diff --git a/Raft/raft_wal.go b/Raft/raft_wal.go
index a7257b7..dee5163 100644
--- a/Raft/raft_wal.go
+++ b/Raft/raft_wal.go
@@ -130,7 +130,8 @@ func (w *RaftWAL) LoadState() (int64, int64, error) {
 	return term, votedFor, nil
 }
 
-func (w *RaftWAL) AppendLog(entry LogEntry) error {
+// writeEntry 写入单条日志的字节，但不 fsync。供 AppendLog 与 AppendLogs 复用。
+func (w *RaftWAL) writeEntry(entry LogEntry) error {
 	if err := binary.Write(w.file, binary.BigEndian, int64(entry.Index)); err != nil {
 		return err
 	}
@@ -143,7 +144,27 @@ func (w *RaftWAL) AppendLog(entry LogEntry) error {
 	if _, err := w.file.Write(entry.Command); err != nil {
 		return err
 	}
+	return nil
+}
+
+func (w *RaftWAL) AppendLog(entry LogEntry) error {
+	if err := w.writeEntry(entry); err != nil {
+		return err
+	}
+	return w.file.Sync()
+}
 
+// AppendLogs 批量追加日志：全部写完后只 fsync 一次（group commit），
+// 将整批 N 条的 N 次 fsync 摊销为 1 次。空批次为 no-op。
+func (w *RaftWAL) AppendLogs(entries []LogEntry) error {
+	if len(entries) == 0 {
+		return nil
+	}
+	for _, entry := range entries {
+		if err := w.writeEntry(entry); err != nil {
+			return err
+		}
+	}
 	return w.file.Sync()
 }
 
@@ -372,10 +393,8 @@ func (w *RaftWAL) TruncateLogs(lastIncludedIndex int64) error {
 	}
 	w.file = f
 
-	for _, log := range remainingLogs {
-		if err := w.AppendLog(log); err != nil {
-			return err
-		}
+	if err := w.AppendLogs(remainingLogs); err != nil {
+		return err
 	}
 
 	return nil
@@ -391,10 +410,8 @@ func (w *RaftWAL) RebuildLogFile(entries []LogEntry) error {
 	}
 	w.file = f
 
-	for _, entry := range entries {
-		if err := w.AppendLog(entry); err != nil {
-			return fmt.Errorf("failed to append log entry: %w", err)
-		}
+	if err := w.AppendLogs(entries); err != nil {
+		return fmt.Errorf("failed to append log entries: %w", err)
 	}
 	return nil
 }
@@ -416,10 +433,8 @@ func (w *RaftWAL) SavePersist(data PersistData) error {
 	w.file = f
 
 	// 3. 写入所有日志条目
-	for _, entry := range data.Log {
-		if err := w.AppendLog(entry); err != nil {
-			return fmt.Errorf("failed to append log entry: %w", err)
-		}
+	if err := w.AppendLogs(data.Log); err != nil {
+		return fmt.Errorf("failed to append log entries: %w", err)
 	}
 
 	return nil
diff --git a/Raft/rpc.go b/Raft/rpc.go
index 838040b..75700dc 100644
--- a/Raft/rpc.go
+++ b/Raft/rpc.go
@@ -174,10 +174,8 @@ func (r *RaftRPC) AppendEntries(args *AppendEntriesArgs, reply *AppendEntriesRep
 				slog.Error("failed to rebuild log", "error", err)
 			}
 		} else {
-			for _, entry := range newEntries {
-				if err := r.raft.wal.AppendLog(entry); err != nil {
-					slog.Error("failed to append log", "error", err)
-				}
+			if err := r.raft.wal.AppendLogs(newEntries); err != nil {
+				slog.Error("failed to append logs", "error", err)
 			}
 		}
 		r.raft.persistStateLocked()