diff --git a/streaming/src/channel/channel.cc b/streaming/src/channel/channel.cc
index 672a7697..80e1d5b6 100644
--- a/streaming/src/channel/channel.cc
+++ b/streaming/src/channel/channel.cc
@@ -80,7 +80,23 @@ StreamingStatus StreamingQueueProducer::RefreshChannelInfo() {
     } else {
       queue_info.consumed_bundle_id = consumed_bundle_id;
     }
+  } else {
+    // While we receive INVALID/-1 consumed bundle id, it's assumed that
+    // upstream crashed or being refresh starting.
+    if (queue_info.consumed_bundle_id != static_cast<uint64_t>(-1)) {
+      // Previous consumed bundle id is valid stands failover happens at this moment.
+      STREAMING_LOG(INFO) << "Upstream channel id " << channel_info_.channel_id
+                          << " might fail to fetch data continuous, jump to invliad "
+                             "offset, last consumed bundle id "
+                          << queue_info.consumed_bundle_id << ", consumed_message_id "
+                          << queue_info.consumed_message_id;
+      queue_info.consumed_bundle_id = consumed_bundle_id;
+    } else {
+      STREAMING_LOG(DEBUG) << "Refresh starting or co-failure in same time "
+                           << channel_info_.channel_id;
+    }
   }
+
   return StreamingStatus::OK;
 }