diff --git a/pinot-segment-spi/src/main/java/org/apache/pinot/segment/spi/partition/Murmur3PartitionFunction.java b/pinot-segment-spi/src/main/java/org/apache/pinot/segment/spi/partition/Murmur3PartitionFunction.java
new file mode 100644
index 000000000000..83cf27a5e85d
--- /dev/null
+++ b/pinot-segment-spi/src/main/java/org/apache/pinot/segment/spi/partition/Murmur3PartitionFunction.java
@@ -0,0 +1,64 @@
+/**
+ * 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.pinot.segment.spi.partition;
+
+import com.google.common.base.Preconditions;
+import com.google.common.hash.Hashing;
+
+import static java.nio.charset.StandardCharsets.UTF_8;
+
+
+/**
+ * Implementation of {@link PartitionFunction} which partitions based on 32 bit murmur3 hash
+ */
+public class Murmur3PartitionFunction implements PartitionFunction {
+  private static final String NAME = "Murmur3";
+  private final int _numPartitions;
+
+  /**
+   * Constructor for the class.
+   * @param numPartitions Number of partitions.
+   */
+  public Murmur3PartitionFunction(int numPartitions) {
+    Preconditions.checkArgument(numPartitions > 0, "Number of partitions must be > 0");
+    _numPartitions = numPartitions;
+  }
+
+  @Override
+  public int getPartition(Object value) {
+    return (Hashing.murmur3_32_fixed(9001).hashBytes(value.toString().getBytes(UTF_8)).asInt() & Integer.MAX_VALUE)
+        % _numPartitions;
+  }
+
+  @Override
+  public String getName() {
+    return NAME;
+  }
+
+  @Override
+  public int getNumPartitions() {
+    return _numPartitions;
+  }
+
+  // Keep it for backward-compatibility, use getName() instead
+  @Override
+  public String toString() {
+    return NAME;
+  }
+}
diff --git a/pinot-segment-spi/src/main/java/org/apache/pinot/segment/spi/partition/PartitionFunctionFactory.java b/pinot-segment-spi/src/main/java/org/apache/pinot/segment/spi/partition/PartitionFunctionFactory.java
index 77bfc4c08d0b..0cb836afd96d 100644
--- a/pinot-segment-spi/src/main/java/org/apache/pinot/segment/spi/partition/PartitionFunctionFactory.java
+++ b/pinot-segment-spi/src/main/java/org/apache/pinot/segment/spi/partition/PartitionFunctionFactory.java
@@ -28,7 +28,7 @@
 public class PartitionFunctionFactory {
   // Enum for various partition functions to be added.
   public enum PartitionFunctionType {
-    Modulo, Murmur, ByteArray, HashCode, BoundedColumnValue;
+    Modulo, Murmur, Murmur3, ByteArray, HashCode, BoundedColumnValue;
     // Add more functions here.
 
     private static final Map<String, PartitionFunctionType> VALUE_MAP = new HashMap<>();
@@ -77,6 +77,9 @@ public static PartitionFunction getPartitionFunction(String functionName, int nu
       case Murmur:
         return new MurmurPartitionFunction(numPartitions);
 
+      case Murmur3:
+        return new Murmur3PartitionFunction(numPartitions);
+
       case ByteArray:
         return new ByteArrayPartitionFunction(numPartitions);
 
diff --git a/pinot-segment-spi/src/test/java/org/apache/pinot/segment/spi/partition/PartitionFunctionTest.java b/pinot-segment-spi/src/test/java/org/apache/pinot/segment/spi/partition/PartitionFunctionTest.java
index 924cc87ffc93..b75a78c596f5 100644
--- a/pinot-segment-spi/src/test/java/org/apache/pinot/segment/spi/partition/PartitionFunctionTest.java
+++ b/pinot-segment-spi/src/test/java/org/apache/pinot/segment/spi/partition/PartitionFunctionTest.java
@@ -115,6 +115,37 @@ public void testMurmurPartitioner() {
     }
   }
 
+  /**
+   * Unit test for {@link Murmur3PartitionFunction}.
+   * <ul>
+   *   <li> Tests that partition values are in expected range. </li>
+   *   <li> Tests that toString returns expected string. </li>
+   * </ul>
+   */
+  @Test
+  public void testMurmur3Partitioner() {
+    long seed = System.currentTimeMillis();
+    Random random = new Random(seed);
+
+    for (int i = 0; i < NUM_ROUNDS; i++) {
+      int numPartitions = random.nextInt(MAX_NUM_PARTITIONS) + 1;
+
+      String functionName = "Murmur3";
+      PartitionFunction partitionFunction =
+          PartitionFunctionFactory.getPartitionFunction(functionName, numPartitions, null);
+
+      testBasicProperties(partitionFunction, functionName, numPartitions);
+
+      for (int j = 0; j < NUM_ROUNDS; j++) {
+        int value = j == 0 ? Integer.MIN_VALUE : random.nextInt();
+        int partition1 = partitionFunction.getPartition(value);
+        int partition2 = partitionFunction.getPartition(Integer.toString(value));
+        assertEquals(partition1, partition2);
+        assertTrue(partition1 >= 0 && partition1 < numPartitions);
+      }
+    }
+  }
+
   /**
    * Unit test for {@link MurmurPartitionFunction}.
    * <ul>