diff --git a/core/src/main/resources/operatorsScore-databricks-aws-a10G.csv b/core/src/main/resources/operatorsScore-databricks-aws-a10G.csv
index 4bfd05272..81d5edc82 100644
--- a/core/src/main/resources/operatorsScore-databricks-aws-a10G.csv
+++ b/core/src/main/resources/operatorsScore-databricks-aws-a10G.csv
@@ -273,6 +273,8 @@ AggregateInPandasExec,1.2
 ArrowEvalPythonExec,1.2
 FlatMapGroupsInPandasExec,1.2
 MapInPandasExec,1.2
+PythonMapInArrowExec,2.45
+MapInArrowExec,2.45
 WindowInPandasExec,1.2
 KMeans-pyspark,8.86
 KMeans-scala,1.0
diff --git a/core/src/main/resources/operatorsScore-databricks-aws-t4.csv b/core/src/main/resources/operatorsScore-databricks-aws-t4.csv
index 4bfd05272..81d5edc82 100644
--- a/core/src/main/resources/operatorsScore-databricks-aws-t4.csv
+++ b/core/src/main/resources/operatorsScore-databricks-aws-t4.csv
@@ -273,6 +273,8 @@ AggregateInPandasExec,1.2
 ArrowEvalPythonExec,1.2
 FlatMapGroupsInPandasExec,1.2
 MapInPandasExec,1.2
+PythonMapInArrowExec,2.45
+MapInArrowExec,2.45
 WindowInPandasExec,1.2
 KMeans-pyspark,8.86
 KMeans-scala,1.0
diff --git a/core/src/main/resources/operatorsScore-databricks-azure-t4.csv b/core/src/main/resources/operatorsScore-databricks-azure-t4.csv
index bcee82935..cb84688e5 100644
--- a/core/src/main/resources/operatorsScore-databricks-azure-t4.csv
+++ b/core/src/main/resources/operatorsScore-databricks-azure-t4.csv
@@ -273,6 +273,8 @@ AggregateInPandasExec,1.2
 ArrowEvalPythonExec,1.2
 FlatMapGroupsInPandasExec,1.2
 MapInPandasExec,1.2
+PythonMapInArrowExec,2.73
+MapInArrowExec,2.73
 WindowInPandasExec,1.2
 RoundCeil,2.73
 RoundFloor,2.73
diff --git a/core/src/main/resources/operatorsScore-dataproc-gke-l4.csv b/core/src/main/resources/operatorsScore-dataproc-gke-l4.csv
index 7cb7e508c..566d26b0c 100644
--- a/core/src/main/resources/operatorsScore-dataproc-gke-l4.csv
+++ b/core/src/main/resources/operatorsScore-dataproc-gke-l4.csv
@@ -267,6 +267,8 @@ ArrowEvalPythonExec,1.2
 FlatMapGroupsInPandasExec,1.2
 FlatMapCoGroupsInPandasExec,1.2
 MapInPandasExec,1.2
+PythonMapInArrowExec,3.74
+MapInArrowExec,3.74
 WindowInPandasExec,1.2
 RoundCeil,3.74
 RoundFloor,3.74
diff --git a/core/src/main/resources/operatorsScore-dataproc-gke-t4.csv b/core/src/main/resources/operatorsScore-dataproc-gke-t4.csv
index 44224074e..d1b3376c9 100644
--- a/core/src/main/resources/operatorsScore-dataproc-gke-t4.csv
+++ b/core/src/main/resources/operatorsScore-dataproc-gke-t4.csv
@@ -267,6 +267,8 @@ ArrowEvalPythonExec,1.2
 FlatMapGroupsInPandasExec,1.2
 FlatMapCoGroupsInPandasExec,1.2
 MapInPandasExec,1.2
+PythonMapInArrowExec,3.65
+MapInArrowExec,3.65
 WindowInPandasExec,1.2
 RoundCeil,3.65
 RoundFloor,3.65
diff --git a/core/src/main/resources/operatorsScore-dataproc-l4.csv b/core/src/main/resources/operatorsScore-dataproc-l4.csv
index 629133560..4cedbd62c 100644
--- a/core/src/main/resources/operatorsScore-dataproc-l4.csv
+++ b/core/src/main/resources/operatorsScore-dataproc-l4.csv
@@ -273,6 +273,8 @@ AggregateInPandasExec,1.2
 ArrowEvalPythonExec,1.2
 FlatMapGroupsInPandasExec,1.2
 MapInPandasExec,1.2
+PythonMapInArrowExec,4.16
+MapInArrowExec,4.16
 WindowInPandasExec,1.2
 RoundCeil,4.16
 RoundFloor,4.16
diff --git a/core/src/main/resources/operatorsScore-dataproc-serverless-l4.csv b/core/src/main/resources/operatorsScore-dataproc-serverless-l4.csv
index 68ed9d3ef..5d724c037 100644
--- a/core/src/main/resources/operatorsScore-dataproc-serverless-l4.csv
+++ b/core/src/main/resources/operatorsScore-dataproc-serverless-l4.csv
@@ -267,6 +267,8 @@ ArrowEvalPythonExec,1.2
 FlatMapGroupsInPandasExec,1.2
 FlatMapCoGroupsInPandasExec,1.2
 MapInPandasExec,1.2
+PythonMapInArrowExec,4.25
+MapInArrowExec,4.25
 WindowInPandasExec,1.2
 RoundCeil,4.25
 RoundFloor,4.25
diff --git a/core/src/main/resources/operatorsScore-dataproc-t4.csv b/core/src/main/resources/operatorsScore-dataproc-t4.csv
index 9b7f86433..42310164a 100644
--- a/core/src/main/resources/operatorsScore-dataproc-t4.csv
+++ b/core/src/main/resources/operatorsScore-dataproc-t4.csv
@@ -273,6 +273,8 @@ AggregateInPandasExec,1.2
 ArrowEvalPythonExec,1.2
 FlatMapGroupsInPandasExec,1.2
 MapInPandasExec,1.2
+PythonMapInArrowExec,4.88
+MapInArrowExec,4.88
 WindowInPandasExec,1.2
 RoundCeil,4.88
 RoundFloor,4.88
diff --git a/core/src/main/resources/operatorsScore-emr-a10.csv b/core/src/main/resources/operatorsScore-emr-a10.csv
index 2cfc40348..2cd9d57a5 100644
--- a/core/src/main/resources/operatorsScore-emr-a10.csv
+++ b/core/src/main/resources/operatorsScore-emr-a10.csv
@@ -273,6 +273,8 @@ AggregateInPandasExec,1.2
 ArrowEvalPythonExec,1.2
 FlatMapGroupsInPandasExec,1.2
 MapInPandasExec,1.2
+PythonMapInArrowExec,2.59
+MapInArrowExec,2.59
 WindowInPandasExec,1.2
 RoundCeil,2.59
 RoundFloor,2.59
diff --git a/core/src/main/resources/operatorsScore-emr-a10G.csv b/core/src/main/resources/operatorsScore-emr-a10G.csv
index 2cfc40348..2cd9d57a5 100644
--- a/core/src/main/resources/operatorsScore-emr-a10G.csv
+++ b/core/src/main/resources/operatorsScore-emr-a10G.csv
@@ -273,6 +273,8 @@ AggregateInPandasExec,1.2
 ArrowEvalPythonExec,1.2
 FlatMapGroupsInPandasExec,1.2
 MapInPandasExec,1.2
+PythonMapInArrowExec,2.59
+MapInArrowExec,2.59
 WindowInPandasExec,1.2
 RoundCeil,2.59
 RoundFloor,2.59
diff --git a/core/src/main/resources/operatorsScore-emr-t4.csv b/core/src/main/resources/operatorsScore-emr-t4.csv
index b2c3fba8f..e738376f1 100644
--- a/core/src/main/resources/operatorsScore-emr-t4.csv
+++ b/core/src/main/resources/operatorsScore-emr-t4.csv
@@ -273,6 +273,8 @@ AggregateInPandasExec,1.2
 ArrowEvalPythonExec,1.2
 FlatMapGroupsInPandasExec,1.2
 MapInPandasExec,1.2
+PythonMapInArrowExec,2.07
+MapInArrowExec,2.07
 WindowInPandasExec,1.2
 RoundCeil,2.07
 RoundFloor,2.07
diff --git a/core/src/main/resources/operatorsScore-onprem-a100.csv b/core/src/main/resources/operatorsScore-onprem-a100.csv
index f4a39170f..3ac26e5ac 100644
--- a/core/src/main/resources/operatorsScore-onprem-a100.csv
+++ b/core/src/main/resources/operatorsScore-onprem-a100.csv
@@ -38,6 +38,8 @@ ArrowEvalPythonExec,1.2
 FlatMapCoGroupsInPandasExec,3.0
 FlatMapGroupsInPandasExec,1.2
 MapInPandasExec,1.2
+PythonMapInArrowExec,3.0
+MapInArrowExec,3.0
 WindowInPandasExec,1.2
 WindowExec,3.0
 WindowGroupLimitExec,3.0
diff --git a/core/src/main/resources/supportedExecs.csv b/core/src/main/resources/supportedExecs.csv
index 1116737d9..df7815e48 100644
--- a/core/src/main/resources/supportedExecs.csv
+++ b/core/src/main/resources/supportedExecs.csv
@@ -49,7 +49,8 @@ ArrowEvalPythonExec,S,None,Input/Output,S,S,S,S,S,S,S,S,PS,S,NS,NS,NS,NS,PS,NS,P
 FlatMapCoGroupsInPandasExec,NS,This is disabled by default because Performance is not ideal with many small groups,Input/Output,S,S,S,S,S,S,S,S,PS,S,NS,NS,NS,NS,NS,NS,NS,NS,NS,NS
 FlatMapGroupsInPandasExec,S,None,Input/Output,S,S,S,S,S,S,S,S,PS,S,NS,NS,NS,NS,NS,NS,NS,NS,NS,NS
 MapInPandasExec,S,None,Input/Output,S,S,S,S,S,S,S,S,PS,S,NS,NS,NS,NS,PS,NS,PS,NS,NS,NS
-PythonMapInArrowExec,TNEW,None,Input/Output,S,S,S,S,S,S,S,S,PS,S,NS,NS,NS,NS,PS,NS,PS,NS,NS,NS
+PythonMapInArrowExec,S,None,Input/Output,S,S,S,S,S,S,S,S,PS,S,NS,NS,NS,NS,PS,NS,PS,NS,NS,NS
+MapInArrowExec,S,None,Input/Output,S,S,S,S,S,S,S,S,PS,S,NS,NS,NS,NS,PS,NS,PS,NS,NS,NS
 WindowInPandasExec,NS,This is disabled by default because it only supports row based frame for now,Input/Output,S,S,S,S,S,S,S,S,PS,S,NS,NS,NS,NS,PS,NS,NS,NS,NS,NS
 WindowExec,S,None,partitionSpec,S,S,S,S,S,S,S,S,PS,S,S,S,NS,NS,NS,NS,PS,NS,NS,NS
 WindowExec,S,None,Input/Output,S,S,S,S,S,S,S,S,PS,S,S,S,S,NS,PS,PS,PS,NS,NS,NS
diff --git a/core/src/main/scala/com/nvidia/spark/rapids/tool/planparser/PythonMapInArrowExecParser.scala b/core/src/main/scala/com/nvidia/spark/rapids/tool/planparser/PythonMapInArrowExecParser.scala
new file mode 100644
index 000000000..08f8eedef
--- /dev/null
+++ b/core/src/main/scala/com/nvidia/spark/rapids/tool/planparser/PythonMapInArrowExecParser.scala
@@ -0,0 +1,41 @@
+/*
+ * Copyright (c) 2024, NVIDIA CORPORATION.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.nvidia.spark.rapids.tool.planparser
+
+import com.nvidia.spark.rapids.tool.qualification.PluginTypeChecker
+
+import org.apache.spark.sql.execution.ui.SparkPlanGraphNode
+
+case class PythonMapInArrowExecParser(
+    node: SparkPlanGraphNode,
+    checker: PluginTypeChecker,
+    sqlID: Long) extends ExecParser {
+
+  val fullExecName: String = node.name + "Exec"
+
+  override def parse: ExecInfo = {
+    // PythonMapInArrow doesn't have duration
+    val duration = None
+    val (speedupFactor, isSupported) = if (checker.isExecSupported(fullExecName)) {
+      (checker.getSpeedupFactor(fullExecName), true)
+    } else {
+      (1.0, false)
+    }
+    // TODO - add in parsing expressions - average speedup across?
+    ExecInfo(node, sqlID, node.name, "", speedupFactor, duration, node.id, isSupported, None)
+  }
+}
diff --git a/core/src/main/scala/com/nvidia/spark/rapids/tool/planparser/SQLPlanParser.scala b/core/src/main/scala/com/nvidia/spark/rapids/tool/planparser/SQLPlanParser.scala
index c76ae7e73..a82337dd5 100644
--- a/core/src/main/scala/com/nvidia/spark/rapids/tool/planparser/SQLPlanParser.scala
+++ b/core/src/main/scala/com/nvidia/spark/rapids/tool/planparser/SQLPlanParser.scala
@@ -513,6 +513,8 @@ object SQLPlanParser extends Logging {
             ObjectHashAggregateExecParser(node, checker, sqlID, app).parse
           case "Project" =>
             ProjectExecParser(node, checker, sqlID).parse
+          case "PythonMapInArrow" | "MapInArrow" =>
+            PythonMapInArrowExecParser(node, checker, sqlID).parse
           case "Range" =>
             RangeExecParser(node, checker, sqlID).parse
           case "Sample" =>
diff --git a/core/src/main/scala/org/apache/spark/sql/rapids/tool/ToolUtils.scala b/core/src/main/scala/org/apache/spark/sql/rapids/tool/ToolUtils.scala
index 704e7d00e..b736460ac 100644
--- a/core/src/main/scala/org/apache/spark/sql/rapids/tool/ToolUtils.scala
+++ b/core/src/main/scala/org/apache/spark/sql/rapids/tool/ToolUtils.scala
@@ -362,7 +362,7 @@ object ExecHelper {
 
   // we don't want to mark the *InPandas and ArrowEvalPythonExec as unsupported with UDF
   private val skipUDFCheckExecs = Seq("ArrowEvalPython", "AggregateInPandas",
-    "FlatMapGroupsInPandas", "MapInPandas", "WindowInPandas")
+    "FlatMapGroupsInPandas", "MapInPandas", "WindowInPandas", "PythonMapInArrow", "MapInArrow")
 
   // Set containing execs that should be labeled as "shouldRemove"
   private val execsToBeRemoved = Set(
diff --git a/scripts/sync_plugin_files/override_supported_configs.json b/scripts/sync_plugin_files/override_supported_configs.json
index 6c92ad145..9fa844ef7 100644
--- a/scripts/sync_plugin_files/override_supported_configs.json
+++ b/scripts/sync_plugin_files/override_supported_configs.json
@@ -450,16 +450,6 @@
           "value": "TNEW"
         }
       ]
-    },
-    {
-      "Exec": "PythonMapInArrowExec",
-      "Params": "Input/Output",
-      "override": [
-        {
-          "key": "Supported",
-          "value": "TNEW"
-        }
-      ]
     }
   ]
 }
\ No newline at end of file