编辑
2026-02-11
C#
00

目录

🚀 C#开发必看:单例ConnectionMultiplexer模式Redis提升应用性能
💡 主体内容
🔍 问题分析
🛠️ 解决方案
💻 代码实战
接口
服务
RedisServiceExtensions 扩展
调用
🚀 实际应用场景说明
⚠️ 常见坑点提醒
📋 互动与传播
🔍 技术总结
💾 收藏级代码模板
✨ 结尾呼应 

🚀 C#开发必看:单例ConnectionMultiplexer模式Redis提升应用性能

在现代应用开发中,高并发和高可用性是客户最为关注的性能指标。而Redis,作为一种优秀的内存数据库,凭借其卓越的性能优势与数据结构,成为了许多开发者的得力助手。然而,很多开发者在使用Redis的过程中,由于缺乏深入的理解,常常会陷入性能瓶颈和数据一致性的问题中。 本文将深入剖析如何在C#开发中高效使用Redis,提升你应用的性能与稳定性。

💡 主体内容

🔍 问题分析

在开发过程中,尤其是面对用户请求激增时,后端数据库的响应速度往往成为了性能瓶颈。传统的关系型数据库在处理大量读写请求时,容易导致慢查询和锁竞争,这时Redis的引入便显得尤为重要。然而,许多开发者在使用Redis时,常常面临以下几个痛点:

  1. 数据一致性:直接缓存数据库中的数据,往往导致数据在更新时出现不同步的情况。
  2. 连接管理:频繁建立与断开Redis连接会消耗资源,影响应用性能。
  3. 使用复杂性:对Redis数据结构不够了解,造成代码可读性差,维护困难。

🛠️ 解决方案

针对以上问题,我们可以采取以下解决方案:

  1. 引入合适的缓存策略:采用合适的数据易失策略,比如LRU (Least Recently Used) 缓存策略,来确保内存利用率。
  2. 使用单例模式管理Redis连接:通过单例模式,确保应用在整个生命周期内只与Redis建立一次连接,从而提升性能。
  3. 保持数据同步:使用消息队列或者发布/订阅模式,确保缓存与数据库的一致性。

💻 代码实战

下面是一个完整的C# Redis使用示例,展示如何实现一个简单的Redis服务,以解决上述提到的问题。

接口

c#
using StackExchange.Redis; using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; namespace AppRedisService { /// <summary> /// Redis缓存服务接口 /// </summary> public interface IRedisService : IDisposable { /// <summary> /// 连接状态 /// </summary> bool IsConnected { get; } // 字符串操作 Task<T?> GetAsync<T>(string key, CancellationToken cancellationToken = default) where T : class; Task<string?> GetStringAsync(string key, CancellationToken cancellationToken = default); Task<bool> SetAsync<T>(string key, T value, TimeSpan? expiry = null, CancellationToken cancellationToken = default); Task<bool> SetStringAsync(string key, string value, TimeSpan? expiry = null, CancellationToken cancellationToken = default); // 哈希操作 Task<T?> HashGetAsync<T>(string hashKey, string field, CancellationToken cancellationToken = default) where T : class; Task<bool> HashSetAsync<T>(string hashKey, string field, T value, CancellationToken cancellationToken = default); Task<Dictionary<string, T>> HashGetAllAsync<T>(string hashKey, CancellationToken cancellationToken = default) where T : class; Task<bool> HashDeleteAsync(string hashKey, string field, CancellationToken cancellationToken = default); // 列表操作 Task<long> ListPushAsync<T>(string key, T value, CancellationToken cancellationToken = default); Task<T?> ListPopAsync<T>(string key, CancellationToken cancellationToken = default) where T : class; Task<List<T>> ListRangeAsync<T>(string key, long start = 0, long stop = -1, CancellationToken cancellationToken = default) where T : class; // 集合操作 Task<bool> SetAddAsync<T>(string key, T value, CancellationToken cancellationToken = default); Task<bool> SetRemoveAsync<T>(string key, T value, CancellationToken cancellationToken = default); Task<List<T>> SetMembersAsync<T>(string key, CancellationToken cancellationToken = default) where T : class; Task<bool> SetContainsAsync<T>(string key, T value, CancellationToken cancellationToken = default); // 通用操作 Task<bool> KeyExistsAsync(string key, CancellationToken cancellationToken = default); Task<bool> KeyDeleteAsync(string key, CancellationToken cancellationToken = default); Task<long> KeyDeleteAsync(IEnumerable<string> keys, CancellationToken cancellationToken = default); Task<bool> KeyExpireAsync(string key, TimeSpan expiry, CancellationToken cancellationToken = default); Task<TimeSpan?> KeyTimeToLiveAsync(string key, CancellationToken cancellationToken = default); // 发布订阅 Task<long> PublishAsync<T>(string channel, T message, CancellationToken cancellationToken = default); Task SubscribeAsync<T>(string channel, Func<string, T, Task> handler, CancellationToken cancellationToken = default) where T : class; Task UnsubscribeAsync(string channel, CancellationToken cancellationToken = default); // 事务操作 Task<bool> ExecuteTransactionAsync(Func<ITransaction, Task> operations, CancellationToken cancellationToken = default); // 锁操作 Task<IDisposable?> AcquireLockAsync(string lockKey, TimeSpan expiry, CancellationToken cancellationToken = default); } }

服务

c#
using Microsoft.Extensions.Logging; using Microsoft.Extensions.Options; using StackExchange.Redis; using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Text.Json; using System.Text.Json.Serialization; using System.Threading.Tasks; namespace AppRedisService { /// <summary> /// Redis缓存服务实现 /// </summary> public class RedisService : IRedisService { private readonly Lazy<ConnectionMultiplexer> _connectionMultiplexer; private readonly RedisOptions _options; private readonly ILogger<RedisService> _logger; private readonly JsonSerializerOptions _jsonOptions; private readonly SemaphoreSlim _connectionSemaphore = new(1, 1); private bool _disposed = false; public RedisService(IOptions<RedisOptions> options, ILogger<RedisService> logger) { _options = options.Value ?? throw new ArgumentNullException(nameof(options)); _logger = logger ?? throw new ArgumentNullException(nameof(logger)); _jsonOptions = new JsonSerializerOptions { PropertyNamingPolicy = JsonNamingPolicy.CamelCase, WriteIndented = false, DefaultIgnoreCondition = JsonIgnoreCondition.WhenWritingNull }; _connectionMultiplexer = new Lazy<ConnectionMultiplexer>(CreateConnection); _logger.LogInformation("Redis服务已初始化,连接字符串: {ConnectionString}", _options.ConnectionString); } public bool IsConnected => _connectionMultiplexer.IsValueCreated && _connectionMultiplexer.Value.IsConnected; private ConnectionMultiplexer CreateConnection() { try { var config = new ConfigurationOptions { EndPoints = { _options.ConnectionString }, ConnectTimeout = _options.ConnectTimeout, SyncTimeout = _options.SyncTimeout, AsyncTimeout = _options.AsyncTimeout, ConnectRetry = _options.ConnectRetry, AbortOnConnectFail = _options.AbortOnConnectFail, KeepAlive = _options.KeepAlive, DefaultDatabase = _options.Database }; if (!string.IsNullOrEmpty(_options.Password)) config.Password = _options.Password; if (_options.UseSsl) config.Ssl = true; var connection = ConnectionMultiplexer.Connect(config); // 注册连接事件 connection.ConnectionFailed += OnConnectionFailed; connection.ConnectionRestored += OnConnectionRestored; connection.ErrorMessage += OnErrorMessage; _logger.LogInformation("Redis连接创建成功"); return connection; } catch (Exception ex) { _logger.LogError(ex, "创建Redis连接失败"); throw; } } private IDatabase GetDatabase() { if (_disposed) throw new ObjectDisposedException(nameof(RedisService)); return _connectionMultiplexer.Value.GetDatabase(_options.Database); } private ISubscriber GetSubscriber() { if (_disposed) throw new ObjectDisposedException(nameof(RedisService)); return _connectionMultiplexer.Value.GetSubscriber(); } #region 字符串操作 public async Task<T?> GetAsync<T>(string key, CancellationToken cancellationToken = default) where T : class { return await ExecuteWithRetryAsync(async () => { var value = await GetDatabase().StringGetAsync(FormatKey(key)); if (!value.HasValue) return null; return JsonSerializer.Deserialize<T>(value!, _jsonOptions); }, cancellationToken); } public async Task<string?> GetStringAsync(string key, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { var value = await GetDatabase().StringGetAsync(FormatKey(key)); return value.HasValue ? value.ToString() : null; }, cancellationToken); } public async Task<bool> SetAsync<T>(string key, T value, TimeSpan? expiry = null, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { var jsonValue = JsonSerializer.Serialize(value, _jsonOptions); return await GetDatabase().StringSetAsync(FormatKey(key), jsonValue, expiry); }, cancellationToken); } public async Task<bool> SetStringAsync(string key, string value, TimeSpan? expiry = null, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { return await GetDatabase().StringSetAsync(FormatKey(key), value, expiry); }, cancellationToken); } #endregion #region 哈希操作 public async Task<T?> HashGetAsync<T>(string hashKey, string field, CancellationToken cancellationToken = default) where T : class { return await ExecuteWithRetryAsync(async () => { var value = await GetDatabase().HashGetAsync(FormatKey(hashKey), field); if (!value.HasValue) return null; return JsonSerializer.Deserialize<T>(value!, _jsonOptions); }, cancellationToken); } public async Task<bool> HashSetAsync<T>(string hashKey, string field, T value, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { var jsonValue = JsonSerializer.Serialize(value, _jsonOptions); return await GetDatabase().HashSetAsync(FormatKey(hashKey), field, jsonValue); }, cancellationToken); } public async Task<Dictionary<string, T>> HashGetAllAsync<T>(string hashKey, CancellationToken cancellationToken = default) where T : class { return await ExecuteWithRetryAsync(async () => { var hash = await GetDatabase().HashGetAllAsync(FormatKey(hashKey)); var result = new Dictionary<string, T>(); foreach (var item in hash) { if (item.Value.HasValue) { var deserializedValue = JsonSerializer.Deserialize<T>(item.Value!, _jsonOptions); if (deserializedValue != null) result[item.Name!] = deserializedValue; } } return result; }, cancellationToken); } public async Task<bool> HashDeleteAsync(string hashKey, string field, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { return await GetDatabase().HashDeleteAsync(FormatKey(hashKey), field); }, cancellationToken); } #endregion #region 列表操作 public async Task<long> ListPushAsync<T>(string key, T value, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { var jsonValue = JsonSerializer.Serialize(value, _jsonOptions); return await GetDatabase().ListLeftPushAsync(FormatKey(key), jsonValue); }, cancellationToken); } public async Task<T?> ListPopAsync<T>(string key, CancellationToken cancellationToken = default) where T : class { return await ExecuteWithRetryAsync(async () => { var value = await GetDatabase().ListLeftPopAsync(FormatKey(key)); if (!value.HasValue) return null; return JsonSerializer.Deserialize<T>(value!, _jsonOptions); }, cancellationToken); } public async Task<List<T>> ListRangeAsync<T>(string key, long start = 0, long stop = -1, CancellationToken cancellationToken = default) where T : class { return await ExecuteWithRetryAsync(async () => { var values = await GetDatabase().ListRangeAsync(FormatKey(key), start, stop); var result = new List<T>(); foreach (var value in values) { if (value.HasValue) { var deserializedValue = JsonSerializer.Deserialize<T>(value!, _jsonOptions); if (deserializedValue != null) result.Add(deserializedValue); } } return result; }, cancellationToken); } #endregion #region 集合操作 public async Task<bool> SetAddAsync<T>(string key, T value, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { var jsonValue = JsonSerializer.Serialize(value, _jsonOptions); return await GetDatabase().SetAddAsync(FormatKey(key), jsonValue); }, cancellationToken); } public async Task<bool> SetRemoveAsync<T>(string key, T value, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { var jsonValue = JsonSerializer.Serialize(value, _jsonOptions); return await GetDatabase().SetRemoveAsync(FormatKey(key), jsonValue); }, cancellationToken); } public async Task<List<T>> SetMembersAsync<T>(string key, CancellationToken cancellationToken = default) where T : class { return await ExecuteWithRetryAsync(async () => { var values = await GetDatabase().SetMembersAsync(FormatKey(key)); var result = new List<T>(); foreach (var value in values) { if (value.HasValue) { var deserializedValue = JsonSerializer.Deserialize<T>(value!, _jsonOptions); if (deserializedValue != null) result.Add(deserializedValue); } } return result; }, cancellationToken); } public async Task<bool> SetContainsAsync<T>(string key, T value, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { var jsonValue = JsonSerializer.Serialize(value, _jsonOptions); return await GetDatabase().SetContainsAsync(FormatKey(key), jsonValue); }, cancellationToken); } #endregion #region 通用操作 public async Task<bool> KeyExistsAsync(string key, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { return await GetDatabase().KeyExistsAsync(FormatKey(key)); }, cancellationToken); } public async Task<bool> KeyDeleteAsync(string key, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { return await GetDatabase().KeyDeleteAsync(FormatKey(key)); }, cancellationToken); } public async Task<long> KeyDeleteAsync(IEnumerable<string> keys, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { var redisKeys = keys.Select(k => new RedisKey(FormatKey(k))).ToArray(); return await GetDatabase().KeyDeleteAsync(redisKeys); }, cancellationToken); } public async Task<bool> KeyExpireAsync(string key, TimeSpan expiry, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { return await GetDatabase().KeyExpireAsync(FormatKey(key), expiry); }, cancellationToken); } public async Task<TimeSpan?> KeyTimeToLiveAsync(string key, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { return await GetDatabase().KeyTimeToLiveAsync(FormatKey(key)); }, cancellationToken); } #endregion #region 发布订阅 public async Task<long> PublishAsync<T>(string channel, T message, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { var jsonMessage = JsonSerializer.Serialize(message, _jsonOptions); return await GetSubscriber().PublishAsync(channel, jsonMessage); }, cancellationToken); } public async Task SubscribeAsync<T>(string channel, Func<string, T, Task> handler, CancellationToken cancellationToken = default) where T : class { await ExecuteWithRetryAsync(async () => { await GetSubscriber().SubscribeAsync(channel, async (ch, message) => { try { if (message.HasValue) { var deserializedMessage = JsonSerializer.Deserialize<T>(message!, _jsonOptions); if (deserializedMessage != null) await handler(ch!, deserializedMessage); } } catch (Exception ex) { _logger.LogError(ex, "处理订阅消息时发生错误,频道: {Channel}", channel); } }); return true; }, cancellationToken); } public async Task UnsubscribeAsync(string channel, CancellationToken cancellationToken = default) { await ExecuteWithRetryAsync(async () => { await GetSubscriber().UnsubscribeAsync(channel); return true; }, cancellationToken); } #endregion #region 事务操作 public async Task<bool> ExecuteTransactionAsync(Func<ITransaction, Task> operations, CancellationToken cancellationToken = default) { return await ExecuteWithRetryAsync(async () => { var transaction = GetDatabase().CreateTransaction(); await operations(transaction); return await transaction.ExecuteAsync(); }, cancellationToken); } #endregion #region 分布式锁 public async Task<IDisposable?> AcquireLockAsync(string lockKey, TimeSpan expiry, CancellationToken cancellationToken = default) { var key = FormatKey($"lock:{lockKey}"); var value = Guid.NewGuid().ToString(); var acquired = await ExecuteWithRetryAsync(async () => { return await GetDatabase().StringSetAsync(key, value, expiry, When.NotExists); }, cancellationToken); if (acquired) { return new RedisLock(GetDatabase(), key, value, _logger); } return null; } #endregion #region 辅助方法 private string FormatKey(string key) { return string.IsNullOrEmpty(_options.InstanceName) ? key : $"{_options.InstanceName}:{key}"; } private async Task<T> ExecuteWithRetryAsync<T>(Func<Task<T>> operation, CancellationToken cancellationToken, int maxRetries = 3) { var retryCount = 0; Exception? lastException = null; while (retryCount <= maxRetries && !cancellationToken.IsCancellationRequested) { try { return await operation(); } catch (RedisTimeoutException ex) { lastException = ex; _logger.LogWarning(ex, "Redis操作超时,重试次数: {RetryCount}/{MaxRetries}", retryCount + 1, maxRetries + 1); } catch (RedisConnectionException ex) { lastException = ex; _logger.LogWarning(ex, "Redis连接异常,重试次数: {RetryCount}/{MaxRetries}", retryCount + 1, maxRetries + 1); } catch (Exception ex) { _logger.LogError(ex, "Redis操作发生未预期异常"); throw; } retryCount++; if (retryCount <= maxRetries) { await Task.Delay(TimeSpan.FromMilliseconds(100 * Math.Pow(2, retryCount)), cancellationToken); } } _logger.LogError(lastException, "Redis操作重试{MaxRetries}次后仍然失败", maxRetries + 1); throw lastException ?? new InvalidOperationException("Redis操作失败"); } #endregion #region 事件处理 private void OnConnectionFailed(object? sender, ConnectionFailedEventArgs e) { _logger.LogError("Redis连接失败: {EndPoint}, {FailureType}, {Exception}", e.EndPoint, e.FailureType, e.Exception?.Message); } private void OnConnectionRestored(object? sender, ConnectionFailedEventArgs e) { _logger.LogInformation("Redis连接已恢复: {EndPoint}", e.EndPoint); } private void OnErrorMessage(object? sender, RedisErrorEventArgs e) { _logger.LogError("Redis错误消息: {EndPoint}, {Message}", e.EndPoint, e.Message); } #endregion #region IDisposable public void Dispose() { Dispose(true); GC.SuppressFinalize(this); } protected virtual void Dispose(bool disposing) { if (!_disposed && disposing) { try { if (_connectionMultiplexer.IsValueCreated) { _connectionMultiplexer.Value.ConnectionFailed -= OnConnectionFailed; _connectionMultiplexer.Value.ConnectionRestored -= OnConnectionRestored; _connectionMultiplexer.Value.ErrorMessage -= OnErrorMessage; _connectionMultiplexer.Value.Dispose(); } _connectionSemaphore.Dispose(); } catch (Exception ex) { _logger.LogError(ex, "释放Redis连接时发生错误"); } finally { _disposed = true; } } } ~RedisService() { Dispose(false); } #endregion } /// <summary> /// Redis分布式锁 /// </summary> internal class RedisLock : IDisposable { private readonly IDatabase _database; private readonly string _key; private readonly string _value; private readonly ILogger _logger; private bool _disposed = false; public RedisLock(IDatabase database, string key, string value, ILogger logger) { _database = database; _key = key; _value = value; _logger = logger; } public void Dispose() { if (!_disposed) { try { // 使用Lua脚本确保只释放自己持有的锁 const string script = @" if redis.call('GET', KEYS[1]) == ARGV[1] then return redis.call('DEL', KEYS[1]) else return 0 end"; _database.ScriptEvaluate(script, new RedisKey[] { _key }, new RedisValue[] { _value }); } catch (Exception ex) { _logger.LogError(ex, "释放Redis锁时发生错误,Key: {Key}", _key); } finally { _disposed = true; } } } } }

RedisServiceExtensions 扩展

c#
using Microsoft.Extensions.Configuration; using Microsoft.Extensions.DependencyInjection; using System; using System.Collections.Generic; using System.Linq; using System.Text; using System.Threading.Tasks; namespace AppRedisService { /// <summary> /// Redis服务扩展方法 /// </summary> public static class RedisServiceExtensions { public static IServiceCollection AddRedisService(this IServiceCollection services, IConfiguration configuration) { // 配置选项 services.Configure<RedisOptions>(configuration.GetSection(RedisOptions.SectionName)); // 注册Redis服务为单例 services.AddSingleton<IRedisService, RedisService>(); return services; } public static IServiceCollection AddRedisService(this IServiceCollection services, Action<RedisOptions> configureOptions) { services.Configure(configureOptions); services.AddSingleton<IRedisService, RedisService>(); return services; } } }

调用

c#
using AppRedisService; using Microsoft.Extensions.DependencyInjection; using Microsoft.Extensions.Hosting; using Microsoft.Extensions.Logging; using System; using System.Threading; using System.Threading.Tasks; namespace AppRedisService { internal class Program { static async Task Main(string[] args) { var builder = Host.CreateApplicationBuilder(args); // 添加日志 builder.Services.AddLogging(loggingBuilder => { loggingBuilder.AddConsole(); loggingBuilder.AddDebug(); }); // 添加Redis服务 builder.Services.AddRedisService(builder.Configuration); // 或者使用委托配置 // builder.Services.AddRedisService(options => // { // options.ConnectionString = "127.0.0.1:6379"; // options.Database = 0; // options.InstanceName = "MyApp"; // }); var app = builder.Build(); // 测试Redis服务 var redisService = app.Services.GetRequiredService<IRedisService>(); await TestRedisOperations(redisService); await app.RunAsync(); } static async Task TestRedisOperations(IRedisService redis) { const string testKey = "test_key"; const string testValue = "Hello Redis!"; // 保存数据到Redis Console.WriteLine("保存数据到Redis..."); bool setResult = await redis.SetStringAsync(testKey, testValue, TimeSpan.FromMinutes(5)); Console.WriteLine($"保存结果: {setResult}"); // 获取数据 Console.WriteLine("从Redis获取数据..."); string? getValue = await redis.GetStringAsync(testKey); if (getValue != null) { Console.WriteLine($"获取到的数据: {getValue}"); } else { Console.WriteLine("未找到该键的数据"); } // 测试删除数据 Console.WriteLine("删除数据..."); bool deleteResult = await redis.KeyDeleteAsync(testKey); Console.WriteLine($"删除结果: {deleteResult}"); // 尝试再次获取已删除的数据 Console.WriteLine("再次获取已删除的数据..."); getValue = await redis.GetStringAsync(testKey); if (getValue == null) { Console.WriteLine("数据已成功删除"); } } } }

image.png

🚀 实际应用场景说明

这个简单的Redis服务可以被用作缓存用户会话、存储临时数据、或者作为应用数据的快速访问层。由于Redis的高性能和低延迟,它非常适合提供实时数据存取。

⚠️ 常见坑点提醒

  • 连接超限:避免同时开放过多Redis连接,使用连接池优化资源利用。
  • 缺乏超时策略:确保每次对Redis的操作都加上超时设置,避免请求被阻塞。
  • 数据持久化缺失:定期将重要数据持久化到数据库中,避免数据丢失。

📋 互动与传播

亲爱的读者,您在使用Redis时遇到过哪些问题?或者您有什么优化的实用技巧?欢迎在评论区分享您的经验和问题!

🔍 技术总结

  • "使用Redis提高性能,犹如加了高效燃料的引擎。"
  • "管理好Redis连接,可以让你的应用行驶得更稳更快。"
  • "缓存设计不是一蹴而就,而是与业务不断迭代的过程。"

💾 收藏级代码模板

c#
public async Task<bool> CacheDataAsync(string key, string value, TimeSpan? expiry = null) { return await Database.StringSetAsync(key, value, expiry); } public async Task<string?> RetrieveDataAsync(string key) { return await Database.StringGetAsync(key); }

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✨ 结尾呼应

本文介绍了如何合理使用Redis来解决C#开发中的性能瓶颈问题。通过引入合适的缓存策略、管理好Redis连接以及保持数据同步,我们能显著提升应用的响应速度与稳定性。希望这篇文章能给你的开发工作带来启发,帮助你创造出性能卓越的应用。

  1. 认识Redis的重要性,提升应用性能。
  2. 单例模式管理连接,让资源利用最大化。
  3. 及时同步数据,避免缓存不一致的问题。

感谢您的阅读,期待与您在下次的技术交流中再见!

本文作者:技术老小子

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