diff --git a/native/core/src/execution/planner.rs b/native/core/src/execution/planner.rs
index 71ec5f334..ed727d021 100644
--- a/native/core/src/execution/planner.rs
+++ b/native/core/src/execution/planner.rs
@@ -834,6 +834,25 @@ impl PhysicalPlanner {
                 ));
                 Ok(array_has_any_expr)
             }
+            ExprStruct::ArrayCompact(expr) => {
+                let src_array_expr =
+                    self.create_expr(expr.array_expr.as_ref().unwrap(), Arc::clone(&input_schema))?;
+                let datatype = to_arrow_datatype(expr.item_datatype.as_ref().unwrap());
+
+                let null_literal_expr: Arc<dyn PhysicalExpr> =
+                    Arc::new(Literal::new(ScalarValue::Null.cast_to(&datatype)?));
+                let args = vec![Arc::clone(&src_array_expr), null_literal_expr];
+                let return_type = src_array_expr.data_type(&input_schema)?;
+
+                let array_compact_expr = Arc::new(ScalarFunctionExpr::new(
+                    "array_compact",
+                    array_remove_all_udf(),
+                    args,
+                    return_type,
+                ));
+
+                Ok(array_compact_expr)
+            }
             expr => Err(ExecutionError::GeneralError(format!(
                 "Not implemented: {:?}",
                 expr
diff --git a/native/proto/src/proto/expr.proto b/native/proto/src/proto/expr.proto
index fd928fd8a..1a10a9f01 100644
--- a/native/proto/src/proto/expr.proto
+++ b/native/proto/src/proto/expr.proto
@@ -89,6 +89,7 @@ message Expr {
     BinaryExpr array_intersect = 62;
     ArrayJoin array_join = 63;
     BinaryExpr arrays_overlap = 64;
+    ArrayCompact array_compact = 65;
   }
 }
 
@@ -423,6 +424,11 @@ message ArrayJoin {
   Expr null_replacement_expr = 3;
 }
 
+message ArrayCompact {
+  Expr array_expr = 1;
+  DataType item_datatype = 2;
+}
+
 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 f4699af8d..808e7a2a2 100644
--- a/spark/src/main/scala/org/apache/comet/serde/QueryPlanSerde.scala
+++ b/spark/src/main/scala/org/apache/comet/serde/QueryPlanSerde.scala
@@ -2366,6 +2366,8 @@ object QueryPlanSerde extends Logging with ShimQueryPlanSerde with CometExprShim
       case _: ArrayIntersect => convert(CometArrayIntersect)
       case _: ArrayJoin => convert(CometArrayJoin)
       case _: ArraysOverlap => convert(CometArraysOverlap)
+      case expr @ ArrayFilter(child, _) if ArrayCompact(child).replacement.sql == expr.sql =>
+        convert(CometArrayCompact)
       case _ =>
         withInfo(expr, s"${expr.prettyName} is not supported", expr.children: _*)
         None
diff --git a/spark/src/main/scala/org/apache/comet/serde/arrays.scala b/spark/src/main/scala/org/apache/comet/serde/arrays.scala
index db1679f22..5108ea849 100644
--- a/spark/src/main/scala/org/apache/comet/serde/arrays.scala
+++ b/spark/src/main/scala/org/apache/comet/serde/arrays.scala
@@ -23,7 +23,7 @@ import org.apache.spark.sql.catalyst.expressions.{ArrayJoin, ArrayRemove, Attrib
 import org.apache.spark.sql.types.{ArrayType, DataType, DataTypes, DecimalType, StructType}
 
 import org.apache.comet.CometSparkSessionExtensions.withInfo
-import org.apache.comet.serde.QueryPlanSerde.{createBinaryExpr, exprToProto}
+import org.apache.comet.serde.QueryPlanSerde.{createBinaryExpr, exprToProto, serializeDataType}
 import org.apache.comet.shims.CometExprShim
 
 object CometArrayRemove extends CometExpressionSerde with CometExprShim {
@@ -126,6 +126,31 @@ object CometArraysOverlap extends CometExpressionSerde with IncompatExpr {
   }
 }
 
+object CometArrayCompact extends CometExpressionSerde with IncompatExpr {
+  override def convert(
+      expr: Expression,
+      inputs: Seq[Attribute],
+      binding: Boolean): Option[ExprOuterClass.Expr] = {
+    val child = expr.children.head
+    val elementType = serializeDataType(child.dataType.asInstanceOf[ArrayType].elementType)
+    val srcExprProto = exprToProto(child, inputs, binding)
+    if (elementType.isDefined && srcExprProto.isDefined) {
+      val arrayCompactBuilder = ExprOuterClass.ArrayCompact
+        .newBuilder()
+        .setArrayExpr(srcExprProto.get)
+        .setItemDatatype(elementType.get)
+      Some(
+        ExprOuterClass.Expr
+          .newBuilder()
+          .setArrayCompact(arrayCompactBuilder)
+          .build())
+    } else {
+      withInfo(expr, "unsupported arguments for ArrayCompact", expr.children: _*)
+      None
+    }
+  }
+}
+
 object CometArrayJoin extends CometExpressionSerde with IncompatExpr {
   override def convert(
       expr: Expression,
diff --git a/spark/src/test/scala/org/apache/comet/CometArrayExpressionSuite.scala b/spark/src/test/scala/org/apache/comet/CometArrayExpressionSuite.scala
index df1fccb69..8850f2133 100644
--- a/spark/src/test/scala/org/apache/comet/CometArrayExpressionSuite.scala
+++ b/spark/src/test/scala/org/apache/comet/CometArrayExpressionSuite.scala
@@ -292,4 +292,24 @@ class CometArrayExpressionSuite extends CometTestBase with AdaptiveSparkPlanHelp
     }
   }
 
+  test("array_compact") {
+    assume(isSpark34Plus)
+    withSQLConf(CometConf.COMET_EXPR_ALLOW_INCOMPATIBLE.key -> "true") {
+      Seq(true, false).foreach { dictionaryEnabled =>
+        withTempDir { dir =>
+          val path = new Path(dir.toURI.toString, "test.parquet")
+          makeParquetFileAllTypes(path, dictionaryEnabled = dictionaryEnabled, n = 10000)
+          spark.read.parquet(path.toString).createOrReplaceTempView("t1")
+
+          checkSparkAnswerAndOperator(
+            sql("SELECT array_compact(array(_2)) FROM t1 WHERE _2 IS NULL"))
+          checkSparkAnswerAndOperator(
+            sql("SELECT array_compact(array(_2)) FROM t1 WHERE _2 IS NOT NULL"))
+          checkSparkAnswerAndOperator(
+            sql("SELECT array_compact(array(_2, _3, null)) FROM t1 WHERE _2 IS NOT NULL"))
+        }
+      }
+    }
+  }
+
 }