diff --git a/tools/gluten-it/common/src/main/scala/org/apache/gluten/integration/action/QueriesCompare.scala b/tools/gluten-it/common/src/main/scala/org/apache/gluten/integration/action/QueriesCompare.scala
index c79db83c7b24..596c293e473e 100644
--- a/tools/gluten-it/common/src/main/scala/org/apache/gluten/integration/action/QueriesCompare.scala
+++ b/tools/gluten-it/common/src/main/scala/org/apache/gluten/integration/action/QueriesCompare.scala
@@ -135,16 +135,15 @@ object QueriesCompare {
   }
 
   private def printResults(results: List[TestResultLine]): Unit = {
-    val render = TableRender.plain[TestResultLine](
-      "Query ID",
-      "Was Passed",
-      "Vanilla Row Count",
-      "Gluten Row Count",
-      "Vanilla Planning Time (Millis)",
-      "Gluten Planning Time (Millis)",
-      "Vanilla Query Time (Millis)",
-      "Gluten Query Time (Millis)",
-      "Speedup")
+    import org.apache.gluten.integration.action.TableRender.Field._
+
+    val render = TableRender.create[TestResultLine](
+      Leaf("Query ID"),
+      Leaf("Passed"),
+      Branch("Row Count", List(Leaf("Vanilla"), Leaf("Gluten"))),
+      Branch("Planning Time (Millis)", List(Leaf("Vanilla"), Leaf("Gluten"))),
+      Branch("Query Time (Millis)", List(Leaf("Vanilla"), Leaf("Gluten"))),
+      Leaf("Speedup"))
 
     results.foreach { line =>
       render.appendRow(line)
diff --git a/tools/gluten-it/common/src/main/scala/org/apache/gluten/integration/action/TableRender.scala b/tools/gluten-it/common/src/main/scala/org/apache/gluten/integration/action/TableRender.scala
index d16ce784b2df..b26fdccdf2ab 100644
--- a/tools/gluten-it/common/src/main/scala/org/apache/gluten/integration/action/TableRender.scala
+++ b/tools/gluten-it/common/src/main/scala/org/apache/gluten/integration/action/TableRender.scala
@@ -164,6 +164,17 @@ object TableRender {
           }
       }
 
+      val separationLine = schema.leafs
+        .map { leaf =>
+          widthMap(System.identityHashCode(leaf))
+        }
+        .map { width =>
+          new String(Array.tabulate(width)(_ => '-'))
+        }
+        .mkString("|", "|", "|")
+
+      printer.println(separationLine)
+
       data.foreach { row =>
         val dataLine = row
           .zip(schema.leafs)