diff --git a/paimon-spark/paimon-spark-3.2/pom.xml b/paimon-spark/paimon-spark-3.2/pom.xml
index b12f4ba86d00..6f8d06f4c6df 100644
--- a/paimon-spark/paimon-spark-3.2/pom.xml
+++ b/paimon-spark/paimon-spark-3.2/pom.xml
@@ -36,17 +36,17 @@ under the License.
     </properties>
 
     <dependencies>
-        <dependency>
-            <groupId>org.apache.paimon</groupId>
-            <artifactId>paimon-bundle</artifactId>
-            <version>${project.version}</version>
-            <exclusions>
-                <exclusion>
-                    <groupId>*</groupId>
-                    <artifactId>*</artifactId>
-                </exclusion>
-            </exclusions>
-        </dependency>
+<!--        <dependency>-->
+<!--            <groupId>org.apache.paimon</groupId>-->
+<!--            <artifactId>paimon-bundle</artifactId>-->
+<!--            <version>${project.version}</version>-->
+<!--            <exclusions>-->
+<!--                <exclusion>-->
+<!--                    <groupId>*</groupId>-->
+<!--                    <artifactId>*</artifactId>-->
+<!--                </exclusion>-->
+<!--            </exclusions>-->
+<!--        </dependency>-->
 
         <dependency>
             <groupId>org.apache.paimon</groupId>
diff --git a/paimon-spark/paimon-spark-common/pom.xml b/paimon-spark/paimon-spark-common/pom.xml
index 36139e283261..803cc6779df2 100644
--- a/paimon-spark/paimon-spark-common/pom.xml
+++ b/paimon-spark/paimon-spark-common/pom.xml
@@ -38,17 +38,17 @@ under the License.
     </properties>
 
     <dependencies>
-        <dependency>
-            <groupId>org.apache.paimon</groupId>
-            <artifactId>paimon-bundle</artifactId>
-            <version>${project.version}</version>
-            <exclusions>
-                <exclusion>
-                    <groupId>*</groupId>
-                    <artifactId>*</artifactId>
-                </exclusion>
-            </exclusions>
-        </dependency>
+<!--        <dependency>-->
+<!--            <groupId>org.apache.paimon</groupId>-->
+<!--            <artifactId>paimon-bundle</artifactId>-->
+<!--            <version>${project.version}</version>-->
+<!--            <exclusions>-->
+<!--                <exclusion>-->
+<!--                    <groupId>*</groupId>-->
+<!--                    <artifactId>*</artifactId>-->
+<!--                </exclusion>-->
+<!--            </exclusions>-->
+<!--        </dependency>-->
 
         <dependency>
             <groupId>org.scala-lang</groupId>
diff --git a/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/PaimonPartitionManagement.scala b/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/PaimonPartitionManagement.scala
index 58295c9acadf..fa8a9d7e1b04 100644
--- a/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/PaimonPartitionManagement.scala
+++ b/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/PaimonPartitionManagement.scala
@@ -25,6 +25,7 @@ import org.apache.paimon.table.sink.BatchWriteBuilder
 import org.apache.paimon.types.RowType
 import org.apache.paimon.utils.{InternalRowPartitionComputer, TypeUtils}
 
+import org.apache.spark.internal.Logging
 import org.apache.spark.sql.Row
 import org.apache.spark.sql.catalyst.{CatalystTypeConverters, InternalRow}
 import org.apache.spark.sql.catalyst.util.CharVarcharUtils
@@ -36,7 +37,7 @@ import java.util.{Map => JMap, Objects, UUID}
 
 import scala.collection.JavaConverters._
 
-trait PaimonPartitionManagement extends SupportsAtomicPartitionManagement {
+trait PaimonPartitionManagement extends SupportsAtomicPartitionManagement with Logging {
   self: SparkTable =>
 
   private lazy val partitionRowType: RowType = TypeUtils.project(table.rowType, table.partitionKeys)
@@ -78,6 +79,10 @@ trait PaimonPartitionManagement extends SupportsAtomicPartitionManagement {
             metastoreClient = clientFactory.create()
             toPaimonPartitions(rows).foreach(metastoreClient.deletePartition)
           }
+        } catch {
+          case e: Exception => {
+            logWarning(s"Not drop partition in metastore due to $e")
+          }
         } finally {
           commit.close()
           if (metastoreClient != null) {
@@ -146,6 +151,10 @@ trait PaimonPartitionManagement extends SupportsAtomicPartitionManagement {
         val metastoreClient: MetastoreClient = metastoreFactory.create
         try {
           partitions.foreach(metastoreClient.addPartition)
+        } catch {
+          case e: Exception => {
+            logWarning(s"Not add partition in metastore due to s{e}")
+          }
         } finally {
           metastoreClient.close()
         }
diff --git a/paimon-spark/paimon-spark-common/src/test/scala/org/apache/paimon/spark/sql/DDLWithHiveCatalogTestBase.scala b/paimon-spark/paimon-spark-common/src/test/scala/org/apache/paimon/spark/sql/DDLWithHiveCatalogTestBase.scala
index 78148357a143..66438174f055 100644
--- a/paimon-spark/paimon-spark-common/src/test/scala/org/apache/paimon/spark/sql/DDLWithHiveCatalogTestBase.scala
+++ b/paimon-spark/paimon-spark-common/src/test/scala/org/apache/paimon/spark/sql/DDLWithHiveCatalogTestBase.scala
@@ -98,6 +98,34 @@ abstract class DDLWithHiveCatalogTestBase extends PaimonHiveTestBase {
                   Row("name=n/pt=cc") :: Nil)
 
               }
+
+              // disable metastore.partitioned-table
+              withTable("paimon_db.paimon_tbl2") {
+                spark.sql(s"""
+                             |CREATE TABLE paimon_db.paimon_tbl2 (id STRING, name STRING, pt STRING)
+                             |USING PAIMON
+                             |PARTITIONED BY (name, pt)
+                             |TBLPROPERTIES('metastore.partitioned-table' = 'false')
+                             |""".stripMargin)
+                Assertions.assertEquals(
+                  getTableLocation("paimon_db.paimon_tbl2"),
+                  s"${dBLocation.getCanonicalPath}/paimon_tbl2")
+                spark.sql("insert into paimon_db.paimon_tbl2 select '1', 'n', 'cc'")
+                spark.sql("insert into paimon_db.paimon_tbl2 select '1', 'n1', 'aa'")
+                spark.sql("insert into paimon_db.paimon_tbl2 select '1', 'n2', 'bb'")
+
+                spark.sql("show partitions paimon_db.paimon_tbl2")
+                checkAnswer(
+                  spark.sql("show partitions paimon_db.paimon_tbl2"),
+                  Row("name=n/pt=cc") :: Row("name=n1/pt=aa") :: Row("name=n2/pt=bb") :: Nil)
+                spark.sql(
+                  "alter table paimon_db.paimon_tbl2 drop partition (name='n1', `pt`='aa'), partition (name='n2', `pt`='bb')")
+                spark.sql("show partitions paimon_db.paimon_tbl2")
+                checkAnswer(
+                  spark.sql("show partitions paimon_db.paimon_tbl2"),
+                  Row("name=n/pt=cc") :: Nil)
+
+              }
             }
         }
     }
@@ -130,6 +158,22 @@ abstract class DDLWithHiveCatalogTestBase extends PaimonHiveTestBase {
 
                 spark.sql("alter table paimon_db.paimon_tbl add partition(name='cc', `pt`='aa') ")
               }
+
+              // disable metastore.partitioned-table
+              withTable("paimon_db.paimon_tbl2") {
+                spark.sql(s"""
+                             |CREATE TABLE paimon_db.paimon_tbl2 (id STRING, name STRING, pt STRING)
+                             |USING PAIMON
+                             |PARTITIONED BY (name, pt)
+                             |TBLPROPERTIES('metastore.partitioned-table' = 'true')
+                             |""".stripMargin)
+                Assertions.assertEquals(
+                  getTableLocation("paimon_db.paimon_tbl2"),
+                  s"${dBLocation.getCanonicalPath}/paimon_tbl2")
+                spark.sql("insert into paimon_db.paimon_tbl2 select '1', 'n', 'cc'")
+
+                spark.sql("alter table paimon_db.paimon_tbl2 add partition(name='cc', `pt`='aa') ")
+              }
             }
         }
     }