diff --git a/python/ray/data/_internal/execution/streaming_executor_state.py b/python/ray/data/_internal/execution/streaming_executor_state.py
index f89da0fe1067..6d931ab6ed90 100644
--- a/python/ray/data/_internal/execution/streaming_executor_state.py
+++ b/python/ray/data/_internal/execution/streaming_executor_state.py
@@ -186,6 +186,7 @@ def __init__(self, op: PhysicalOperator, inqueues: List[OpBufferQueue]):
         self.outqueue: OpBufferQueue = OpBufferQueue()
         self.op = op
         self.progress_bar = None
+        self.enable_show_backpressure_reason = True
         self.num_completed_tasks = 0
         self.inputs_done_called = False
         # Tracks whether `input_done` is called for each input op.
@@ -219,6 +220,9 @@ def initialize_progress_bars(self, index: int, verbose_progress: bool) -> int:
             position=index,
             enabled=progress_bar_enabled,
         )
+        self.enable_show_backpressure_reason = (
+            self.progress_bar.enabled and ctx.show_backpressure_reason
+        )
         num_progress_bars = 1
         if is_all_to_all:
             # Initialize must be called for sub progress bars, even the
@@ -261,16 +265,29 @@ def summary_str(self, resource_manager: ResourceManager) -> str:
         # Active tasks
         active = self.op.num_active_tasks()
         desc = f"- {self.op.name}: Tasks: {active}"
-        if self.op._in_task_submission_backpressure:
-            desc += (
-                f" [🚧 BACKPRESSURED, Reason(S): "
-                f"{self.op._in_task_submission_backpressure_reason} 🚧"
-            )
-        if self.op._in_task_output_backpressure:
-            desc += (
-                f" [🚧 BACKPRESSURED, Reason(O): "
-                f"{self.op._in_task_output_backpressure_reason} 🚧"
-            )
+        if (
+            self.op._in_task_submission_backpressure
+            or self.op._in_task_output_backpressure
+        ):
+            desc += " [🚧 BACKPRESSURED 🚧]"
+            if self.enable_show_backpressure_reason:
+                reasons = []
+                if self.op._in_task_submission_backpressure:
+                    reasons.append(
+                        f"Reason(S): {self.op._in_task_submission_backpressure_reason}"
+                    )
+                if self.op._in_task_output_backpressure:
+                    reasons.append(
+                        f"Reason(O): {self.op._in_task_output_backpressure_reason}"
+                    )
+                if reasons:
+                    desc += f" [{', '.join(reasons)} 🚧]"
+        else:
+            if (
+                self.op._in_task_submission_backpressure
+                or self.op._in_task_output_backpressure
+            ):
+                desc += " [backpressured]"
         desc += f", [{resource_manager.get_op_usage_str(self.op)}]"
 
         # Actors info
diff --git a/python/ray/data/context.py b/python/ray/data/context.py
index f43fc2a50246..823d8fb2c766 100644
--- a/python/ray/data/context.py
+++ b/python/ray/data/context.py
@@ -308,6 +308,7 @@ class DataContext:
     enable_progress_bar_name_truncation: bool = (
         DEFAULT_ENABLE_PROGRESS_BAR_NAME_TRUNCATION
     )
+    enable_show_backpressure_reason: bool = True
     enable_get_object_locations_for_metrics: bool = (
         DEFAULT_ENABLE_GET_OBJECT_LOCATIONS_FOR_METRICS
     )