diff --git a/backends-velox/src/test/scala/org/apache/gluten/execution/ScalarFunctionsValidateSuite.scala b/backends-velox/src/test/scala/org/apache/gluten/execution/ScalarFunctionsValidateSuite.scala
index 9d0a926e3b0f..c8da6f79c835 100644
--- a/backends-velox/src/test/scala/org/apache/gluten/execution/ScalarFunctionsValidateSuite.scala
+++ b/backends-velox/src/test/scala/org/apache/gluten/execution/ScalarFunctionsValidateSuite.scala
@@ -1189,4 +1189,16 @@ class ScalarFunctionsValidateSuite extends FunctionsValidateTest {
         }
     }
   }
+
+  test("levenshtein") {
+    runQueryAndCompare("select levenshtein(c_comment, c_address) from customer limit 50") {
+      checkGlutenOperatorMatch[ProjectExecTransformer]
+    }
+  }
+
+  testWithSpecifiedSparkVersion("levenshtein with limit", Some("3.5")) {
+    runQueryAndCompare("select levenshtein(c_comment, c_address, 3) from customer limit 50") {
+      checkGlutenOperatorMatch[ProjectExecTransformer]
+    }
+  }
 }
diff --git a/cpp-ch/local-engine/Parser/scalar_function_parser/CommonScalarFunctionParser.cpp b/cpp-ch/local-engine/Parser/scalar_function_parser/CommonScalarFunctionParser.cpp
index ca90b0bdbf08..e4855b507f90 100644
--- a/cpp-ch/local-engine/Parser/scalar_function_parser/CommonScalarFunctionParser.cpp
+++ b/cpp-ch/local-engine/Parser/scalar_function_parser/CommonScalarFunctionParser.cpp
@@ -129,7 +129,7 @@ REGISTER_COMMON_SCALAR_FUNCTION_PARSER(Translate, translate, translateUTF8);
 REGISTER_COMMON_SCALAR_FUNCTION_PARSER(Initcap, initcap, initcapUTF8);
 REGISTER_COMMON_SCALAR_FUNCTION_PARSER(Conv, conv, sparkConv);
 REGISTER_COMMON_SCALAR_FUNCTION_PARSER(Uuid, uuid, generateUUIDv4);
-REGISTER_COMMON_SCALAR_FUNCTION_PARSER(LevenshteinDistance, levenshteinDistance, editDistanceUTF8);
+REGISTER_COMMON_SCALAR_FUNCTION_PARSER(Levenshtein, levenshtein, editDistanceUTF8);
 
 REGISTER_COMMON_SCALAR_FUNCTION_PARSER(Crc32, crc32, CRC32);
 REGISTER_COMMON_SCALAR_FUNCTION_PARSER(Murmur3Hash, murmur3hash, sparkMurmurHash3_32);
diff --git a/docs/velox-backend-support-progress.md b/docs/velox-backend-support-progress.md
index f3f1e100b2b2..5a2d53376396 100644
--- a/docs/velox-backend-support-progress.md
+++ b/docs/velox-backend-support-progress.md
@@ -161,7 +161,7 @@ Gluten supports 199 functions. (Drag to right to see all data types)
 | lcase, lower                  | lower                  | lower                 | S      |                          |         |      |       |     |      |       |        |      |           | S      |         |      |        |          |       |     |        |     |
 | left                          |                        |                       | S      |                          |         |      |       |     |      |       |        |      |           | S      |         |      |        |          |       |     |        |     |
 | length                        | length                 | length                | S      |                          |         |      |       |     |      |       |        |      |           | S      |         |      |        |          |       |     |        |     |
-| levenshtein                   |                        |                       |        |                          |         |      |       |     |      |       |        |      |           |        |         |      |        |          |       |     |        |     |
+| levenshtein                   |                        | levenshtein                      | S       |                          |         |      |       |     |      |       |        |      |           |        |         |      |        |          |       |     |        |     |
 | locate                        | strpos                 |                       | S      | Mismatched               |         |      |       |     |      |       |        |      |           | S      |         |      |        |          |       |     |        |     |
 | lower                         | lower                  | lower                 | S      |                          |         |      |       |     |      |       |        |      |           | S      |         |      |        |          |       |     |        |     |
 | lpad                          | lpad                   |                       | S      |                          |         |      |       |     |      |       |        |      |           | S      |         |      |        |          |       |     |        |     |
diff --git a/shims/common/src/main/scala/org/apache/gluten/expression/ExpressionNames.scala b/shims/common/src/main/scala/org/apache/gluten/expression/ExpressionNames.scala
index e3dc3a8ab0a9..0b31ec346705 100644
--- a/shims/common/src/main/scala/org/apache/gluten/expression/ExpressionNames.scala
+++ b/shims/common/src/main/scala/org/apache/gluten/expression/ExpressionNames.scala
@@ -128,7 +128,7 @@ object ExpressionNames {
   final val UUID = "uuid"
   final val BIT_LENGTH = "bit_length"
   final val OCTET_LENGTH = "octet_length"
-  final val LEVENSHTEIN = "levenshteinDistance"
+  final val LEVENSHTEIN = "levenshtein"
   final val UNBASE64 = "unbase64"
   final val BASE64 = "base64"