diff --git a/paimon-core/src/main/java/org/apache/paimon/casting/CastExecutors.java b/paimon-core/src/main/java/org/apache/paimon/casting/CastExecutors.java
index 10ad114e60a7..054d6fca17c5 100644
--- a/paimon-core/src/main/java/org/apache/paimon/casting/CastExecutors.java
+++ b/paimon-core/src/main/java/org/apache/paimon/casting/CastExecutors.java
@@ -45,6 +45,7 @@ public class CastExecutors {
                 .addRule(NumericPrimitiveToDecimalCastRule.INSTANCE)
                 .addRule(DecimalToNumericPrimitiveCastRule.INSTANCE)
                 .addRule(NumericPrimitiveCastRule.INSTANCE)
+                .addRule(NumericPrimitiveToTimestamp.INSTANCE)
                 // Boolean <-> numeric rules
                 .addRule(BooleanToNumericCastRule.INSTANCE)
                 .addRule(NumericToBooleanCastRule.INSTANCE)
diff --git a/paimon-core/src/main/java/org/apache/paimon/casting/NumericPrimitiveToTimestamp.java b/paimon-core/src/main/java/org/apache/paimon/casting/NumericPrimitiveToTimestamp.java
new file mode 100644
index 000000000000..b8c667cee13f
--- /dev/null
+++ b/paimon-core/src/main/java/org/apache/paimon/casting/NumericPrimitiveToTimestamp.java
@@ -0,0 +1,62 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.paimon.casting;
+
+import org.apache.paimon.data.Timestamp;
+import org.apache.paimon.types.DataType;
+import org.apache.paimon.types.DataTypeFamily;
+import org.apache.paimon.types.DataTypeRoot;
+import org.apache.paimon.utils.DateTimeUtils;
+
+import java.time.ZoneId;
+
+/**
+ * {{@link DataTypeFamily#INTEGER_NUMERIC} to @link DataTypeRoot#TIMESTAMP_WITHOUT_TIME_ZONE}/{@link
+ * DataTypeRoot#TIMESTAMP_WITH_LOCAL_TIME_ZONE}.
+ */
+public class NumericPrimitiveToTimestamp extends AbstractCastRule<Number, Timestamp> {
+
+    static final NumericPrimitiveToTimestamp INSTANCE = new NumericPrimitiveToTimestamp();
+
+    private NumericPrimitiveToTimestamp() {
+        super(
+                CastRulePredicate.builder()
+                        .input(DataTypeFamily.NUMERIC)
+                        .target(DataTypeRoot.TIMESTAMP_WITHOUT_TIME_ZONE)
+                        .target(DataTypeRoot.TIMESTAMP_WITH_LOCAL_TIME_ZONE)
+                        .build());
+    }
+
+    @Override
+    public CastExecutor<Number, Timestamp> create(DataType inputType, DataType targetType) {
+        ZoneId zoneId =
+                targetType.is(DataTypeRoot.TIMESTAMP_WITH_LOCAL_TIME_ZONE)
+                        ? ZoneId.systemDefault()
+                        : DateTimeUtils.UTC_ZONE.toZoneId();
+        switch (inputType.getTypeRoot()) {
+            case INTEGER:
+            case BIGINT:
+                return value ->
+                        Timestamp.fromLocalDateTime(
+                                DateTimeUtils.toLocalDateTime(value.longValue() * 1000, zoneId));
+            default:
+                return null;
+        }
+    }
+}
diff --git a/paimon-core/src/test/java/org/apache/paimon/casting/CastExecutorTest.java b/paimon-core/src/test/java/org/apache/paimon/casting/CastExecutorTest.java
index d80cb1a6c7bd..ff805993c5bd 100644
--- a/paimon-core/src/test/java/org/apache/paimon/casting/CastExecutorTest.java
+++ b/paimon-core/src/test/java/org/apache/paimon/casting/CastExecutorTest.java
@@ -101,6 +101,23 @@ public void testNumericToNumeric() {
                 CastExecutors.resolve(new FloatType(false), new DoubleType(false)), 1F, 1D);
     }
 
+    @Test
+    public void testNumericToTimestamp() {
+        compareCastResult(
+                CastExecutors.resolve(new BigIntType(false), new TimestampType(3)),
+                1721898748,
+                DateTimeUtils.parseTimestampData("2024-07-25 09:12:28.000", 3));
+
+        Timestamp timestamp = Timestamp.fromEpochMillis(1721898748000L);
+        String tsString = DateTimeUtils.formatTimestamp(timestamp, TimeZone.getDefault(), 3);
+        Timestamp timestamp1 = DateTimeUtils.parseTimestampData(tsString, 3);
+
+        compareCastResult(
+                CastExecutors.resolve(new BigIntType(false), new LocalZonedTimestampType(3)),
+                1721898748L,
+                timestamp1);
+    }
+
     @Test
     public void testNumericToDecimal() {
         compareCastResult(