCommand.scala
+++ b/kyuubi-ctl/src/main/scala/org/apache/kyuubi/ctl/cmd/create/CreateBatchCommand.scala
@@ -55,6 +55,7 @@ class CreateBatchCommand(cliConfig: CliConfig) extends Command[Batch](cliConfig)
         request.get("batchType").asInstanceOf[String],
         request.get("resource").asInstanceOf[String],
         request.get("className").asInstanceOf[String],
+        request.get("pythonFiles").asInstanceOf[String],
         request.get("name").asInstanceOf[String],
         config,
         args)
diff --git a/kyuubi-rest-client/src/main/java/org/apache/kyuubi/client/api/v1/dto/BatchRequest.java b/kyuubi-rest-client/src/main/java/org/apache/kyuubi/client/api/v1/dto/BatchRequest.java
index f10a8fdb5f2..d9f574c677f 100644
--- a/kyuubi-rest-client/src/main/java/org/apache/kyuubi/client/api/v1/dto/BatchRequest.java
+++ b/kyuubi-rest-client/src/main/java/org/apache/kyuubi/client/api/v1/dto/BatchRequest.java
@@ -28,6 +28,7 @@ public class BatchRequest {
   private String batchType;
   private String resource;
   private String className;
+  private String pythonFiles;
   private String name;
   private Map<String, String> conf;
   private List<String> args;
@@ -38,12 +39,14 @@ public BatchRequest(
       String batchType,
       String resource,
       String className,
+      String pythonFiles,
       String name,
       Map<String, String> conf,
       List<String> args) {
     this.batchType = batchType;
     this.resource = resource;
     this.className = className;
+    this.pythonFiles = pythonFiles;
     this.name = name;
     this.conf = conf;
     this.args = args;
@@ -53,6 +56,7 @@ public BatchRequest(String batchType, String resource, String className, String
     this.batchType = batchType;
     this.resource = resource;
     this.className = className;
+    this.pythonFiles = null;
     this.name = name;
     this.conf = Collections.emptyMap();
     this.args = Collections.emptyList();
@@ -82,6 +86,14 @@ public void setClassName(String className) {
     this.className = className;
   }
 
+  public String getPythonFiles() {
+    return pythonFiles;
+  }
+
+  public void setPythonFiles(String pythonFiles) {
+    this.pythonFiles = pythonFiles;
+  }
+
   public String getName() {
     return name;
   }
@@ -120,6 +132,7 @@ public boolean equals(Object o) {
     return Objects.equals(getBatchType(), that.getBatchType())
         && Objects.equals(getResource(), that.getResource())
         && Objects.equals(getClassName(), that.getClassName())
+        && Objects.equals(getPythonFiles(), that.getPythonFiles())
         && Objects.equals(getName(), that.getName())
         && Objects.equals(getConf(), that.getConf())
         && Objects.equals(getArgs(), that.getArgs());
@@ -128,7 +141,7 @@ public boolean equals(Object o) {
   @Override
   public int hashCode() {
     return Objects.hash(
-        getBatchType(), getResource(), getClassName(), getName(), getConf(), getArgs());
+        getBatchType(), getResource(), getClassName(), getPythonFiles(), getName(), getConf(), getArgs());
   }
 
   @Override
diff --git a/kyuubi-rest-client/src/test/java/org/apache/kyuubi/client/RestClientTestUtils.java b/kyuubi-rest-client/src/test/java/org/apache/kyuubi/client/RestClientTestUtils.java
index bc93b55dff5..b3a57811bb9 100644
--- a/kyuubi-rest-client/src/test/java/org/apache/kyuubi/client/RestClientTestUtils.java
+++ b/kyuubi-rest-client/src/test/java/org/apache/kyuubi/client/RestClientTestUtils.java
@@ -69,6 +69,7 @@ public static BatchRequest generateTestBatchRequest() {
             "spark",
             "/MySpace/kyuubi-spark-sql-engine_2.12-1.6.0-SNAPSHOT.jar",
             "org.apache.kyuubi.engine.spark.SparkSQLEngine",
+            null,
             "test_batch",
             Collections.singletonMap("spark.driver.memory", "16m"),
             Collections.emptyList());
diff --git a/kyuubi-server/src/main/resources/sql/derby/metadata-store-schema-derby.sql b/kyuubi-server/src/main/resources/sql/derby/metadata-store-schema-derby.sql
index ecf41d6ab44..faf48244f3e 100644
--- a/kyuubi-server/src/main/resources/sql/derby/metadata-store-schema-derby.sql
+++ b/kyuubi-server/src/main/resources/sql/derby/metadata-store-schema-derby.sql
@@ -11,6 +11,7 @@ CREATE TABLE metadata(
     state varchar(128) NOT NULL, -- the session state
     resource varchar(1024), -- the main resource
     class_name varchar(1024), -- the main class name
+    python_files varchar(1024), -- the python files
     request_name varchar(1024), -- the request name
     request_conf clob, -- the request config map
     request_args clob, -- the request arguments
diff --git a/kyuubi-server/src/main/resources/sql/mysql/metadata-store-schema-mysql.sql b/kyuubi-server/src/main/resources/sql/mysql/metadata-store-schema-mysql.sql
index 4efddaa92b9..96ea188e5d2 100644
--- a/kyuubi-server/src/main/resources/sql/mysql/metadata-store-schema-mysql.sql
+++ b/kyuubi-server/src/main/resources/sql/mysql/metadata-store-schema-mysql.sql
@@ -11,6 +11,7 @@ CREATE TABLE metadata(
     state varchar(128) NOT NULL COMMENT 'the session state',
     resource varchar(1024) COMMENT 'the main resource',
     class_name varchar(1024) COMMENT 'the main class name',
+    python_files varchar(1024) COMMENT 'the python files',
     request_name varchar(1024) COMMENT 'the request name',
     request_conf mediumtext COMMENT 'the request config map',
     request_args mediumtext COMMENT 'the request arguments',
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/KyuubiApplicationManager.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/KyuubiApplicationManager.scala
index b772afc0479..ce6af1ac1e7 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/KyuubiApplicationManager.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/KyuubiApplicationManager.scala
@@ -178,7 +178,8 @@ object KyuubiApplicationManager {
       appConf: Map[String, String],
       kyuubiConf: KyuubiConf): Unit = {
     applicationType.toUpperCase(Locale.ROOT) match {
-      case appType if appType.startsWith("SPARK") => checkSparkAccessPaths(appConf, kyuubiConf)
+      case appType if appType.equals("PYSPARK") || appType.startsWith("SPARK") =>
+        checkSparkAccessPaths(appConf, kyuubiConf)
       case appType if appType.startsWith("FLINK") => // TODO: check flink app access local paths
       case _ =>
     }
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/spark/SparkBatchProcessBuilder.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/spark/SparkBatchProcessBuilder.scala
index e7de6baa449..1b284c71073 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/spark/SparkBatchProcessBuilder.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/spark/SparkBatchProcessBuilder.scala
@@ -29,21 +29,29 @@ class SparkBatchProcessBuilder(
     batchId: String,
     batchName: String,
     override val mainResource: Option[String],
-    override val mainClass: String,
+    className: Option[String],
+    pythonFiles: Option[String],
     batchConf: Map[String, String],
     batchArgs: Seq[String],
     override val extraEngineLog: Option[OperationLog])
   extends SparkProcessBuilder(proxyUser, conf, batchId, extraEngineLog) {
   import SparkProcessBuilder._
 
+  override def mainClass: String = className.orNull
+
   override protected val commands: Array[String] = {
     val buffer = new ArrayBuffer[String]()
     buffer += executable
-    Option(mainClass).foreach { cla =>
+    className.foreach { cla =>
       buffer += CLASS
       buffer += cla
     }
 
+    pythonFiles.foreach { files =>
+      buffer += PYTHON_FILES
+      buffer +=files
+    }
+
     val batchKyuubiConf = new KyuubiConf(false)
     batchConf.foreach(entry => { batchKyuubiConf.set(entry._1, entry._2) })
     // tag batch application
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/spark/SparkProcessBuilder.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/spark/SparkProcessBuilder.scala
index cd12dbd36c4..2cc7c578e4c 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/spark/SparkProcessBuilder.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/engine/spark/SparkProcessBuilder.scala
@@ -216,6 +216,7 @@ object SparkProcessBuilder {
   final private[spark] val CLASS = "--class"
   final private[spark] val PROXY_USER = "--proxy-user"
   final private[spark] val SPARK_FILES = "spark.files"
+  final private[spark] val PYTHON_FILES = "--py-files"
   final private[spark] val PRINCIPAL = "spark.kerberos.principal"
   final private[spark] val KEYTAB = "spark.kerberos.keytab"
   // Get the appropriate spark-submit file
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/operation/BatchJobSubmission.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/operation/BatchJobSubmission.scala
index 1dfef22b0f2..be38abd6a66 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/operation/BatchJobSubmission.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/operation/BatchJobSubmission.scala
@@ -54,7 +54,8 @@ class BatchJobSubmission(
     val batchType: String,
     val batchName: String,
     resource: String,
-    className: String,
+    className: Option[String],
+    pythonFiles: Option[String],
     batchConf: Map[String, String],
     batchArgs: Seq[String],
     recoveryMetadata: Option[Metadata])
@@ -77,7 +78,7 @@ class BatchJobSubmission(
   @VisibleForTesting
   private[kyuubi] val builder: ProcBuilder = {
     Option(batchType).map(_.toUpperCase(Locale.ROOT)) match {
-      case Some("SPARK") =>
+      case Some("SPARK") | Some("PYSPARK") =>
         new SparkBatchProcessBuilder(
           session.user,
           session.sessionConf,
@@ -85,6 +86,7 @@ class BatchJobSubmission(
           batchName,
           Option(resource),
           className,
+          pythonFiles,
           batchConf,
           batchArgs,
           getOperationLog)
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/operation/KyuubiOperationManager.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/operation/KyuubiOperationManager.scala
index c63ba9a6f78..ae152ea50cc 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/operation/KyuubiOperationManager.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/operation/KyuubiOperationManager.scala
@@ -69,7 +69,8 @@ class KyuubiOperationManager private (name: String) extends OperationManager(nam
       batchType: String,
       batchName: String,
       resource: String,
-      className: String,
+      className: Option[String],
+      pythonFiles: Option[String],
       batchConf: Map[String, String],
       batchArgs: Seq[String],
       recoveryMetadata: Option[Metadata]): BatchJobSubmission = {
@@ -79,6 +80,7 @@ class KyuubiOperationManager private (name: String) extends OperationManager(nam
       batchName,
       resource,
       className,
+      pythonFiles,
       batchConf,
       batchArgs,
       recoveryMetadata)
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/server/api/v1/BatchesResource.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/server/api/v1/BatchesResource.scala
index 6900c1a7ffe..a6a45982d09 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/server/api/v1/BatchesResource.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/server/api/v1/BatchesResource.scala
@@ -162,9 +162,14 @@ private[v1] class BatchesResource extends ApiRequestContext with Logging {
     require(
       supportedBatchType(request.getBatchType),
       s"${request.getBatchType} is not in the supported list: $SUPPORTED_BATCH_TYPES}")
-    require(request.getResource != null, "resource is a required parameter")
-    require(request.getClassName != null, "classname is a required parameter")
     request.setBatchType(request.getBatchType.toUpperCase(Locale.ROOT))
+    require(request.getResource != null, "resource is a required parameter")
+    if (request.getBatchType.equals("SPARK")) {
+      require(request.getClassName != null, "classname is a required parameter for SPARK")
+    }
+    if (request.getBatchType.equals("PYSPARK")) {
+      require(request.getPythonFiles != null, "pythonFiles is a required parameter for PYSPARK")
+    }
 
     val userName = fe.getSessionUser(request.getConf.asScala.toMap)
     val ipAddress = fe.getIpAddress
@@ -365,7 +370,7 @@ private[v1] class BatchesResource extends ApiRequestContext with Logging {
 }
 
 object BatchesResource {
-  val SUPPORTED_BATCH_TYPES = Seq("SPARK")
+  val SUPPORTED_BATCH_TYPES = Seq("SPARK", "PYSPARK")
   val VALID_BATCH_STATES = Seq(
     OperationState.PENDING,
     OperationState.RUNNING,
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/server/metadata/api/Metadata.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/server/metadata/api/Metadata.scala
index d800104d0cb..90e8590a65f 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/server/metadata/api/Metadata.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/server/metadata/api/Metadata.scala
@@ -59,6 +59,7 @@ case class Metadata(
     state: String = null,
     resource: String = null,
     className: String = null,
+    pythonFiles: String = null,
     requestName: String = null,
     requestConf: Map[String, String] = Map.empty,
     requestArgs: Seq[String] = Seq.empty,
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/server/metadata/jdbc/JDBCMetadataStore.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/server/metadata/jdbc/JDBCMetadataStore.scala
index 0cffaeca3f3..b3770388b7c 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/server/metadata/jdbc/JDBCMetadataStore.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/server/metadata/jdbc/JDBCMetadataStore.scala
@@ -120,6 +120,7 @@ class JDBCMetadataStore(conf: KyuubiConf) extends MetadataStore with Logging {
          |state,
          |resource,
          |class_name,
+         |python_files,
          |request_name,
          |request_conf,
          |request_args,
@@ -143,6 +144,7 @@ class JDBCMetadataStore(conf: KyuubiConf) extends MetadataStore with Logging {
         metadata.state,
         metadata.resource,
         metadata.className,
+        metadata.pythonFiles,
         metadata.requestName,
         valueAsString(metadata.requestConf),
         valueAsString(metadata.requestArgs),
@@ -320,12 +322,14 @@ class JDBCMetadataStore(conf: KyuubiConf) extends MetadataStore with Logging {
 
         var resource: String = null
         var className: String = null
+        var pythonFiles: String = null
         var requestConf: Map[String, String] = Map.empty
         var requestArgs: Seq[String] = Seq.empty
 
         if (!stateOnly) {
           resource = resultSet.getString("resource")
           className = resultSet.getString("class_name")
+          pythonFiles = resultSet.getString("python_files")
           requestConf = string2Map(resultSet.getString("request_conf"))
           requestArgs = string2Seq(resultSet.getString("request_args"))
         }
@@ -499,6 +503,7 @@ object JDBCMetadataStore {
     METADATA_STATE_ONLY_COLUMNS,
     "resource",
     "class_name",
+    "python_files",
     "request_conf",
     "request_args").mkString(",")
 }
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/session/KyuubiBatchSessionImpl.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/session/KyuubiBatchSessionImpl.scala
index 24dcc0477c3..b2f134951ea 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/session/KyuubiBatchSessionImpl.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/session/KyuubiBatchSessionImpl.scala
@@ -70,7 +70,8 @@ class KyuubiBatchSessionImpl(
       batchRequest.getBatchType,
       batchRequest.getName,
       batchRequest.getResource,
-      batchRequest.getClassName,
+      Option(batchRequest.getClassName),
+      Option(batchRequest.getPythonFiles),
       normalizedConf,
       batchRequest.getArgs.asScala,
       recoveryMetadata)
@@ -121,6 +122,7 @@ class KyuubiBatchSessionImpl(
         state = OperationState.PENDING.toString,
         resource = batchRequest.getResource,
         className = batchRequest.getClassName,
+        pythonFiles = batchRequest.getPythonFiles,
         requestName = batchRequest.getName,
         requestConf = normalizedConf,
         requestArgs = batchRequest.getArgs.asScala,
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/session/KyuubiSessionManager.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/session/KyuubiSessionManager.scala
index ff051019951..40b653bd64d 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/session/KyuubiSessionManager.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/session/KyuubiSessionManager.scala
@@ -237,6 +237,7 @@ class KyuubiSessionManager private (name: String) extends SessionManager(name) {
           metadata.engineType,
           metadata.resource,
           metadata.className,
+          metadata.pythonFiles,
           metadata.requestName,
           metadata.requestConf.asJava,
           metadata.requestArgs.asJava)
diff --git a/kyuubi-server/src/test/scala/org/apache/kyuubi/BatchTestHelper.scala b/kyuubi-server/src/test/scala/org/apache/kyuubi/BatchTestHelper.scala
index 27298dbf16d..4697697669d 100644
--- a/kyuubi-server/src/test/scala/org/apache/kyuubi/BatchTestHelper.scala
+++ b/kyuubi-server/src/test/scala/org/apache/kyuubi/BatchTestHelper.scala
@@ -47,6 +47,7 @@ trait BatchTestHelper {
       batchType,
       resource,
       className,
+      null,
       name,
       conf.asJava,
       args.asJava)
diff --git a/kyuubi-server/src/test/scala/org/apache/kyuubi/server/api/v1/BatchesResourceSuite.scala b/kyuubi-server/src/test/scala/org/apache/kyuubi/server/api/v1/BatchesResourceSuite.scala
index 1f59a7dc6ff..be7b477444b 100644
--- a/kyuubi-server/src/test/scala/org/apache/kyuubi/server/api/v1/BatchesResourceSuite.scala
+++ b/kyuubi-server/src/test/scala/org/apache/kyuubi/server/api/v1/BatchesResourceSuite.scala
@@ -409,7 +409,8 @@ class BatchesResourceSuite extends KyuubiFunSuite with RestFrontendTestHelper wi
       batchId2,
       "RUNNING_RECOVERY",
       sparkBatchTestResource,
-      sparkBatchTestMainClass,
+      Some(sparkBatchTestMainClass),
+      None,
       batchMetadata2.requestConf,
       batchMetadata2.requestArgs,
       None)