diff --git a/paimon-common/src/main/java/org/apache/paimon/casting/CastExecutors.java b/paimon-common/src/main/java/org/apache/paimon/casting/CastExecutors.java
index 2cb7319faabc..b0d9524adc17 100644
--- a/paimon-common/src/main/java/org/apache/paimon/casting/CastExecutors.java
+++ b/paimon-common/src/main/java/org/apache/paimon/casting/CastExecutors.java
@@ -24,6 +24,7 @@
 
 import javax.annotation.Nullable;
 
+import java.util.ArrayList;
 import java.util.HashMap;
 import java.util.Iterator;
 import java.util.List;
@@ -118,11 +119,33 @@ public static Optional<List<Object>> castLiteralsWithEvolution(
         }
 
         if (castRule instanceof NumericPrimitiveCastRule) {
+            // Ignore float literals because pushing down float filter result is unpredictable.
+            // For example, (double) 0.1F in Java is 0.10000000149011612.
+
             if (inputType.is(DataTypeFamily.INTEGER_NUMERIC)
                     && outputType.is(DataTypeFamily.INTEGER_NUMERIC)) {
+                // Ignore input scale < output scale because of overflow.
+                // For example, alter 383 from INT to TINYINT, the query result is (byte) 383 ==
+                // 127. If we push down filter f = 127, 383 will be filtered out mistakenly.
+
                 if (integerScaleLargerThan(inputType.getTypeRoot(), outputType.getTypeRoot())) {
-                    // Pushing down higher scale integer numeric filter is always correct.
-                    return Optional.of(literals);
+                    if (inputType.getTypeRoot() != DataTypeRoot.BIGINT) {
+                        return Optional.of(literals);
+                    }
+
+                    // Parquet filter Int comparator cannot handle long value.
+                    // See org.apache.parquet.schema.PrimitiveType.
+                    // So ignore filter if long literal is out of int scale.
+                    List<Object> newLiterals = new ArrayList<>(literals.size());
+                    for (Object literal : literals) {
+                        long originalValue = (long) literal;
+                        int newValue = (int) originalValue;
+                        if (originalValue != newValue) {
+                            return Optional.empty();
+                        }
+                        newLiterals.add(newValue);
+                    }
+                    return Optional.of(newLiterals);
                 }
             }
         }
diff --git a/paimon-flink/paimon-flink-common/src/test/java/org/apache/paimon/flink/FilterPushdownWithSchemaChangeITCase.java b/paimon-flink/paimon-flink-common/src/test/java/org/apache/paimon/flink/FilterPushdownWithSchemaChangeITCase.java
index 277c68746d58..3b12ceabe2da 100644
--- a/paimon-flink/paimon-flink-common/src/test/java/org/apache/paimon/flink/FilterPushdownWithSchemaChangeITCase.java
+++ b/paimon-flink/paimon-flink-common/src/test/java/org/apache/paimon/flink/FilterPushdownWithSchemaChangeITCase.java
@@ -186,6 +186,31 @@ public void testNumericPrimitive() {
         assertThat(sql("SELECT * FROM T WHERE f = 383")).isEmpty();
         assertThat(sql("SELECT * FROM T WHERE f <> 127")).isEmpty();
         assertThat(sql("SELECT * FROM T WHERE f <> 383")).containsExactly(Row.of(1, 127));
+
+        sql("DROP TABLE T");
+
+        // INT to BIGINT
+        sql(
+                "CREATE TABLE T ("
+                        + "  id INT,"
+                        + "  f INT"
+                        + ") with ("
+                        + "  'file.format' = '%s'"
+                        + ")",
+                fileFormat);
+        // (int) Integer.MAX_VALUE + 1 == Integer.MIN_VALUE -> (int) 2147483648L == -2147483648
+        sql("INSERT INTO T VALUES (1, 2147483647), (2, -2147483648)");
+        sql("ALTER TABLE T MODIFY (f BIGINT)");
+        assertThat(sql("SELECT * FROM T WHERE f < 2147483648"))
+                .containsExactlyInAnyOrder(Row.of(1, 2147483647L), Row.of(2, -2147483648L));
+        assertThat(sql("SELECT * FROM T WHERE f > 2147483648")).isEmpty();
+        assertThat(sql("SELECT * FROM T WHERE f = 2147483647"))
+                .containsExactly(Row.of(1, 2147483647L));
+        assertThat(sql("SELECT * FROM T WHERE f = 2147483648")).isEmpty();
+        assertThat(sql("SELECT * FROM T WHERE f <> 2147483647"))
+                .containsExactly(Row.of(2, -2147483648L));
+        assertThat(sql("SELECT * FROM T WHERE f <> 2147483648"))
+                .containsExactlyInAnyOrder(Row.of(1, 2147483647L), Row.of(2, -2147483648L));
     }
 
     @TestTemplate