diff --git a/paimon-common/src/main/java/org/apache/paimon/predicate/PredicateBuilder.java b/paimon-common/src/main/java/org/apache/paimon/predicate/PredicateBuilder.java
index acb861b1cd58..385775736c2c 100644
--- a/paimon-common/src/main/java/org/apache/paimon/predicate/PredicateBuilder.java
+++ b/paimon-common/src/main/java/org/apache/paimon/predicate/PredicateBuilder.java
@@ -357,6 +357,16 @@ public static boolean containsFields(Predicate predicate, Set<String> fields) {
         }
     }
 
+    public static List<Predicate> excludePredicateWithFields(
+            @Nullable List<Predicate> predicates, Set<String> fields) {
+        if (predicates == null || predicates.isEmpty() || fields.isEmpty()) {
+            return predicates;
+        }
+        return predicates.stream()
+                .filter(f -> !containsFields(f, fields))
+                .collect(Collectors.toList());
+    }
+
     @Nullable
     public static Predicate partition(
             Map<String, String> map, RowType rowType, String defaultPartValue) {
diff --git a/paimon-core/src/main/java/org/apache/paimon/io/KeyValueFileReaderFactory.java b/paimon-core/src/main/java/org/apache/paimon/io/KeyValueFileReaderFactory.java
index 21e8c52118b9..af9b31dd3f6a 100644
--- a/paimon-core/src/main/java/org/apache/paimon/io/KeyValueFileReaderFactory.java
+++ b/paimon-core/src/main/java/org/apache/paimon/io/KeyValueFileReaderFactory.java
@@ -51,11 +51,14 @@
 import java.io.IOException;
 import java.util.Collections;
 import java.util.HashMap;
+import java.util.HashSet;
 import java.util.List;
 import java.util.Map;
 import java.util.Optional;
 import java.util.function.Supplier;
 
+import static org.apache.paimon.predicate.PredicateBuilder.excludePredicateWithFields;
+
 /** Factory to create {@link RecordReader}s for reading {@link KeyValue} files. */
 public class KeyValueFileReaderFactory implements FileReaderFactory<KeyValue> {
 
@@ -375,6 +378,10 @@ public BulkFormatMapping build(
                             ? filters
                             : SchemaEvolutionUtil.createDataFilters(
                                     tableSchema.fields(), dataSchema.fields(), filters);
+            // Skip pushing down partition filters to reader
+            List<Predicate> nonPartitionFilters =
+                    excludePredicateWithFields(
+                            dataFilters, new HashSet<>(dataSchema.partitionKeys()));
 
             Pair<int[], RowType> partitionPair = null;
             if (!dataSchema.partitionKeys().isEmpty()) {
@@ -397,7 +404,7 @@ public BulkFormatMapping build(
                     partitionPair,
                     formatDiscover
                             .discover(formatIdentifier)
-                            .createReaderFactory(projectedRowType, dataFilters));
+                            .createReaderFactory(projectedRowType, nonPartitionFilters));
         }
     }
 }
diff --git a/paimon-core/src/main/java/org/apache/paimon/operation/RawFileSplitRead.java b/paimon-core/src/main/java/org/apache/paimon/operation/RawFileSplitRead.java
index efed168afe24..7e6e91731d72 100644
--- a/paimon-core/src/main/java/org/apache/paimon/operation/RawFileSplitRead.java
+++ b/paimon-core/src/main/java/org/apache/paimon/operation/RawFileSplitRead.java
@@ -57,10 +57,12 @@
 import java.io.IOException;
 import java.util.ArrayList;
 import java.util.HashMap;
+import java.util.HashSet;
 import java.util.List;
 import java.util.Map;
 import java.util.Optional;
 
+import static org.apache.paimon.predicate.PredicateBuilder.excludePredicateWithFields;
 import static org.apache.paimon.predicate.PredicateBuilder.splitAnd;
 
 /** A {@link SplitRead} to read raw file directly from {@link DataSplit}. */
@@ -181,6 +183,9 @@ private RawFileBulkFormatMapping createBulkFormatMapping(FormatKey key) {
                         ? filters
                         : SchemaEvolutionUtil.createDataFilters(
                                 tableSchema.fields(), dataSchema.fields(), filters);
+        // Skip pushing down partition filters to reader
+        List<Predicate> nonPartitionFilters =
+                excludePredicateWithFields(dataFilters, new HashSet<>(dataSchema.partitionKeys()));
 
         Pair<int[], RowType> partitionPair = null;
         if (!dataSchema.partitionKeys().isEmpty()) {
@@ -205,7 +210,7 @@ private RawFileBulkFormatMapping createBulkFormatMapping(FormatKey key) {
                 partitionPair,
                 formatDiscover
                         .discover(key.format)
-                        .createReaderFactory(projectedRowType, dataFilters),
+                        .createReaderFactory(projectedRowType, nonPartitionFilters),
                 dataSchema,
                 dataFilters);
     }
diff --git a/paimon-spark/paimon-spark-common/src/test/scala/org/apache/paimon/spark/procedure/MigrateTableProcedureTest.scala b/paimon-spark/paimon-spark-common/src/test/scala/org/apache/paimon/spark/procedure/MigrateTableProcedureTest.scala
index 710d4dbfa8d3..538de53dd62f 100644
--- a/paimon-spark/paimon-spark-common/src/test/scala/org/apache/paimon/spark/procedure/MigrateTableProcedureTest.scala
+++ b/paimon-spark/paimon-spark-common/src/test/scala/org/apache/paimon/spark/procedure/MigrateTableProcedureTest.scala
@@ -141,4 +141,34 @@ class MigrateTableProcedureTest extends PaimonHiveTestBase {
         .hasMessageContaining("Hive migrator only support unaware-bucket target table")
     }
   }
+
+  test(s"Paimon migrate table procedure: select migrate table with partition filter") {
+    Seq("parquet", "orc", "avro").foreach(
+      format => {
+        withTable("migrate_tbl") {
+          spark.sql(s"""
+                       |CREATE TABLE migrate_tbl (id STRING, name STRING, pt INT)
+                       |USING $format
+                       |PARTITIONED BY (pt)
+                       |""".stripMargin)
+
+          spark.sql(s"INSERT INTO migrate_tbl VALUES ('1', 'a', 1), ('2', 'b', 2)")
+
+          spark.sql(
+            s"""CALL sys.migrate_table(source_type => 'hive', table => '$hiveDbName.migrate_tbl',
+               |options => 'file.format=$format')
+               |""".stripMargin)
+
+          checkAnswer(
+            spark.sql(s"SELECT * FROM migrate_tbl WHERE pt = 1 ORDER BY id"),
+            Row("1", "a", 1) :: Nil)
+          checkAnswer(
+            spark.sql(s"SELECT * FROM migrate_tbl WHERE pt IS NOT null ORDER BY id"),
+            Row("1", "a", 1) :: Row("2", "b", 2) :: Nil)
+          checkAnswer(
+            spark.sql(s"SELECT * FROM migrate_tbl WHERE name LIKE 'a%' OR pt IS null ORDER BY id"),
+            Row("1", "a", 1) :: Nil)
+        }
+      })
+  }
 }