diff --git a/etcdserver/api/v3rpc/lease.go b/etcdserver/api/v3rpc/lease.go
index 13602b4e652..5b4f2b14228 100644
--- a/etcdserver/api/v3rpc/lease.go
+++ b/etcdserver/api/v3rpc/lease.go
@@ -107,7 +107,11 @@ func (ls *LeaseServer) leaseKeepAlive(stream pb.Lease_LeaseKeepAliveServer) erro
 			return nil
 		}
 		if err != nil {
-			plog.Debugf("failed to receive lease keepalive request from gRPC stream (%q)", err.Error())
+			if isClientCtxErr(stream.Context().Err(), err) {
+				plog.Debugf("failed to receive lease keepalive request from gRPC stream (%q)", err.Error())
+			} else {
+				plog.Warningf("failed to receive lease keepalive request from gRPC stream (%q)", err.Error())
+			}
 			return err
 		}
 
@@ -133,7 +137,11 @@ func (ls *LeaseServer) leaseKeepAlive(stream pb.Lease_LeaseKeepAliveServer) erro
 		resp.TTL = ttl
 		err = stream.Send(resp)
 		if err != nil {
-			plog.Debugf("failed to send lease keepalive response to gRPC stream (%q)", err.Error())
+			if isClientCtxErr(stream.Context().Err(), err) {
+				plog.Debugf("failed to send lease keepalive response to gRPC stream (%q)", err.Error())
+			} else {
+				plog.Warningf("failed to send lease keepalive response to gRPC stream (%q)", err.Error())
+			}
 			return err
 		}
 	}
diff --git a/etcdserver/api/v3rpc/util.go b/etcdserver/api/v3rpc/util.go
index 71a549b0555..e4bb85ae755 100644
--- a/etcdserver/api/v3rpc/util.go
+++ b/etcdserver/api/v3rpc/util.go
@@ -81,3 +81,16 @@ func togRPCError(err error) error {
 	}
 	return grpcErr
 }
+
+func isClientCtxErr(ctxErr error, err error) bool {
+	if ctxErr != nil {
+		return true
+	}
+
+	ev, ok := status.FromError(err)
+	if !ok {
+		return false
+	}
+	code := ev.Code()
+	return code == codes.Canceled || code == codes.DeadlineExceeded
+}
diff --git a/etcdserver/api/v3rpc/watch.go b/etcdserver/api/v3rpc/watch.go
index b2f8169ded9..dd4f329515d 100644
--- a/etcdserver/api/v3rpc/watch.go
+++ b/etcdserver/api/v3rpc/watch.go
@@ -140,7 +140,11 @@ func (ws *watchServer) Watch(stream pb.Watch_WatchServer) (err error) {
 	// deadlock when calling sws.close().
 	go func() {
 		if rerr := sws.recvLoop(); rerr != nil {
-			plog.Debugf("failed to receive watch request from gRPC stream (%q)", rerr.Error())
+			if isClientCtxErr(stream.Context().Err(), rerr) {
+				plog.Debugf("failed to receive watch request from gRPC stream (%q)", rerr.Error())
+			} else {
+				plog.Warningf("failed to receive watch request from gRPC stream (%q)", rerr.Error())
+			}
 			errc <- rerr
 		}
 	}()
@@ -339,7 +343,11 @@ func (sws *serverWatchStream) sendLoop() {
 
 			mvcc.ReportEventReceived(len(evs))
 			if err := sws.gRPCStream.Send(wr); err != nil {
-				plog.Debugf("failed to send watch response to gRPC stream (%q)", err.Error())
+				if isClientCtxErr(sws.gRPCStream.Context().Err(), err) {
+					plog.Debugf("failed to send watch response to gRPC stream (%q)", err.Error())
+				} else {
+					plog.Warningf("failed to send watch response to gRPC stream (%q)", err.Error())
+				}
 				return
 			}
 
@@ -356,7 +364,11 @@ func (sws *serverWatchStream) sendLoop() {
 			}
 
 			if err := sws.gRPCStream.Send(c); err != nil {
-				plog.Debugf("failed to send watch control response to gRPC stream (%q)", err.Error())
+				if isClientCtxErr(sws.gRPCStream.Context().Err(), err) {
+					plog.Debugf("failed to send watch control response to gRPC stream (%q)", err.Error())
+				} else {
+					plog.Warningf("failed to send watch control response to gRPC stream (%q)", err.Error())
+				}
 				return
 			}
 
@@ -372,7 +384,11 @@ func (sws *serverWatchStream) sendLoop() {
 				for _, v := range pending[wid] {
 					mvcc.ReportEventReceived(len(v.Events))
 					if err := sws.gRPCStream.Send(v); err != nil {
-						plog.Debugf("failed to send pending watch response to gRPC stream (%q)", err.Error())
+						if isClientCtxErr(sws.gRPCStream.Context().Err(), err) {
+							plog.Debugf("failed to send pending watch response to gRPC stream (%q)", err.Error())
+						} else {
+							plog.Warningf("failed to send pending watch response to gRPC stream (%q)", err.Error())
+						}
 						return
 					}
 				}