diff --git a/gluten-core/src/main/scala/org/apache/gluten/execution/BroadcastNestedLoopJoinExecTransformer.scala b/gluten-core/src/main/scala/org/apache/gluten/execution/BroadcastNestedLoopJoinExecTransformer.scala
index 092612ea7340..5e3027b8d03b 100644
--- a/gluten-core/src/main/scala/org/apache/gluten/execution/BroadcastNestedLoopJoinExecTransformer.scala
+++ b/gluten-core/src/main/scala/org/apache/gluten/execution/BroadcastNestedLoopJoinExecTransformer.scala
@@ -24,7 +24,7 @@ import org.apache.gluten.utils.SubstraitUtil
 
 import org.apache.spark.sql.catalyst.expressions.{Attribute, Expression}
 import org.apache.spark.sql.catalyst.optimizer.{BuildLeft, BuildRight, BuildSide}
-import org.apache.spark.sql.catalyst.plans.{InnerLike, JoinType, LeftOuter, RightOuter}
+import org.apache.spark.sql.catalyst.plans.{FullOuter, InnerLike, JoinType, LeftExistence, LeftOuter, RightOuter}
 import org.apache.spark.sql.catalyst.plans.physical.Partitioning
 import org.apache.spark.sql.execution.SparkPlan
 import org.apache.spark.sql.execution.joins.BaseJoinExec
@@ -79,6 +79,10 @@ abstract class BroadcastNestedLoopJoinExecTransformer(
         left.output ++ right.output.map(_.withNullability(true))
       case RightOuter =>
         left.output.map(_.withNullability(true)) ++ right.output
+      case LeftExistence(_) =>
+        left.output
+      case FullOuter =>
+        left.output.map(_.withNullability(true)) ++ right.output.map(_.withNullability(true))
       case x =>
         throw new IllegalArgumentException(s"${getClass.getSimpleName} not take $x as the JoinType")
     }
@@ -145,6 +149,22 @@ abstract class BroadcastNestedLoopJoinExecTransformer(
       inputBuildOutput)
   }
 
+  private def validateJoinTypeAndBuildSide(): ValidationResult = {
+    val result = joinType match {
+      case _: InnerLike | LeftOuter | RightOuter => ValidationResult.ok
+      case _ =>
+        ValidationResult.notOk(s"$joinType join is not supported with BroadcastNestedLoopJoin")
+    }
+    if (!result.isValid) {
+      return result
+    }
+    (joinType, buildSide) match {
+      case (LeftOuter, BuildLeft) | (RightOuter, BuildRight) =>
+        ValidationResult.notOk(s"$joinType join is not supported with $buildSide")
+      case _ => ValidationResult.ok // continue
+    }
+  }
+
   override protected def doValidateInternal(): ValidationResult = {
     if (!BackendsApiManager.getSettings.supportBroadcastNestedLoopJoinExec()) {
       return ValidationResult.notOk("Broadcast Nested Loop join is not supported in this backend")
@@ -152,10 +172,9 @@ abstract class BroadcastNestedLoopJoinExecTransformer(
     if (substraitJoinType == CrossRel.JoinType.UNRECOGNIZED) {
       return ValidationResult.notOk(s"$joinType join is not supported with BroadcastNestedLoopJoin")
     }
-    (joinType, buildSide) match {
-      case (LeftOuter, BuildLeft) | (RightOuter, BuildRight) =>
-        return ValidationResult.notOk(s"$joinType join is not supported with $buildSide")
-      case _ => // continue
+    val validateResult = validateJoinTypeAndBuildSide()
+    if (!validateResult.isValid) {
+      return validateResult
     }
     val substraitContext = new SubstraitContext