diff --git a/paimon-format/src/main/java/org/apache/paimon/format/OrcOptions.java b/paimon-format/src/main/java/org/apache/paimon/format/OrcOptions.java
index 28780cfea94e..24cad16ad43c 100644
--- a/paimon-format/src/main/java/org/apache/paimon/format/OrcOptions.java
+++ b/paimon-format/src/main/java/org/apache/paimon/format/OrcOptions.java
@@ -20,10 +20,6 @@
 
 import org.apache.paimon.options.ConfigOption;
 
-import org.apache.orc.OrcConf;
-
-import static org.apache.orc.OrcConf.DICTIONARY_KEY_SIZE_THRESHOLD;
-import static org.apache.orc.OrcConf.DIRECT_ENCODING_COLUMNS;
 import static org.apache.paimon.options.ConfigOptions.key;
 
 /** Options for orc format. */
@@ -36,7 +32,7 @@ public class OrcOptions {
                     .withDescription("write batch size for orc.");
 
     public static final ConfigOption<String> ORC_COMPRESS =
-            key(OrcConf.COMPRESS.getAttribute())
+            key("orc.compress")
                     .stringType()
                     .defaultValue("lz4")
                     .withDescription(
@@ -45,16 +41,16 @@ public class OrcOptions {
                                     + "orc.compression.zstd.level");
 
     public static final ConfigOption<Integer> ORC_COLUMN_ENCODING_DIRECT =
-            key(DIRECT_ENCODING_COLUMNS.getAttribute())
+            key("orc.column.encoding.direct")
                     .intType()
                     .noDefaultValue()
                     .withDescription(
                             "Comma-separated list of fields for which dictionary encoding is to be skipped in orc.");
 
     public static final ConfigOption<Double> ORC_DICTIONARY_KEY_THRESHOLD =
-            key(DICTIONARY_KEY_SIZE_THRESHOLD.getAttribute())
+            key("orc.dictionary.key.threshold")
                     .doubleType()
-                    .defaultValue((Double) DICTIONARY_KEY_SIZE_THRESHOLD.getDefaultValue())
+                    .defaultValue(0.8)
                     .withDescription(
                             "If the number of distinct keys in a dictionary is greater than this "
                                     + "fraction of the total number of non-null rows, turn off "
diff --git a/paimon-spark/paimon-spark-3.4/src/test/scala/org/apache/paimon/spark/sql/CreateAndDeleteTagProcedureTest.scala b/paimon-spark/paimon-spark-3.4/src/test/scala/org/apache/paimon/spark/sql/CreateAndDeleteTagProcedureTest.scala
index a654da55af82..c4b861b29752 100644
--- a/paimon-spark/paimon-spark-3.4/src/test/scala/org/apache/paimon/spark/sql/CreateAndDeleteTagProcedureTest.scala
+++ b/paimon-spark/paimon-spark-3.4/src/test/scala/org/apache/paimon/spark/sql/CreateAndDeleteTagProcedureTest.scala
@@ -91,6 +91,34 @@ class CreateAndDeleteTagProcedureTest extends PaimonSparkTestBase with StreamTes
                 "CALL paimon.sys.delete_tag(table => 'test.T', tag => 'test_latestSnapshot_tag')"),
               Row(true) :: Nil)
             checkAnswer(spark.sql("SELECT tag_name FROM paimon.test.`T$tags`"), Nil)
+
+            // snapshot-4
+            inputData.addData((2, "c1"))
+            stream.processAllAvailable()
+            checkAnswer(query(), Row(1, "a") :: Row(2, "c1") :: Nil)
+
+            checkAnswer(
+              spark.sql("CALL paimon.sys.create_tag(table => 'test.T', tag => 's4')"),
+              Row(true) :: Nil)
+
+            // snapshot-5
+            inputData.addData((3, "c2"))
+            stream.processAllAvailable()
+            checkAnswer(query(), Row(1, "a") :: Row(2, "c1") :: Row(3, "c2") :: Nil)
+
+            checkAnswer(
+              spark.sql("CALL paimon.sys.create_tag(table => 'test.T', tag => 's5')"),
+              Row(true) :: Nil)
+
+            checkAnswer(
+              spark.sql("SELECT tag_name FROM paimon.test.`T$tags`"),
+              Row("s4") :: Row("s5") :: Nil)
+
+            checkAnswer(
+              spark.sql("CALL paimon.sys.delete_tag(table => 'test.T', tag => 's4,s5')"),
+              Row(true) :: Nil)
+
+            checkAnswer(spark.sql("SELECT tag_name FROM paimon.test.`T$tags`"), Nil)
           } finally {
             stream.stop()
           }
diff --git a/paimon-spark/paimon-spark-common/src/main/java/org/apache/paimon/spark/procedure/DeleteTagProcedure.java b/paimon-spark/paimon-spark-common/src/main/java/org/apache/paimon/spark/procedure/DeleteTagProcedure.java
index ca9bce12b6d9..4868ac0a0fc6 100644
--- a/paimon-spark/paimon-spark-common/src/main/java/org/apache/paimon/spark/procedure/DeleteTagProcedure.java
+++ b/paimon-spark/paimon-spark-common/src/main/java/org/apache/paimon/spark/procedure/DeleteTagProcedure.java
@@ -60,12 +60,15 @@ public StructType outputType() {
     @Override
     public InternalRow[] call(InternalRow args) {
         Identifier tableIdent = toIdentifier(args.getString(0), PARAMETERS[0].name());
-        String tag = args.getString(1);
+        String tagStr = args.getString(1);
+        String[] tags = tagStr.split(",");
 
         return modifyPaimonTable(
                 tableIdent,
                 table -> {
-                    table.deleteTag(tag);
+                    for (String tag : tags) {
+                        table.deleteTag(tag);
+                    }
                     InternalRow outputRow = newInternalRow(true);
                     return new InternalRow[] {outputRow};
                 });
diff --git a/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/commands/DeleteFromPaimonTableCommand.scala b/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/commands/DeleteFromPaimonTableCommand.scala
index 30a2e6eae5d9..6ce042e41c1b 100644
--- a/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/commands/DeleteFromPaimonTableCommand.scala
+++ b/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/commands/DeleteFromPaimonTableCommand.scala
@@ -85,7 +85,11 @@ case class DeleteFromPaimonTableCommand(
         val dropPartitions = matchedPartitions.map {
           partition => rowDataPartitionComputer.generatePartValues(partition).asScala.asJava
         }
-        commit.dropPartitions(dropPartitions.asJava, BatchWriteBuilder.COMMIT_IDENTIFIER)
+        if (dropPartitions.nonEmpty) {
+          commit.dropPartitions(dropPartitions.asJava, BatchWriteBuilder.COMMIT_IDENTIFIER)
+        } else {
+          writer.commit(Seq.empty)
+        }
       } else {
         val commitMessages = if (withPrimaryKeys) {
           performDeleteForPkTable(sparkSession)
diff --git a/paimon-spark/paimon-spark-common/src/test/scala/org/apache/paimon/spark/sql/DeleteFromTableTest.scala b/paimon-spark/paimon-spark-common/src/test/scala/org/apache/paimon/spark/sql/DeleteFromTableTest.scala
index 81f0d775325e..7c76dd2365ff 100644
--- a/paimon-spark/paimon-spark-common/src/test/scala/org/apache/paimon/spark/sql/DeleteFromTableTest.scala
+++ b/paimon-spark/paimon-spark-common/src/test/scala/org/apache/paimon/spark/sql/DeleteFromTableTest.scala
@@ -85,6 +85,12 @@ abstract class DeleteFromTableTestBase extends PaimonSparkTestBase {
       spark.sql("SELECT * FROM T ORDER BY id"),
       Seq((2, "b", "2024")).toDF()
     )
+
+    spark.sql("DELETE FROM T WHERE dt < '2023' OR  dt > '2025'")
+    checkAnswer(
+      spark.sql("SELECT * FROM T ORDER BY id"),
+      Seq((2, "b", "2024")).toDF()
+    )
   }
 
   test("Paimon Delete: append-only table, condition contains IN/NOT IN subquery") {