diff --git a/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/SparkSessionProvider.scala b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/SparkSessionProvider.scala
index e6f70b4d1a6..c7e541ef525 100644
--- a/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/SparkSessionProvider.scala
+++ b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/SparkSessionProvider.scala
@@ -27,6 +27,7 @@ import org.scalatest.Assertions._
 
 import org.apache.kyuubi.Utils
 import org.apache.kyuubi.plugin.spark.authz.RangerTestUsers._
+import org.apache.kyuubi.plugin.spark.authz.V2JdbcTableCatalogPrivilegesBuilderSuite._
 import org.apache.kyuubi.plugin.spark.authz.util.AuthZUtils._
 
 trait SparkSessionProvider {
@@ -79,7 +80,15 @@ trait SparkSessionProvider {
       f
     } finally {
       res.foreach {
-        case (t, "table") => doAs(admin, sql(s"DROP TABLE IF EXISTS $t"))
+        case (t, "table") => doAs(
+            admin, {
+              val purgeOption =
+                if (isSparkV32OrGreater && isCatalogSupportPurge(
+                    spark.sessionState.catalogManager.currentCatalog.name())) {
+                  "PURGE"
+                } else ""
+              sql(s"DROP TABLE IF EXISTS $t $purgeOption")
+            })
         case (db, "database") => doAs(admin, sql(s"DROP DATABASE IF EXISTS $db"))
         case (fn, "function") => doAs(admin, sql(s"DROP FUNCTION IF EXISTS $fn"))
         case (view, "view") => doAs(admin, sql(s"DROP VIEW IF EXISTS $view"))
@@ -96,4 +105,11 @@ trait SparkSessionProvider {
     doAs(user, assert(sql(query).collect() === result))
   }
 
+  private def isCatalogSupportPurge(catalogName: String): Boolean = {
+    val unsupportedCatalogs = Set(v2JdbcTableCatalogClassName)
+    spark.conf.getOption(s"spark.sql.catalog.$catalogName") match {
+      case Some(catalog) if !unsupportedCatalogs.contains(catalog) => true
+      case _ => false
+    }
+  }
 }
diff --git a/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/V2JdbcTableCatalogPrivilegesBuilderSuite.scala b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/V2JdbcTableCatalogPrivilegesBuilderSuite.scala
index 4fe13201d87..d1a6f4ae8b0 100644
--- a/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/V2JdbcTableCatalogPrivilegesBuilderSuite.scala
+++ b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/V2JdbcTableCatalogPrivilegesBuilderSuite.scala
@@ -22,6 +22,7 @@ import scala.util.Try
 
 import org.scalatest.Outcome
 
+import org.apache.kyuubi.plugin.spark.authz.V2JdbcTableCatalogPrivilegesBuilderSuite._
 import org.apache.kyuubi.plugin.spark.authz.serde._
 import org.apache.kyuubi.util.AssertionUtils._
 
@@ -38,9 +39,7 @@ class V2JdbcTableCatalogPrivilegesBuilderSuite extends V2CommandsPrivilegesSuite
   val jdbcUrl: String = s"$dbUrl;create=true"
 
   override def beforeAll(): Unit = {
-    spark.conf.set(
-      s"spark.sql.catalog.$catalogV2",
-      "org.apache.spark.sql.execution.datasources.v2.jdbc.JDBCTableCatalog")
+    spark.conf.set(s"spark.sql.catalog.$catalogV2", v2JdbcTableCatalogClassName)
     spark.conf.set(s"spark.sql.catalog.$catalogV2.url", jdbcUrl)
     spark.conf.set(
       s"spark.sql.catalog.$catalogV2.driver",
@@ -170,3 +169,8 @@ class V2JdbcTableCatalogPrivilegesBuilderSuite extends V2CommandsPrivilegesSuite
     }
   }
 }
+
+object V2JdbcTableCatalogPrivilegesBuilderSuite {
+  val v2JdbcTableCatalogClassName: String =
+    "org.apache.spark.sql.execution.datasources.v2.jdbc.JDBCTableCatalog"
+}
diff --git a/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/V2JdbcTableCatalogRangerSparkExtensionSuite.scala b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/V2JdbcTableCatalogRangerSparkExtensionSuite.scala
index 253880bbf2e..046052d558d 100644
--- a/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/V2JdbcTableCatalogRangerSparkExtensionSuite.scala
+++ b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/V2JdbcTableCatalogRangerSparkExtensionSuite.scala
@@ -24,6 +24,7 @@ import scala.util.Try
 import org.apache.kyuubi.plugin.spark.authz.AccessControlException
 import org.apache.kyuubi.plugin.spark.authz.RangerTestNamespace._
 import org.apache.kyuubi.plugin.spark.authz.RangerTestUsers._
+import org.apache.kyuubi.plugin.spark.authz.V2JdbcTableCatalogPrivilegesBuilderSuite._
 import org.apache.kyuubi.plugin.spark.authz.util.AuthZUtils._
 
 /**
@@ -44,9 +45,7 @@ class V2JdbcTableCatalogRangerSparkExtensionSuite extends RangerSparkExtensionSu
   val jdbcUrl: String = s"$dbUrl;create=true"
 
   override def beforeAll(): Unit = {
-    spark.conf.set(
-      s"spark.sql.catalog.$catalogV2",
-      "org.apache.spark.sql.execution.datasources.v2.jdbc.JDBCTableCatalog")
+    spark.conf.set(s"spark.sql.catalog.$catalogV2", v2JdbcTableCatalogClassName)
     spark.conf.set(s"spark.sql.catalog.$catalogV2.url", jdbcUrl)
     spark.conf.set(
       s"spark.sql.catalog.$catalogV2.driver",
diff --git a/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/datamasking/DataMaskingForJDBCV2Suite.scala b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/datamasking/DataMaskingForJDBCV2Suite.scala
index 249d903525c..411d98cf937 100644
--- a/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/datamasking/DataMaskingForJDBCV2Suite.scala
+++ b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/datamasking/DataMaskingForJDBCV2Suite.scala
@@ -23,13 +23,13 @@ import scala.util.Try
 import org.apache.spark.SparkConf
 import org.scalatest.Outcome
 
+import org.apache.kyuubi.plugin.spark.authz.V2JdbcTableCatalogPrivilegesBuilderSuite._
+
 class DataMaskingForJDBCV2Suite extends DataMaskingTestBase {
   override protected val extraSparkConf: SparkConf = {
     new SparkConf()
       .set("spark.sql.defaultCatalog", "testcat")
-      .set(
-        "spark.sql.catalog.testcat",
-        "org.apache.spark.sql.execution.datasources.v2.jdbc.JDBCTableCatalog")
+      .set("spark.sql.catalog.testcat", v2JdbcTableCatalogClassName)
       .set(s"spark.sql.catalog.testcat.url", "jdbc:derby:memory:testcat;create=true")
       .set(
         s"spark.sql.catalog.testcat.driver",
diff --git a/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/rowfiltering/RowFilteringForJDBCV2Suite.scala b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/rowfiltering/RowFilteringForJDBCV2Suite.scala
index 7d20d051581..bfe1cd9e499 100644
--- a/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/rowfiltering/RowFilteringForJDBCV2Suite.scala
+++ b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/rowfiltering/RowFilteringForJDBCV2Suite.scala
@@ -24,13 +24,13 @@ import scala.util.Try
 import org.apache.spark.SparkConf
 import org.scalatest.Outcome
 
+import org.apache.kyuubi.plugin.spark.authz.V2JdbcTableCatalogPrivilegesBuilderSuite._
+
 class RowFilteringForJDBCV2Suite extends RowFilteringTestBase {
   override protected val extraSparkConf: SparkConf = {
     new SparkConf()
       .set("spark.sql.defaultCatalog", "testcat")
-      .set(
-        "spark.sql.catalog.testcat",
-        "org.apache.spark.sql.execution.datasources.v2.jdbc.JDBCTableCatalog")
+      .set("spark.sql.catalog.testcat", v2JdbcTableCatalogClassName)
       .set(s"spark.sql.catalog.testcat.url", "jdbc:derby:memory:testcat;create=true")
       .set(
         s"spark.sql.catalog.testcat.driver",
diff --git a/kyuubi-common/src/test/scala/org/apache/kyuubi/operation/IcebergMetadataTests.scala b/kyuubi-common/src/test/scala/org/apache/kyuubi/operation/IcebergMetadataTests.scala
index 99482f0c5ff..814c08343d0 100644
--- a/kyuubi-common/src/test/scala/org/apache/kyuubi/operation/IcebergMetadataTests.scala
+++ b/kyuubi-common/src/test/scala/org/apache/kyuubi/operation/IcebergMetadataTests.scala
@@ -133,7 +133,7 @@ trait IcebergMetadataTests extends HiveJDBCTestHelper with IcebergSuiteMixin wit
             }
             assert(!rs1.next())
           } finally {
-            statement.execute(s"DROP TABLE IF EXISTS $cg.$db.tbl")
+            statement.execute(s"DROP TABLE IF EXISTS $cg.$db.tbl PURGE")
           }
         }
       }