diff --git a/integration_tests/src/main/python/asserts.py b/integration_tests/src/main/python/asserts.py
index 27b33848c2c..7d97c81af04 100644
--- a/integration_tests/src/main/python/asserts.py
+++ b/integration_tests/src/main/python/asserts.py
@@ -351,24 +351,31 @@ def assert_gpu_fallback_write(write_func,
     jvm.org.apache.spark.sql.rapids.ExecutionPlanCaptureCallback.startCapture()
     gpu_start = time.time()
     gpu_path = base_path + '/GPU'
-    with_gpu_session(lambda spark : write_func(spark, gpu_path), conf=conf)
-    gpu_end = time.time()
-    jvm.org.apache.spark.sql.rapids.ExecutionPlanCaptureCallback.assertCapturedAndGpuFellBack(cpu_fallback_class_name_list, 10000)
-    print('### WRITE: GPU TOOK {} CPU TOOK {} ###'.format(
-        gpu_end - gpu_start, cpu_end - cpu_start))
-
-    (cpu_bring_back, cpu_collect_type) = _prep_func_for_compare(
-            lambda spark: read_func(spark, cpu_path), 'COLLECT')
-    (gpu_bring_back, gpu_collect_type) = _prep_func_for_compare(
-            lambda spark: read_func(spark, gpu_path), 'COLLECT')
-
-    from_cpu = with_cpu_session(cpu_bring_back, conf=conf)
-    from_gpu = with_cpu_session(gpu_bring_back, conf=conf)
-    if should_sort_locally():
-        from_cpu.sort(key=_RowCmp)
-        from_gpu.sort(key=_RowCmp)
+    try:
+        with_gpu_session(lambda spark : write_func(spark, gpu_path), conf=conf)
+        gpu_end = time.time()
+        jvm.org.apache.spark.sql.rapids.ExecutionPlanCaptureCallback.assertCapturedAndGpuFellBack(cpu_fallback_class_name_list, 10000)
+        print('### WRITE: GPU TOOK {} CPU TOOK {} ###'.format(
+            gpu_end - gpu_start, cpu_end - cpu_start))
+
+        (cpu_bring_back, cpu_collect_type) = _prep_func_for_compare(
+                lambda spark: read_func(spark, cpu_path), 'COLLECT')
+        (gpu_bring_back, gpu_collect_type) = _prep_func_for_compare(
+                lambda spark: read_func(spark, gpu_path), 'COLLECT')
+
+        from_cpu = with_cpu_session(cpu_bring_back, conf=conf)
+        from_gpu = with_cpu_session(gpu_bring_back, conf=conf)
+        if should_sort_locally():
+            from_cpu.sort(key=_RowCmp)
+            from_gpu.sort(key=_RowCmp)
+
+        assert_equal(from_cpu, from_gpu)
+    finally:
+        # Ensure `shouldCapture` state is restored. This may happen when GpuPlan is failed to be executed,
+        # then `shouldCapture` state is failed to restore in `assertCapturedAndGpuFellBack` method.
+        # This mostly happen within a xfail case where error may be ignored.
+        jvm.org.apache.spark.sql.rapids.ExecutionPlanCaptureCallback.endCapture()
 
-    assert_equal(from_cpu, from_gpu)
 
 def assert_cpu_and_gpu_are_equal_collect_with_capture(func,
         exist_classes='',
diff --git a/sql-plugin/src/main/scala/org/apache/spark/sql/rapids/ExecutionPlanCaptureCallback.scala b/sql-plugin/src/main/scala/org/apache/spark/sql/rapids/ExecutionPlanCaptureCallback.scala
index c082de95241..bfdebc086c0 100644
--- a/sql-plugin/src/main/scala/org/apache/spark/sql/rapids/ExecutionPlanCaptureCallback.scala
+++ b/sql-plugin/src/main/scala/org/apache/spark/sql/rapids/ExecutionPlanCaptureCallback.scala
@@ -26,6 +26,8 @@ trait ExecutionPlanCaptureCallbackBase {
   def captureIfNeeded(qe: QueryExecution): Unit
   def startCapture(): Unit
   def startCapture(timeoutMillis: Long): Unit
+  def endCapture(): Unit
+  def endCapture(timeoutMillis: Long): Unit
   def getResultsWithTimeout(timeoutMs: Long = 10000): Array[SparkPlan]
   def extractExecutedPlan(plan: SparkPlan): SparkPlan
   def assertContains(gpuPlan: SparkPlan, className: String): Unit
@@ -57,6 +59,10 @@ object ExecutionPlanCaptureCallback extends ExecutionPlanCaptureCallbackBase {
   override def startCapture(timeoutMillis: Long): Unit =
     impl.startCapture(timeoutMillis)
 
+  override def endCapture(): Unit = impl.endCapture()
+
+  override def endCapture(timeoutMillis: Long): Unit = impl.endCapture(timeoutMillis)
+
   override def getResultsWithTimeout(timeoutMs: Long = 10000): Array[SparkPlan] =
     impl.getResultsWithTimeout(timeoutMs)
 
diff --git a/sql-plugin/src/main/scala/org/apache/spark/sql/rapids/ShimmedExecutionPlanCaptureCallbackImpl.scala b/sql-plugin/src/main/scala/org/apache/spark/sql/rapids/ShimmedExecutionPlanCaptureCallbackImpl.scala
index 8f811496b3d..00379026f05 100644
--- a/sql-plugin/src/main/scala/org/apache/spark/sql/rapids/ShimmedExecutionPlanCaptureCallbackImpl.scala
+++ b/sql-plugin/src/main/scala/org/apache/spark/sql/rapids/ShimmedExecutionPlanCaptureCallbackImpl.scala
@@ -57,6 +57,15 @@ class ShimmedExecutionPlanCaptureCallbackImpl extends ExecutionPlanCaptureCallba
     }
   }
 
+  override def endCapture(): Unit = endCapture(10000)
+
+  override def endCapture(timeoutMillis: Long): Unit = synchronized {
+    if (shouldCapture) {
+      shouldCapture = false
+      execPlans.clear()
+    }
+  }
+
   override def getResultsWithTimeout(timeoutMs: Long = 10000): Array[SparkPlan] = {
     try {
       val spark = SparkSession.active