diff --git a/d2go/checkpoint/fsdp_checkpoint.py b/d2go/checkpoint/fsdp_checkpoint.py
index e6fce6f1..2014320a 100644
--- a/d2go/checkpoint/fsdp_checkpoint.py
+++ b/d2go/checkpoint/fsdp_checkpoint.py
@@ -1,6 +1,6 @@
 # (c) Meta Platforms, Inc. and affiliates. Confidential and proprietary.
 import os
-from typing import cast, IO
+from typing import Callable, cast, IO
 
 import detectron2.utils.comm as comm
 import torch
@@ -15,12 +15,25 @@
 )
 
 
+def get_max_checkpoint_concurrency() -> int:
+    return comm.get_world_size()
+
+
 # TODO: replace FSDPCheckpointer with central D2GoCheckpointer
 class FSDPCheckpointer(QATCheckpointer):
     """
     Extend the Checkpointer to support saving/loading FSDP models
     """
 
+    def __init__(
+        self,
+        *args,
+        concurrency_limit_fetcher: Callable[[], int] = get_max_checkpoint_concurrency,
+        **kwargs,
+    ):
+        super().__init__(*args, **kwargs)
+        self._concurrency_limit_fetcher: Callable[[], int] = concurrency_limit_fetcher
+
     def is_distributed(self) -> bool:
         return True
 
@@ -135,8 +148,10 @@ def save(self, name: str, tag_last_ckpt=True, **kwargs) -> None:
             basename = "rank{}.pth".format(comm.get_rank())
             save_file = os.path.join(new_save_dir, basename)
             assert os.path.basename(save_file) == basename, basename
-            # allow 8 GPUs to write to manifold at the same time
-            with interleave_by_rank(concurrency_limit=8):
+            # Limit the write concurrency to avoid QPS overload
+            with interleave_by_rank(
+                concurrency_limit=self._concurrency_limit_fetcher()
+            ):
                 self._save_file(data, save_file)
             # Main process tags last checkpoint if no errors in all processes
             comm.synchronize()
@@ -156,8 +171,8 @@ def _save_file(self, data, filename):
             torch.save(data, cast(IO[bytes], f))
 
     def _load_file(self, f: str):
-        # allow 8 GPUs to read from manifold at the same time
-        with interleave_by_rank(concurrency_limit=8):
+        # Limit the read concurrency to avoid QPS overload
+        with interleave_by_rank(concurrency_limit=self._concurrency_limit_fetcher()):
             return super()._load_file(f)