diff --git a/native/core/src/execution/planner.rs b/native/core/src/execution/planner.rs
index 3ce94c129..ff5b38697 100644
--- a/native/core/src/execution/planner.rs
+++ b/native/core/src/execution/planner.rs
@@ -767,19 +767,26 @@ impl PhysicalPlanner {
                 Ok(Arc::new(case_expr))
             }
             ExprStruct::ArrayJoin(expr) => {
-                let src_array_expr =
-                    self.create_expr(expr.left.as_ref().unwrap(), Arc::clone(&input_schema))?;
-                let key_expr =
-                    self.create_expr(expr.right.as_ref().unwrap(), Arc::clone(&input_schema))?;
-                let args = vec![Arc::clone(&src_array_expr), key_expr];
+                let array_expr =
+                    self.create_expr(expr.array_expr.as_ref().unwrap(), Arc::clone(&input_schema))?;
+                let delimiter_expr =
+                    self.create_expr(expr.delimiter_expr.as_ref().unwrap(), Arc::clone(&input_schema))?;
+
+                let mut args = vec![Arc::clone(&array_expr), delimiter_expr];
+                if expr.null_replacement_expr.is_some() {
+                    let null_replacement_expr =
+                        self.create_expr(expr.null_replacement_expr.as_ref().unwrap(), Arc::clone(&input_schema))?;
+                    args.push(null_replacement_expr)
+                }
+
                 let datafusion_array_to_string = array_to_string_udf();
-                let array_intersect_expr = Arc::new(ScalarFunctionExpr::new(
+                let array_join_expr = Arc::new(ScalarFunctionExpr::new(
                     "array_join",
                     datafusion_array_to_string,
                     args,
                     DataType::Utf8,
                 ));
-                Ok(array_intersect_expr)
+                Ok(array_join_expr)
             }
             expr => Err(ExecutionError::GeneralError(format!(
                 "Not implemented: {:?}",
diff --git a/native/proto/src/proto/expr.proto b/native/proto/src/proto/expr.proto
index 4a9339fb8..271354c82 100644
--- a/native/proto/src/proto/expr.proto
+++ b/native/proto/src/proto/expr.proto
@@ -86,7 +86,7 @@ message Expr {
     ArrayInsert array_insert = 59;
     BinaryExpr array_contains = 60;
     BinaryExpr array_remove = 61;
-    BinaryExpr array_join = 63;
+    ArrayJoin array_join = 62;
   }
 }
 
@@ -415,6 +415,12 @@ message ArrayInsert {
   bool legacy_negative_index = 4;
 }
 
+message ArrayJoin {
+  Expr array_expr = 1;
+  Expr delimiter_expr = 2;
+  Expr null_replacement_expr = 3;
+}
+
 message DataType {
   enum DataTypeId {
     BOOL = 0;
diff --git a/spark/src/main/scala/org/apache/comet/serde/QueryPlanSerde.scala b/spark/src/main/scala/org/apache/comet/serde/QueryPlanSerde.scala
index 11242cbdb..022787666 100644
--- a/spark/src/main/scala/org/apache/comet/serde/QueryPlanSerde.scala
+++ b/spark/src/main/scala/org/apache/comet/serde/QueryPlanSerde.scala
@@ -2284,12 +2284,38 @@ object QueryPlanSerde extends Logging with ShimQueryPlanSerde with CometExprShim
             expr.children(1),
             inputs,
             (builder, binaryExpr) => builder.setArrayAppend(binaryExpr))
-        case _ if expr.prettyName == "array_join" =>
-          createBinaryExpr(
-            expr.children(0),
-            expr.children(1),
-            inputs,
-            (builder, binaryExpr) => builder.setArrayJoin(binaryExpr))
+        case ArrayJoin(arrayExpr, delimiterExpr, nullReplacementExpr) =>
+          val arrayExprProto = exprToProto(arrayExpr, inputs, binding)
+          val delimiterExprProto = exprToProto(delimiterExpr, inputs, binding)
+
+          if (arrayExprProto.isDefined && delimiterExprProto.isDefined) {
+            val arrayJoinBuilder = nullReplacementExpr match {
+              case Some(nrExpr) =>
+                val nullReplacementExprProto = exprToProto(nrExpr, inputs, binding)
+                ExprOuterClass.ArrayJoin
+                  .newBuilder()
+                  .setArrayExpr(arrayExprProto.get)
+                  .setDelimiterExpr(delimiterExprProto.get)
+                  .setNullReplacementExpr(nullReplacementExprProto.get)
+              case None =>
+                ExprOuterClass.ArrayJoin
+                  .newBuilder()
+                  .setArrayExpr(arrayExprProto.get)
+                  .setDelimiterExpr(delimiterExprProto.get)
+            }
+            Some(
+              ExprOuterClass.Expr
+                .newBuilder()
+                .setArrayJoin(arrayJoinBuilder)
+                .build())
+          } else {
+            val exprs: List[Expression] = nullReplacementExpr match {
+              case Some(nrExpr) => List(arrayExpr, delimiterExpr, nrExpr)
+              case None => List(arrayExpr, delimiterExpr)
+            }
+            withInfo(expr, "unsupported arguments for ArrayJoin", exprs: _*)
+            None
+          }
         case _ =>
           withInfo(expr, s"${expr.prettyName} is not supported", expr.children: _*)
           None
diff --git a/spark/src/test/scala/org/apache/comet/CometExpressionSuite.scala b/spark/src/test/scala/org/apache/comet/CometExpressionSuite.scala
index 78e24c7d7..16a936a5c 100644
--- a/spark/src/test/scala/org/apache/comet/CometExpressionSuite.scala
+++ b/spark/src/test/scala/org/apache/comet/CometExpressionSuite.scala
@@ -2554,6 +2554,8 @@ class CometExpressionSuite extends CometTestBase with AdaptiveSparkPlanHelper {
         spark.read.parquet(path.toString).createOrReplaceTempView("t1")
         checkSparkAnswerAndOperator(sql(
           "SELECT array_join(array(cast(_1 as string), cast(_2 as string), cast(_6 as string)), ' @ ') from t1"))
+        checkSparkAnswerAndOperator(sql(
+          "SELECT array_join(array(cast(_1 as string), cast(_2 as string), cast(_6 as string)), ' @ ', ' +++ ') from t1"))
         checkSparkAnswerAndOperator(sql(
           "SELECT array_join(array('hello', 'world', cast(_2 as string)), ' ') from t1 where _2 is not null"))
         checkSparkAnswerAndOperator(