diff --git a/python/sglang/srt/disaggregation/common/conn.py b/python/sglang/srt/disaggregation/common/conn.py
index 7b93c26c1..82832a429 100644
--- a/python/sglang/srt/disaggregation/common/conn.py
+++ b/python/sglang/srt/disaggregation/common/conn.py
@@ -183,13 +183,26 @@ class CommonKVManager(BaseKVManager):
         with self.failure_lock:
             self.failure_records[bootstrap_room] = failure_reason
 
-    def ensure_parallel_info(self, bootstrap_addr: str) -> bool:
+    def ensure_parallel_info(
+        self, bootstrap_addr: str, max_retries: int = 5, retry_interval: float = 1.0
+    ) -> bool:
         """Fetch and cache prefill parallel info if not yet available.
         Returns True if info is available (cached or freshly fetched).
+        Retries with backoff if the prefill server hasn't registered yet.
         """
         if bootstrap_addr in self.prefill_info_table:
             return True
-        info = self._fetch_prefill_server_info(bootstrap_addr)
+        info = None
+        for attempt in range(max_retries):
+            info = self._fetch_prefill_server_info(bootstrap_addr)
+            if info is not None:
+                break
+            if attempt < max_retries - 1:
+                logger.info(
+                    f"Prefill server info not available from {bootstrap_addr}, "
+                    f"retrying ({attempt + 1}/{max_retries})..."
+                )
+                time.sleep(retry_interval)
         if info is None:
             return False
 
@@ -414,12 +427,10 @@ class CommonKVReceiver(BaseKVReceiver):
         self.kv_mgr = mgr
         self.kv_mgr.update_status(self.bootstrap_room, KVPoll.Bootstrapping)
 
-        if self.bootstrap_addr not in self.kv_mgr.prefill_info_table:
+        if not self.kv_mgr.ensure_parallel_info(self.bootstrap_addr):
             self.kv_mgr.record_failure(
                 self.bootstrap_room,
                 f"Could not fetch prefill parallel info from bootstrap_addr: {self.bootstrap_addr}",
-                f"Prefill server with bootstrap_addr: {self.bootstrap_addr} is down, prefill_info_table has been cleared."
-                f"Request (bootstrap_addr: {self.bootstrap_addr}) has been marked as failed.",
             )
             self.kv_mgr.update_status(self.bootstrap_room, KVPoll.Failed)
             self.bootstrap_infos = None
diff --git a/python/sglang/srt/disaggregation/decode.py b/python/sglang/srt/disaggregation/decode.py
index 36e99b28b..9d55ba027 100644
--- a/python/sglang/srt/disaggregation/decode.py
+++ b/python/sglang/srt/disaggregation/decode.py
@@ -265,7 +265,6 @@ class DecodePreallocQueue:
         self.queue: List[DecodeRequest] = []
         self.retracted_queue: List[Req] = []
         self.pending_reqs: List[Req] = []
-        self._bootstrap_addr_retry_count: Dict[str, int] = {}
         self.kv_manager = self._init_kv_manager()
 
         if self.scheduler.tp_worker.is_hybrid_swa:
@@ -514,33 +513,19 @@ class DecodePreallocQueue:
             # which is a conflict with the lazy resolve logic in CommonKVReceiver,
             # so we need to ensure the parallel info before resolving it.
             if not self.kv_manager.ensure_parallel_info(bootstrap_addr):
-                # Increment retry count for this bootstrap_addr
-                retry_count = (
-                    self._bootstrap_addr_retry_count.get(bootstrap_addr, 0) + 1
-                )
-                self._bootstrap_addr_retry_count[bootstrap_addr] = retry_count
-
-                if retry_count >= 5:
-                    # Max retries reached, fail the requests
-                    error_message = f"Could not fetch prefill parallel info from bootstrap server {bootstrap_addr} after {retry_count} retries"
-                    logger.error(error_message)
-                    for req in reqs:
-                        prepare_abort(
-                            req,
-                            error_message,
-                            status_code=HTTPStatus.INTERNAL_SERVER_ERROR,
-                        )
-                        if self.scheduler.enable_metrics:
-                            self.scheduler.metrics_collector.increment_bootstrap_failed_reqs()
-                        self.scheduler.stream_output([req], req.return_logprob)
-                    del self._bootstrap_addr_retry_count[bootstrap_addr]
-                else:
-                    remaining.extend(reqs)
+                error_message = f"Could not fetch prefill parallel info from bootstrap server {bootstrap_addr}"
+                logger.error(error_message)
+                for req in reqs:
+                    prepare_abort(
+                        req,
+                        error_message,
+                        status_code=HTTPStatus.INTERNAL_SERVER_ERROR,
+                    )
+                    if self.scheduler.enable_metrics:
+                        self.scheduler.metrics_collector.increment_bootstrap_failed_reqs()
+                    self.scheduler.stream_output([req], req.return_logprob)
                 continue
 
-            if bootstrap_addr in self._bootstrap_addr_retry_count:
-                del self._bootstrap_addr_retry_count[bootstrap_addr]
-
             need_query = []
             for req in reqs:
                 # NOTE: we need resolve it again because we may ensure the parallel info here