diff --git a/backends-clickhouse/src/main/scala/org/apache/gluten/backendsapi/clickhouse/CHBackend.scala b/backends-clickhouse/src/main/scala/org/apache/gluten/backendsapi/clickhouse/CHBackend.scala
index c79d0aaee800..1587b9ea3488 100644
--- a/backends-clickhouse/src/main/scala/org/apache/gluten/backendsapi/clickhouse/CHBackend.scala
+++ b/backends-clickhouse/src/main/scala/org/apache/gluten/backendsapi/clickhouse/CHBackend.scala
@@ -26,7 +26,7 @@ import org.apache.gluten.substrait.rel.LocalFilesNode.ReadFileFormat._
 import org.apache.spark.SparkEnv
 import org.apache.spark.internal.Logging
 import org.apache.spark.sql.catalyst.catalog.BucketSpec
-import org.apache.spark.sql.catalyst.expressions.{Alias, AttributeReference, DenseRank, Lag, Lead, NamedExpression, Rank, RowNumber}
+import org.apache.spark.sql.catalyst.expressions.{Alias, AttributeReference, DenseRank, Expression, Lag, Lead, Literal, NamedExpression, Rank, RowNumber}
 import org.apache.spark.sql.catalyst.expressions.aggregate.AggregateExpression
 import org.apache.spark.sql.catalyst.plans.physical.{HashPartitioning, Partitioning}
 import org.apache.spark.sql.execution.SparkPlan
@@ -225,10 +225,25 @@ object CHBackendSettings extends BackendSettingsApi with Logging {
         func => {
           val aliasExpr = func.asInstanceOf[Alias]
           val wExpression = WindowFunctionsBuilder.extractWindowExpression(aliasExpr.child)
+
+          def checkLagOrLead(third: Expression): Unit = {
+            third match {
+              case _: Literal =>
+                allSupported = allSupported
+              case _ =>
+                logInfo("Not support lag/lead function with default value not literal null")
+                allSupported = false
+                break
+            }
+          }
+
           wExpression.windowFunction match {
-            case _: RowNumber | _: AggregateExpression | _: Rank | _: Lead | _: Lag |
-                _: DenseRank =>
+            case _: RowNumber | _: AggregateExpression | _: Rank | _: DenseRank =>
               allSupported = allSupported
+            case l: Lag =>
+              checkLagOrLead(l.third)
+            case l: Lead =>
+              checkLagOrLead(l.third)
             case _ =>
               logDebug(s"Not support window function: ${wExpression.getClass}")
               allSupported = false
diff --git a/backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseTPCHSaltNullParquetSuite.scala b/backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseTPCHSaltNullParquetSuite.scala
index ee495457edee..c0c6c175a879 100644
--- a/backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseTPCHSaltNullParquetSuite.scala
+++ b/backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseTPCHSaltNullParquetSuite.scala
@@ -944,7 +944,15 @@ class GlutenClickHouseTPCHSaltNullParquetSuite extends GlutenClickHouseTPCHAbstr
         |from nation
         |order by n_regionkey, n_nationkey, n_lag
         |""".stripMargin
+    val sql1 =
+      """
+        | select n_regionkey, n_nationkey,
+        | lag(n_nationkey, 1, n_nationkey) OVER (PARTITION BY n_regionkey ORDER BY n_nationkey) as n_lag
+        |from nation
+        |order by n_regionkey, n_nationkey, n_lag
+        |""".stripMargin
     compareResultsAgainstVanillaSpark(sql, true, { _ => })
+    compareResultsAgainstVanillaSpark(sql1, true, { _ => }, false)
   }
 
   test("window lag with null value") {