diff --git a/python/pyspark/errors/utils.py b/python/pyspark/errors/utils.py
index cbe5739204ac1..416a2323b170e 100644
--- a/python/pyspark/errors/utils.py
+++ b/python/pyspark/errors/utils.py
@@ -31,21 +31,42 @@
     Type,
     Optional,
     Union,
-    TYPE_CHECKING,
     overload,
     cast,
 )
 import pyspark
 from pyspark.errors.error_classes import ERROR_CLASSES_MAP
 
-if TYPE_CHECKING:
-    from pyspark.sql import SparkSession
-
 T = TypeVar("T")
 FuncT = TypeVar("FuncT", bound=Callable[..., Any])
 
 _current_origin = threading.local()
 
+# Providing DataFrame debugging options to reduce performance slowdown.
+# Default is True.
+_enable_debugging_cache = None
+
+
+def is_debugging_enabled() -> bool:
+    global _enable_debugging_cache
+
+    if _enable_debugging_cache is None:
+        from pyspark.sql import SparkSession
+
+        spark = SparkSession.getActiveSession()
+        if spark is not None:
+            _enable_debugging_cache = (
+                spark.conf.get(
+                    "spark.python.sql.dataFrameDebugging.enabled",
+                    "true",  # type: ignore[union-attr]
+                ).lower()
+                == "true"
+            )
+        else:
+            _enable_debugging_cache = False
+
+    return _enable_debugging_cache
+
 
 def current_origin() -> threading.local:
     global _current_origin
@@ -164,17 +185,12 @@ def get_message_template(self, errorClass: str) -> str:
         return message_template
 
 
-def _capture_call_site(spark_session: "SparkSession", depth: int) -> str:
+def _capture_call_site(depth: int) -> str:
     """
     Capture the call site information including file name, line number, and function name.
     This function updates the thread-local storage from JVM side (PySparkCurrentOrigin)
     with the current call site information when a PySpark API function is called.
 
-    Parameters
-    ----------
-    spark_session : SparkSession
-        Current active Spark session.
-
     Notes
     -----
     The call site information is used to enhance error messages with the exact location
@@ -245,7 +261,7 @@ def wrapper(*args: Any, **kwargs: Any) -> Any:
 
                 # Getting the configuration requires RPC call. Uses the default value for now.
                 depth = 1
-                set_current_origin(func.__name__, _capture_call_site(spark, depth))
+                set_current_origin(func.__name__, _capture_call_site(depth))
 
                 try:
                     return func(*args, **kwargs)
@@ -262,7 +278,7 @@ def wrapper(*args: Any, **kwargs: Any) -> Any:
                     )
                 )
                 # Update call site when the function is called
-                jvm_pyspark_origin.set(func.__name__, _capture_call_site(spark, depth))
+                jvm_pyspark_origin.set(func.__name__, _capture_call_site(depth))
 
                 try:
                     return func(*args, **kwargs)
@@ -297,7 +313,10 @@ def with_origin_to_class(
         return lambda cls: with_origin_to_class(cls, ignores)
     else:
         cls = cls_or_ignores
-        if os.environ.get("PYSPARK_PIN_THREAD", "true").lower() == "true":
+        if (
+            os.environ.get("PYSPARK_PIN_THREAD", "true").lower() == "true"
+            and is_debugging_enabled()
+        ):
             skipping = set(
                 ["__init__", "__new__", "__iter__", "__nonzero__", "__repr__", "__bool__"]
                 + (ignores or [])
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/internal/StaticSQLConf.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/internal/StaticSQLConf.scala
index cd17a63e5d433..407baba8280c0 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/internal/StaticSQLConf.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/internal/StaticSQLConf.scala
@@ -295,4 +295,14 @@ object StaticSQLConf {
       .version("3.1.0")
       .stringConf
       .createWithDefault("")
+
+  val DATA_FRAME_DEBUGGING_ENABLED =
+    buildStaticConf("spark.python.sql.dataFrameDebugging.enabled")
+    .internal()
+    .doc(
+      "Enable the DataFrame debugging. This feature is enabled by default, but has a " +
+        "non-trivial performance overhead because of the stack trace collection.")
+    .version("4.0.0")
+    .booleanConf
+    .createWithDefault(true)
 }