diff --git a/litellm/proxy/common_utils/reset_budget_job.py b/litellm/proxy/common_utils/reset_budget_job.py
index 5c0c6deb9be..35b10ab2f0d 100644
--- a/litellm/proxy/common_utils/reset_budget_job.py
+++ b/litellm/proxy/common_utils/reset_budget_job.py
@@ -565,7 +565,7 @@ class ResetBudgetJob:
             )
             try:
                 await redis_cache.async_delete_cache(key=counter_key)
-            except Exception as delete_err:
+            except Exception as delete_err:  # noqa: BLE001  # any Redis failure here leaves the pre-reset value stuck; log and move on
                 verbose_proxy_logger.error(
                     "Failed to delete spend counter %s in Redis after its reset also failed; the "
                     "pre-reset value stays authoritative until its TTL expires: %s",
@@ -582,7 +582,7 @@ class ResetBudgetJob:
         try:
             current = await redis_cache.async_get_cache(key=counter_key)
             return float(current) if current is not None else 0.0
-        except Exception as redis_err:
+        except Exception as redis_err:  # noqa: BLE001  # any Redis failure here means no safe baseline; fall back to delete
             verbose_proxy_logger.warning(
                 "Failed to read spend counter %s in Redis before reset; skipping the delta-preserving "
                 "reset and falling back to delete: %s",
@@ -606,7 +606,7 @@ class ResetBudgetJob:
                     key=counter_key, new_base=new_spend, snapshot=snapshot, ttl=60
                 )
                 return True
-            except Exception as redis_err:
+            except Exception as redis_err:  # noqa: BLE001  # any Redis failure here is worth a retry, not just specific ones
                 is_last_attempt = attempt == RESET_BUDGET_SPEND_COUNTER_RESET_MAX_ATTEMPTS - 1
                 verbose_proxy_logger.warning(
                     "Attempt %d/%d to reset spend counter %s in Redis failed: %s",
diff --git a/litellm/proxy/spend_tracking/budget_reservation.py b/litellm/proxy/spend_tracking/budget_reservation.py
index 9631eb216d6..6eed3df39f8 100644
--- a/litellm/proxy/spend_tracking/budget_reservation.py
+++ b/litellm/proxy/spend_tracking/budget_reservation.py
@@ -379,7 +379,7 @@ async def release_budget_reservation_on_cancel(
         )
     except asyncio.CancelledError:
         pass  # a second cancellation while shielded; the reconcile keeps running detached regardless
-    except Exception:
+    except Exception:  # noqa: BLE001  # a reconcile failure must not pin the counter; retry, then drop it directly
         verbose_proxy_logger.exception(
             "Failed to reconcile budget reservation on cancel; retrying before invalidating reserved counters"
         )
@@ -389,7 +389,7 @@ async def release_budget_reservation_on_cancel(
             return
         try:
             await invalidate_budget_reservation_counters(budget_reservation=budget_reservation)
-        except Exception:
+        except Exception:  # noqa: BLE001  # nothing left to try; the finalized stamp below keeps it from being reprocessed
             verbose_proxy_logger.exception(
                 "Failed to invalidate budget reservation counters after cancel-path reconcile failed"
             )
@@ -408,7 +408,7 @@ async def _retry_reconcile_reservation_on_cancel(
         try:
             await reconcile_budget_reservation(budget_reservation=budget_reservation, actual_cost=incurred_cost)
             return True
-        except Exception:
+        except Exception:  # noqa: BLE001  # any reconcile failure is worth a retry here, not just specific ones
             is_last_attempt = attempt == _RELEASE_ON_CANCEL_RECONCILE_MAX_ATTEMPTS - 1
             verbose_proxy_logger.warning(
                 "Retry %d/%d to reconcile budget reservation on cancel failed",