diff --git a/discord/http.py b/discord/http.py
index 2b3f9f1cc..147b9106e 100644
--- a/discord/http.py
+++ b/discord/http.py
@@ -471,7 +471,7 @@ class HTTPClient:
 
                             # sleep a bit
                             retry_after: float = data['retry_after']
-                            _log.warning(fmt, retry_after, bucket)
+                            _log.warning(fmt, retry_after, bucket, stack_info=True)
 
                             # check if it's a global rate limit
                             is_global = data.get('global', False)
diff --git a/discord/webhook/async_.py b/discord/webhook/async_.py
index 8d7ddcac2..d11507fcd 100644
--- a/discord/webhook/async_.py
+++ b/discord/webhook/async_.py
@@ -187,7 +187,10 @@ class AsyncWebhookAdapter:
                         if remaining == '0' and response.status != 429:
                             delta = utils._parse_ratelimit_header(response)
                             _log.debug(
-                                'Webhook ID %s has been pre-emptively rate limited, waiting %.2f seconds', webhook_id, delta
+                                'Webhook ID %s has exhausted its rate limit bucket (bucket: %s, retry: %s).',
+                                webhook_id,
+                                bucket,
+                                delta,
                             )
                             lock.delay_by(delta)
 
@@ -197,9 +200,10 @@ class AsyncWebhookAdapter:
                         if response.status == 429:
                             if not response.headers.get('Via'):
                                 raise HTTPException(response, data)
+                            fmt = 'Webhook ID %s is rate limited. Retrying in %.2f seconds. Handled under the bucket %s'
 
                             retry_after: float = data['retry_after']  # type: ignore
-                            _log.warning('Webhook ID %s is rate limited. Retrying in %.2f seconds', webhook_id, retry_after)
+                            _log.warning(fmt, webhook_id, retry_after, bucket, stack_info=True)
                             await asyncio.sleep(retry_after)
                             continue
 
diff --git a/discord/webhook/sync.py b/discord/webhook/sync.py
index 24ca39717..e5e23e357 100644
--- a/discord/webhook/sync.py
+++ b/discord/webhook/sync.py
@@ -188,7 +188,10 @@ class WebhookAdapter:
                         if remaining == '0' and response.status_code != 429:
                             delta = utils._parse_ratelimit_header(response)
                             _log.debug(
-                                'Webhook ID %s has been pre-emptively rate limited, waiting %.2f seconds', webhook_id, delta
+                                'Webhook ID %s has exhausted its rate limit bucket (bucket: %s, retry: %s).',
+                                webhook_id,
+                                bucket,
+                                delta,
                             )
                             lock.delay_by(delta)
 
@@ -198,9 +201,10 @@ class WebhookAdapter:
                         if response.status_code == 429:
                             if not response.headers.get('Via'):
                                 raise HTTPException(response, data)
+                            fmt = 'Webhook ID %s is rate limited. Retrying in %.2f seconds. Handled under the bucket %s'
 
                             retry_after: float = data['retry_after']  # type: ignore
-                            _log.warning('Webhook ID %s is rate limited. Retrying in %.2f seconds', webhook_id, retry_after)
+                            _log.warning(fmt, webhook_id, retry_after, stack_info=True)
                             time.sleep(retry_after)
                             continue