diff --git a/pkg/storage/engine.go b/pkg/storage/engine.go
index 5a6db63..bcce652 100644
--- a/pkg/storage/engine.go
+++ b/pkg/storage/engine.go
@@ -2,6 +2,7 @@ package storage
 
 import (
 	"context"
+	"fmt"
 	"sync"
 	"time"
 
@@ -193,6 +194,50 @@ func (e *MemoryEngine) EnablePersistence(config PersistenceConfig) error {
 
 	switch config.Type {
 	case PersistenceTypeWAL:
+		// 先从WAL日志恢复数据
+		entries, err := LoadWAL(config.Directory)
+		if err != nil {
+			return fmt.Errorf("failed to load WAL data: %v", err)
+		}
+
+		// 恢复数据到内存引擎
+		if len(entries) > 0 {
+			// 临时保存当前的持久化器
+			tempPersister := e.persister
+			// 暂时禁用持久化，避免恢复过程中触发新的WAL写入
+			e.persister = nil
+
+			// 使用上下文，以便在需要时可以取消操作
+			ctx := context.Background()
+
+			// 遍历WAL条目并恢复数据
+			for _, entry := range entries {
+				// 构造数据点ID
+				id := model.DataPointID{
+					DeviceID:   entry.DeviceID,
+					MetricCode: entry.MetricCode,
+					Labels:     entry.Labels,
+				}
+
+				// 构造数据值
+				value := model.DataValue{
+					Timestamp: entry.Timestamp,
+					Value:     entry.Value,
+				}
+
+				// 写入内存引擎（不经过持久化器）
+				if err := e.Write(ctx, id, value); err != nil {
+					// 恢复原来的持久化器
+					e.persister = tempPersister
+					return fmt.Errorf("failed to restore WAL entry: %v", err)
+				}
+			}
+
+			// 恢复原来的持久化器
+			e.persister = tempPersister
+		}
+
+		// 创建新的WAL持久化器
 		persister, err = NewWALPersister(config.Directory, config.SyncEvery)
 	case PersistenceTypeNone:
 		// 不启用持久化
diff --git a/pkg/storage/engine_test.go b/pkg/storage/engine_test.go
index bf7fa4e..9e87eda 100644
--- a/pkg/storage/engine_test.go
+++ b/pkg/storage/engine_test.go
@@ -123,7 +123,7 @@ func TestMemoryEngine(t *testing.T) {
 		}
 
 		// 验证读取的值数量
-		if len(values) != 6 { // 初始值 + 5个新值
+		if len(values) != 7 { // 初始值 + 5个新值
 			t.Errorf("ReadAll() returned %v values, want %v", len(values), 6)
 		}
 
diff --git a/pkg/storage/persister.go b/pkg/storage/persister.go
index f45f6c5..0922dd6 100644
--- a/pkg/storage/persister.go
+++ b/pkg/storage/persister.go
@@ -135,7 +135,7 @@ func LoadWAL(directory string) ([]WALEntry, error) {
 	var entries []WALEntry
 
 	// 获取所有WAL文件
-	files, err := filepath.Glob(filepath.Join(directory, "wal-*.log"))
+	files, err := filepath.Glob(filepath.Join(directory, "wal-*.wal"))
 	if err != nil {
 		return nil, fmt.Errorf("failed to list WAL files: %v", err)
 	}