diff --git a/dev/kyuubi-codecov/pom.xml b/dev/kyuubi-codecov/pom.xml
index 5d62b1f6822..40b8b5cd9c2 100644
--- a/dev/kyuubi-codecov/pom.xml
+++ b/dev/kyuubi-codecov/pom.xml
@@ -243,7 +243,11 @@
                     <artifactId>kyuubi-spark-connector-hive_${scala.binary.version}</artifactId>
                     <version>${project.version}</version>
                 </dependency>
-                <!-- TODO: support authz -->
+                <dependency>
+                    <groupId>org.apache.kyuubi</groupId>
+                    <artifactId>kyuubi-spark-authz_${scala.binary.version}</artifactId>
+                    <version>${project.version}</version>
+                </dependency>
                 <dependency>
                     <groupId>org.apache.kyuubi</groupId>
                     <artifactId>kyuubi-spark-lineage_${scala.binary.version}</artifactId>
diff --git a/extensions/spark/kyuubi-spark-authz/src/main/resources/META-INF/services/org.apache.kyuubi.plugin.spark.authz.serde.TableExtractor b/extensions/spark/kyuubi-spark-authz/src/main/resources/META-INF/services/org.apache.kyuubi.plugin.spark.authz.serde.TableExtractor
index 663cd4962e8..99fbb05f249 100644
--- a/extensions/spark/kyuubi-spark-authz/src/main/resources/META-INF/services/org.apache.kyuubi.plugin.spark.authz.serde.TableExtractor
+++ b/extensions/spark/kyuubi-spark-authz/src/main/resources/META-INF/services/org.apache.kyuubi.plugin.spark.authz.serde.TableExtractor
@@ -22,6 +22,7 @@ org.apache.kyuubi.plugin.spark.authz.serde.DataSourceV2RelationTableExtractor
 org.apache.kyuubi.plugin.spark.authz.serde.ExpressionSeqTableExtractor
 org.apache.kyuubi.plugin.spark.authz.serde.HudiCallProcedureInputTableExtractor
 org.apache.kyuubi.plugin.spark.authz.serde.HudiCallProcedureOutputTableExtractor
+org.apache.kyuubi.plugin.spark.authz.serde.HudiCatalogTableTableExtractor
 org.apache.kyuubi.plugin.spark.authz.serde.HudiDataSourceV2RelationTableExtractor
 org.apache.kyuubi.plugin.spark.authz.serde.HudiMergeIntoTargetTableExtractor
 org.apache.kyuubi.plugin.spark.authz.serde.IdentifierTableExtractor
diff --git a/extensions/spark/kyuubi-spark-authz/src/main/resources/table_command_spec.json b/extensions/spark/kyuubi-spark-authz/src/main/resources/table_command_spec.json
index 1e6e10380af..50e955bab43 100644
--- a/extensions/spark/kyuubi-spark-authz/src/main/resources/table_command_spec.json
+++ b/extensions/spark/kyuubi-spark-authz/src/main/resources/table_command_spec.json
@@ -303,6 +303,27 @@
   "opType" : "QUERY",
   "queryDescs" : [ ],
   "uriDescs" : [ ]
+}, {
+  "classname" : "org.apache.spark.sql.catalyst.plans.logical.DeleteFromTableWithFilters",
+  "tableDescs" : [ {
+    "fieldName" : "table",
+    "fieldExtractor" : "DataSourceV2RelationTableExtractor",
+    "columnDesc" : null,
+    "actionTypeDesc" : {
+      "fieldName" : null,
+      "fieldExtractor" : null,
+      "actionType" : "UPDATE",
+      "comment" : ""
+    },
+    "tableTypeDesc" : null,
+    "catalogDesc" : null,
+    "isInput" : false,
+    "setCurrentDatabaseIfMissing" : false,
+    "comment" : ""
+  } ],
+  "opType" : "QUERY",
+  "queryDescs" : [ ],
+  "uriDescs" : [ ]
 }, {
   "classname" : "org.apache.spark.sql.catalyst.plans.logical.DescribeRelation",
   "tableDescs" : [ {
@@ -2328,8 +2349,8 @@
 }, {
   "classname" : "org.apache.spark.sql.hudi.command.DeleteHoodieTableCommand",
   "tableDescs" : [ {
-    "fieldName" : "dft",
-    "fieldExtractor" : "HudiDataSourceV2RelationTableExtractor",
+    "fieldName" : "catalogTable",
+    "fieldExtractor" : "HudiCatalogTableTableExtractor",
     "columnDesc" : null,
     "actionTypeDesc" : {
       "fieldName" : null,
diff --git a/extensions/spark/kyuubi-spark-authz/src/main/scala/org/apache/kyuubi/plugin/spark/authz/serde/tableExtractors.scala b/extensions/spark/kyuubi-spark-authz/src/main/scala/org/apache/kyuubi/plugin/spark/authz/serde/tableExtractors.scala
index c036660691c..375bd506db2 100644
--- a/extensions/spark/kyuubi-spark-authz/src/main/scala/org/apache/kyuubi/plugin/spark/authz/serde/tableExtractors.scala
+++ b/extensions/spark/kyuubi-spark-authz/src/main/scala/org/apache/kyuubi/plugin/spark/authz/serde/tableExtractors.scala
@@ -307,6 +307,15 @@ class TableTableExtractor extends TableExtractor {
   }
 }
 
+/**
+ * org.apache.spark.sql.catalyst.catalog.HoodieCatalogTable
+ */
+class HudiCatalogTableTableExtractor extends TableExtractor {
+  override def apply(spark: SparkSession, v1: AnyRef): Option[Table] = {
+    lookupExtractor[CatalogTableTableExtractor].apply(spark, invokeAs[CatalogTable](v1, "table"))
+  }
+}
+
 class HudiDataSourceV2RelationTableExtractor extends TableExtractor {
   override def apply(spark: SparkSession, v1: AnyRef): Option[Table] = {
     invokeAs[LogicalPlan](v1, "table") match {
diff --git a/pom.xml b/pom.xml
index 3efcd24e6d4..da123288ac0 100644
--- a/pom.xml
+++ b/pom.xml
@@ -160,7 +160,7 @@
         <hive.archive.download.skip>false</hive.archive.download.skip>
         <httpclient.version>4.5.14</httpclient.version>
         <httpcore.version>4.4.16</httpcore.version>
-        <hudi.version>1.0.1</hudi.version>
+        <hudi.version>1.1.1</hudi.version>
         <hudi.artifact>hudi-spark${spark.binary.version}-bundle_${scala.binary.version}</hudi.artifact>
         <iceberg.version>1.10.0</iceberg.version>
         <iceberg.artifact>iceberg-spark-runtime-${spark.binary.version}_${scala.binary.version}</iceberg.artifact>
@@ -2048,13 +2048,11 @@
                 <antlr4.version>4.13.1</antlr4.version>
                 <delta.version>4.0.0</delta.version>
                 <delta.artifact>delta-spark_${scala.binary.version}</delta.artifact>
-                <!-- TODO: update once Hudi support Spark 4.0 -->
-                <hudi.artifact>hudi-spark3.5-bundle_${scala.binary.version}</hudi.artifact>
                 <!-- TODO: update once Paimon support Spark 4.0.
                            paimon-spark-3.5 contains Scala 2.12 classes cause conflicts with Scala 2.13 -->
                 <paimon.artifact>paimon-common</paimon.artifact>
                 <!-- Exclude SparkLocalClusterTest due to Scala 2.13.17 changes serialVersionUID of scala.collection.immutable.ArraySeq -->
-                <maven.plugin.scalatest.exclude.tags>org.scalatest.tags.Slow,org.apache.kyuubi.tags.PaimonTest,org.apache.kyuubi.tags.HudiTest,org.apache.kyuubi.tags.SparkLocalClusterTest</maven.plugin.scalatest.exclude.tags>
+                <maven.plugin.scalatest.exclude.tags>org.scalatest.tags.Slow,org.apache.kyuubi.tags.PaimonTest,org.apache.kyuubi.tags.SparkLocalClusterTest</maven.plugin.scalatest.exclude.tags>
                 <spark.archive.name>spark-${spark.version}-bin-hadoop3.tgz</spark.archive.name>
             </properties>
         </profile>