diff --git a/backends-velox/src/main/scala/org/apache/gluten/execution/ColumnarPartialProjectExec.scala b/backends-velox/src/main/scala/org/apache/gluten/execution/ColumnarPartialProjectExec.scala
index 435fd239b364..4ffddaf77bbf 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/execution/ColumnarPartialProjectExec.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/execution/ColumnarPartialProjectExec.scala
@@ -29,9 +29,9 @@ import org.apache.gluten.vectorized.{ArrowColumnarRow, ArrowWritableColumnVector
 
 import org.apache.spark.rdd.RDD
 import org.apache.spark.sql.catalyst.InternalRow
-import org.apache.spark.sql.catalyst.expressions.{Alias, Attribute, AttributeReference, CaseWhen, Coalesce, Expression, If, LambdaFunction, NamedExpression, NaNvl, ScalaUDF}
+import org.apache.spark.sql.catalyst.expressions._
 import org.apache.spark.sql.catalyst.plans.QueryPlan
-import org.apache.spark.sql.execution.{ExplainUtils, ProjectExec, SparkPlan, UnaryExecNode}
+import org.apache.spark.sql.execution.{ExplainUtils, FilterExec, ProjectExec, SparkPlan, UnaryExecNode}
 import org.apache.spark.sql.execution.metric.{SQLMetric, SQLMetrics}
 import org.apache.spark.sql.hive.HiveUdfUtil
 import org.apache.spark.sql.types._
@@ -51,7 +51,7 @@ import scala.collection.mutable.ListBuffer
  * @param child
  *   child plan
  */
-case class ColumnarPartialProjectExec(original: ProjectExec, child: SparkPlan)(
+case class ColumnarPartialProjectExec(original: SparkPlan, child: SparkPlan)(
     replacedAliasUdf: Seq[Alias])
   extends UnaryExecNode
   with ValidatablePlan {
@@ -169,8 +169,12 @@ case class ColumnarPartialProjectExec(original: ProjectExec, child: SparkPlan)(
       // e.g. udf1(col) + udf2(col), it will introduce 2 cols for a2c
       return ValidationResult.failed("Number of RowToColumn columns is more than ProjectExec")
     }
-    if (!original.projectList.forall(validateExpression(_))) {
-      return ValidationResult.failed("Contains expression not supported")
+    original match {
+      case p: ProjectExec =>
+        if (!p.projectList.forall(validateExpression(_))) {
+          return ValidationResult.failed("Contains expression not supported")
+        }
+      case _ =>
     }
     if (
       ExpressionUtils.hasComplexExpressions(original, GlutenConfig.get.fallbackExpressionsThreshold)
@@ -290,7 +294,7 @@ case class ColumnarPartialProjectExec(original: ProjectExec, child: SparkPlan)(
   }
 }
 
-object ColumnarPartialProjectExec {
+object ColumnarPartialProjectExec extends PredicateHelper {
 
   val projectPrefix = "_SparkPartialProject"
 
@@ -355,13 +359,26 @@ object ColumnarPartialProjectExec {
     }
   }
 
-  def create(original: ProjectExec): ProjectExecTransformer = {
+  def create(original: SparkPlan): UnaryTransformSupport = {
     val replacedAliasUdf: ListBuffer[Alias] = ListBuffer()
-    val newProjectList = original.projectList.map {
-      p => replaceExpressionUDF(p, replacedAliasUdf).asInstanceOf[NamedExpression]
+    val transformedPlan = original match {
+      case p: ProjectExec =>
+        val newProjectList = p.projectList.map {
+          p => replaceExpressionUDF(p, replacedAliasUdf).asInstanceOf[NamedExpression]
+        }
+        val partialProject =
+          ColumnarPartialProjectExec(p, p.child)(replacedAliasUdf)
+        ProjectExecTransformer(newProjectList, partialProject)
+      case f: FilterExec =>
+        val newCondition = splitConjunctivePredicates(f.condition)
+          .map(p => replaceExpressionUDF(p, replacedAliasUdf))
+          .reduceLeftOption(And)
+          .orNull
+        val partialProject =
+          ColumnarPartialProjectExec(f, f.child)(replacedAliasUdf)
+        FilterExecTransformer(newCondition, partialProject)
     }
-    val partialProject =
-      ColumnarPartialProjectExec(original, original.child)(replacedAliasUdf.toSeq)
-    ProjectExecTransformer(newProjectList, partialProject)
+
+    transformedPlan
   }
 }
diff --git a/backends-velox/src/main/scala/org/apache/gluten/extension/PartialProjectRule.scala b/backends-velox/src/main/scala/org/apache/gluten/extension/PartialProjectRule.scala
index 73d1651e2fdb..61b3f10c1df7 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/extension/PartialProjectRule.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/extension/PartialProjectRule.scala
@@ -20,12 +20,12 @@ import org.apache.gluten.execution.ColumnarPartialProjectExec
 
 import org.apache.spark.sql.SparkSession
 import org.apache.spark.sql.catalyst.rules.Rule
-import org.apache.spark.sql.execution.{ProjectExec, SparkPlan}
+import org.apache.spark.sql.execution.{FilterExec, ProjectExec, SparkPlan}
 
 case class PartialProjectRule(spark: SparkSession) extends Rule[SparkPlan] {
   override def apply(plan: SparkPlan): SparkPlan = {
     plan.transformUp {
-      case plan: ProjectExec =>
+      case plan @ (_: ProjectExec | _: FilterExec) =>
         val transformer = ColumnarPartialProjectExec.create(plan)
         if (
           transformer.doValidate().ok() &&