Claude Code实战:5个真实业务场景的完整解决方案

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Claude Code实战:5个真实业务场景的完整解决方案

理论看得再多,不如实战来得实在。这篇文章带你解决5个真实的业务场景,从问题分析到完整实现,每个都是可以直接用在项目中的解决方案。

场景1:数据导入导出系统

业务需求

电商后台需要支持:

  • 批量导入商品(Excel/CSV)
  • 数据验证和清洗
  • 导入进度显示
  • 错误提示和部分导入
  • 导出报表(支持筛选和格式化)

痛点

  • 大文件处理(10万+行数据)
  • 异步处理避免阻塞
  • 错误处理和回滚
  • 进度反馈

完整实现

第一步:后端API设计
你:"设计商品导入导出系统:

后端需求:
1. 文件上传接口(支持Excel/CSV,最大10MB)
2. 异步数据处理(使用队列)
3. 数据验证(商品名、价格、库存等)
4. 批量数据库写入(事务处理)
5. 导入进度查询接口
6. 导出接口(支持筛选和分页)

技术栈:Node.js + Bull队列 + Prisma + ExcelJS"

Claude Code:
✓ 创建文件上传接口
✓ 集成Bull队列系统
✓ 实现数据验证器
✓ 创建批量导入processor
✓ 实现进度追踪
✓ 创建导出接口

核心代码

// src/services/import.service.ts
import { Queue } from 'bull';
import ExcelJS from 'exceljs';
import { z } from 'zod';

// 商品验证schema
const productSchema = z.object({
  name: z.string().min(1).max(200),
  sku: z.string().min(1),
  price: z.number().positive(),
  stock: z.number().int().min(0),
  category: z.string(),
  description: z.string().optional(),
});

export class ImportService {
  private importQueue: Queue;

  constructor() {
    this.importQueue = new Queue('product-import', {
      redis: process.env.REDIS_URL,
    });

    this.setupProcessor();
  }

  // 处理文件上传
  async handleUpload(file: Express.Multer.File, userId: string) {
    // 解析Excel/CSV
    const workbook = new ExcelJS.Workbook();
    await workbook.xlsx.load(file.buffer);
    const worksheet = workbook.worksheets[0];

    // 提取数据
    const rows = [];
    worksheet.eachRow((row, rowIndex) => {
      if (rowIndex === 1) return; // 跳过表头
      rows.push({
        name: row.getCell(1).value,
        sku: row.getCell(2).value,
        price: Number(row.getCell(3).value),
        stock: Number(row.getCell(4).value),
        category: row.getCell(5).value,
        description: row.getCell(6).value,
      });
    });

    // 创建导入任务
    const job = await this.importQueue.add({
      userId,
      products: rows,
      fileName: file.originalname,
    });

    return {
      jobId: job.id,
      totalItems: rows.length,
    };
  }

  // 设置队列处理器
  private setupProcessor() {
    this.importQueue.process(async (job) => {
      const { userId, products } = job.data;
      const results = {
        success: 0,
        failed: 0,
        errors: [],
      };

      // 分批处理(每批100条)
      const batchSize = 100;
      for (let i = 0; i < products.length; i += batchSize) {
        const batch = products.slice(i, i + batchSize);

        // 验证和处理
        const validProducts = [];
        for (const product of batch) {
          try {
            const validated = productSchema.parse(product);
            validProducts.push(validated);
          } catch (error) {
            results.failed++;
            results.errors.push({
              row: i + batch.indexOf(product) + 2,
              data: product,
              error: error.errors,
            });
          }
        }

        // 批量插入数据库
        if (validProducts.length > 0) {
          try {
            await prisma.product.createMany({
              data: validProducts.map(p => ({
                ...p,
                userId,
              })),
              skipDuplicates: true,
            });
            results.success += validProducts.length;
          } catch (error) {
            results.failed += validProducts.length;
            results.errors.push({
              batch: i / batchSize + 1,
              error: error.message,
            });
          }
        }

        // 更新进度
        await job.progress((i + batchSize) / products.length * 100);
      }

      return results;
    });
  }

  // 查询导入进度
  async getJobStatus(jobId: string) {
    const job = await this.importQueue.getJob(jobId);
    if (!job) {
      throw new Error('Job not found');
    }

    const state = await job.getState();
    const progress = job.progress();
    const result = job.returnvalue;

    return {
      state,
      progress,
      result,
    };
  }

  // 导出商品
  async exportProducts(filter: any) {
    const products = await prisma.product.findMany({
      where: filter,
    });

    const workbook = new ExcelJS.Workbook();
    const worksheet = workbook.addWorksheet('Products');

    // 设置表头
    worksheet.columns = [
      { header: '商品名称', key: 'name', width: 30 },
      { header: 'SKU', key: 'sku', width: 20 },
      { header: '价格', key: 'price', width: 15 },
      { header: '库存', key: 'stock', width: 15 },
      { header: '分类', key: 'category', width: 20 },
      { header: '描述', key: 'description', width: 50 },
    ];

    // 添加数据
    worksheet.addRows(products);

    // 样式设置
    worksheet.getRow(1).font = { bold: true };
    worksheet.getRow(1).fill = {
      type: 'pattern',
      pattern: 'solid',
      fgColor: { argb: 'FFE0E0E0' },
    };

    const buffer = await workbook.xlsx.writeBuffer();
    return buffer;
  }
}

API路由

// src/routes/import.routes.ts
import multer from 'multer';
import { ImportService } from '../services/import.service';

const router = express.Router();
const upload = multer({
  limits: { fileSize: 10 * 1024 * 1024 }, // 10MB
  fileFilter: (req, file, cb) => {
    if (file.mimetype === 'application/vnd.openxmlformats-officedocument.spreadsheetml.sheet' ||
        file.mimetype === 'text/csv') {
      cb(null, true);
    } else {
      cb(new Error('Only Excel and CSV files are allowed'));
    }
  },
});

const importService = new ImportService();

// 上传文件开始导入
router.post('/import', authenticate, upload.single('file'), async (req, res) => {
  try {
    const result = await importService.handleUpload(req.file, req.user.id);
    res.json(result);
  } catch (error) {
    res.status(500).json({ error: error.message });
  }
});

// 查询导入进度
router.get('/import/:jobId', authenticate, async (req, res) => {
  try {
    const status = await importService.getJobStatus(req.params.jobId);
    res.json(status);
  } catch (error) {
    res.status(404).json({ error: error.message });
  }
});

// 导出商品
router.get('/export', authenticate, async (req, res) => {
  try {
    const buffer = await importService.exportProducts(req.query);
    res.setHeader('Content-Type', 'application/vnd.openxmlformats-officedocument.spreadsheetml.sheet');
    res.setHeader('Content-Disposition', 'attachment; filename=products.xlsx');
    res.send(buffer);
  } catch (error) {
    res.status(500).json({ error: error.message });
  }
});

export default router;
第二步:前端实现
你:"创建前端导入导出界面:
1. 文件上传组件(拖拽支持)
2. 进度条显示
3. 错误列表展示
4. 导出按钮和筛选
使用React + Ant Design"

Claude Code:
✓ 创建上传组件
✓ 实现进度轮询
✓ 错误信息展示
✓ 导出功能

前端组件

// components/ProductImport.tsx
import { useState } from 'react';
import { Upload, Progress, Button, Table, Alert } from 'antd';
import { InboxOutlined } from '@ant-design/icons';

export default function ProductImport() {
  const [uploading, setUploading] = useState(false);
  const [jobId, setJobId] = useState(null);
  const [progress, setProgress] = useState(0);
  const [result, setResult] = useState(null);

  // 文件上传
  const handleUpload = async (file) => {
    const formData = new FormData();
    formData.append('file', file);

    setUploading(true);

    try {
      const response = await fetch('/api/import', {
        method: 'POST',
        headers: {
          Authorization: `Bearer ${getToken()}`,
        },
        body: formData,
      });

      const data = await response.json();
      setJobId(data.jobId);

      // 开始轮询进度
      pollProgress(data.jobId);
    } catch (error) {
      message.error('上传失败');
      setUploading(false);
    }

    return false; // 阻止默认上传
  };

  // 轮询进度
  const pollProgress = async (jobId) => {
    const interval = setInterval(async () => {
      try {
        const response = await fetch(`/api/import/${jobId}`, {
          headers: {
            Authorization: `Bearer ${getToken()}`,
          },
        });

        const status = await response.json();
        setProgress(status.progress);

        if (status.state === 'completed') {
          clearInterval(interval);
          setResult(status.result);
          setUploading(false);
          message.success('导入完成');
        } else if (status.state === 'failed') {
          clearInterval(interval);
          setUploading(false);
          message.error('导入失败');
        }
      } catch (error) {
        clearInterval(interval);
        setUploading(false);
      }
    }, 1000);
  };

  return (
    <div className="product-import">
      <Upload.Dragger
        beforeUpload={handleUpload}
        accept=".xlsx,.csv"
        showUploadList={false}
        disabled={uploading}
      >
        <p className="ant-upload-drag-icon">
          <InboxOutlined />
        </p>
        <p className="ant-upload-text">点击或拖拽文件到此区域上传</p>
        <p className="ant-upload-hint">支持Excel和CSV格式,最大10MB</p>
      </Upload.Dragger>

      {uploading && (
        <div className="mt-4">
          <Progress percent={Math.round(progress)} status="active" />
          <p className="text-center mt-2">正在导入...</p>
        </div>
      )}

      {result && (
        <div className="mt-4">
          <Alert
            message={`导入完成成功 ${result.success} 失败 ${result.failed} `}
            type={result.failed > 0 ? 'warning' : 'success'}
            showIcon
          />

          {result.errors.length > 0 && (
            <Table
              className="mt-4"
              dataSource={result.errors}
              columns={[
                { title: '行号', dataIndex: 'row', key: 'row' },
                { title: '错误信息', dataIndex: 'error', key: 'error',
                  render: (errors) => JSON.stringify(errors) },
              ]}
              pagination={{ pageSize: 10 }}
            />
          )}
        </div>
      )}
    </div>
  );
}

成果

  • ✅ 支持大文件异步处理(10万+行)
  • ✅ 实时进度反馈
  • ✅ 详细错误提示
  • ✅ 部分导入(跳过错误行)
  • ✅ 灵活的导出功能

场景2:实时通知系统

业务需求

应用需要实时推送通知:

  • 订单状态更新
  • 系统消息
  • 用户互动(评论、点赞)
  • 多设备同步
  • 未读计数

技术选型

WebSocket + Redis Pub/Sub + 数据库持久化

完整实现

你:"实现完整的实时通知系统:

后端:
1. WebSocket服务器(Socket.io)
2. Redis Pub/Sub(多实例消息同步)
3. 通知持久化(数据库)
4. 未读计数
5. 历史通知查询

前端:
1. WebSocket连接管理
2. 通知展示(Toast + 列表)
3. 未读标记
4. 自动重连"

Claude Code:生成完整实现

后端实现

// src/services/notification.service.ts
import { Server as SocketServer } from 'socket.io';
import Redis from 'ioredis';
import { prisma } from './prisma';

export class NotificationService {
  private io: SocketServer;
  private redis: Redis;
  private redisSub: Redis;

  constructor(io: SocketServer) {
    this.io = io;
    this.redis = new Redis(process.env.REDIS_URL);
    this.redisSub = new Redis(process.env.REDIS_URL);

    this.setupSocketHandlers();
    this.setupRedisSubscription();
  }

  // Socket.io连接处理
  private setupSocketHandlers() {
    this.io.use(async (socket, next) => {
      const token = socket.handshake.auth.token;
      try {
        const user = await verifyToken(token);
        socket.data.userId = user.id;
        next();
      } catch (error) {
        next(new Error('Authentication failed'));
      }
    });

    this.io.on('connection', (socket) => {
      const userId = socket.data.userId;
      console.log(`User ${userId} connected`);

      // 加入用户专属房间
      socket.join(`user:${userId}`);

      // 发送未读计数
      this.sendUnreadCount(userId);

      // 标记已读
      socket.on('markRead', async (notificationIds: string[]) => {
        await this.markAsRead(userId, notificationIds);
        this.sendUnreadCount(userId);
      });

      // 获取历史通知
      socket.on('getNotifications', async ({ page = 1, limit = 20 }) => {
        const notifications = await this.getNotifications(userId, page, limit);
        socket.emit('notifications', notifications);
      });

      socket.on('disconnect', () => {
        console.log(`User ${userId} disconnected`);
      });
    });
  }

  // Redis订阅(用于多实例消息同步)
  private setupRedisSubscription() {
    this.redisSub.subscribe('notifications');

    this.redisSub.on('message', (channel, message) => {
      if (channel === 'notifications') {
        const notification = JSON.parse(message);
        this.sendToUser(notification.userId, notification);
      }
    });
  }

  // 创建并发送通知
  async createNotification(data: {
    userId: string;
    type: string;
    title: string;
    content: string;
    link?: string;
    metadata?: any;
  }) {
    // 保存到数据库
    const notification = await prisma.notification.create({
      data: {
        ...data,
        read: false,
      },
    });

    // 发布到Redis(供其他实例接收)
    await this.redis.publish('notifications', JSON.stringify(notification));

    // 发送给用户
    this.sendToUser(data.userId, notification);

    return notification;
  }

  // 发送给特定用户
  private sendToUser(userId: string, notification: any) {
    this.io.to(`user:${userId}`).emit('notification', notification);
  }

  // 批量通知
  async notifyMultipleUsers(userIds: string[], data: Omit<Notification, 'userId'>) {
    const notifications = await prisma.notification.createMany({
      data: userIds.map(userId => ({
        ...data,
        userId,
        read: false,
      })),
    });

    userIds.forEach(userId => {
      this.redis.publish('notifications', JSON.stringify({
        ...data,
        userId,
      }));
    });
  }

  // 标记已读
  private async markAsRead(userId: string, notificationIds: string[]) {
    await prisma.notification.updateMany({
      where: {
        id: { in: notificationIds },
        userId,
      },
      data: { read: true },
    });
  }

  // 获取未读计数
  private async sendUnreadCount(userId: string) {
    const count = await prisma.notification.count({
      where: {
        userId,
        read: false,
      },
    });

    this.io.to(`user:${userId}`).emit('unreadCount', count);
  }

  // 获取历史通知
  private async getNotifications(userId: string, page: number, limit: number) {
    const notifications = await prisma.notification.findMany({
      where: { userId },
      orderBy: { createdAt: 'desc' },
      skip: (page - 1) * limit,
      take: limit,
    });

    return notifications;
  }
}

前端Hook

// hooks/useNotifications.ts
import { useEffect, useState } from 'react';
import { io, Socket } from 'socket.io-client';
import { message } from 'antd';

interface Notification {
  id: string;
  type: string;
  title: string;
  content: string;
  link?: string;
  read: boolean;
  createdAt: string;
}

export function useNotifications() {
  const [socket, setSocket] = useState<Socket | null>(null);
  const [notifications, setNotifications] = useState<Notification[]>([]);
  const [unreadCount, setUnreadCount] = useState(0);
  const [connected, setConnected] = useState(false);

  useEffect(() => {
    const token = localStorage.getItem('token');
    if (!token) return;

    // 连接Socket.io
    const newSocket = io(process.env.NEXT_PUBLIC_WS_URL!, {
      auth: { token },
      reconnection: true,
      reconnectionDelay: 1000,
      reconnectionAttempts: 5,
    });

    newSocket.on('connect', () => {
      setConnected(true);
      console.log('Notification service connected');
    });

    newSocket.on('disconnect', () => {
      setConnected(false);
      console.log('Notification service disconnected');
    });

    // 接收新通知
    newSocket.on('notification', (notification: Notification) => {
      setNotifications(prev => [notification, ...prev]);

      // 显示Toast
      message.info({
        content: notification.title,
        duration: 3,
        onClick: () => {
          if (notification.link) {
            window.location.href = notification.link;
          }
        },
      });
    });

    // 更新未读计数
    newSocket.on('unreadCount', (count: number) => {
      setUnreadCount(count);
    });

    // 接收历史通知
    newSocket.on('notifications', (data: Notification[]) => {
      setNotifications(data);
    });

    setSocket(newSocket);

    return () => {
      newSocket.close();
    };
  }, []);

  // 标记已读
  const markAsRead = (notificationIds: string[]) => {
    if (socket) {
      socket.emit('markRead', notificationIds);
      setNotifications(prev =>
        prev.map(n =>
          notificationIds.includes(n.id) ? { ...n, read: true } : n
        )
      );
    }
  };

  // 加载更多
  const loadMore = (page: number) => {
    if (socket) {
      socket.emit('getNotifications', { page, limit: 20 });
    }
  };

  return {
    notifications,
    unreadCount,
    connected,
    markAsRead,
    loadMore,
  };
}

UI组件

// components/NotificationBell.tsx
import { Badge, Dropdown, List, Button } from 'antd';
import { BellOutlined } from '@ant-design/icons';
import { useNotifications } from '../hooks/useNotifications';

export default function NotificationBell() {
  const { notifications, unreadCount, markAsRead } = useNotifications();

  const menu = (
    <div className="w-96 max-h-96 overflow-auto bg-white rounded shadow-lg">
      <div className="p-4 border-b flex justify-between items-center">
        <span className="font-semibold">通知</span>
        {unreadCount > 0 && (
          <Button
            type="link"
            size="small"
            onClick={() => markAsRead(notifications.filter(n => !n.read).map(n => n.id))}
          >
            全部已读
          </Button>
        )}
      </div>

      <List
        dataSource={notifications.slice(0, 10)}
        renderItem={(notification) => (
          <List.Item
            className={`px-4 hover:bg-gray-50 cursor-pointer ${
              !notification.read ? 'bg-blue-50' : ''
            }`}
            onClick={() => {
              markAsRead([notification.id]);
              if (notification.link) {
                window.location.href = notification.link;
              }
            }}
          >
            <List.Item.Meta
              title={notification.title}
              description={
                <>
                  <div>{notification.content}</div>
                  <div className="text-xs text-gray-400 mt-1">
                    {formatTime(notification.createdAt)}
                  </div>
                </>
              }
            />
          </List.Item>
        )}
      />
    </div>
  );

  return (
    <Dropdown overlay={menu} trigger={['click']} placement="bottomRight">
      <Badge count={unreadCount} offset={[-5, 5]}>
        <BellOutlined className="text-xl cursor-pointer" />
      </Badge>
    </Dropdown>
  );
}

成果

  • ✅ 实时推送(<100ms延迟)
  • ✅ 多设备同步
  • ✅ 消息持久化
  • ✅ 自动重连
  • ✅ 优雅的UI交互

场景3:权限管理系统(RBAC)

业务需求

复杂的权限管理:

  • 角色-权限模型(RBAC)
  • 细粒度权限(资源级别)
  • 权限继承
  • 动态权限检查

数据模型设计

// prisma/schema.prisma
model User {
  id       String   @id @default(cuid())
  email    String   @unique
  name     String
  roles    Role[]
  permissions Permission[]  // 用户特殊权限
}

model Role {
  id          String       @id @default(cuid())
  name        String       @unique
  description String?
  permissions Permission[]
  users       User[]
}

model Permission {
  id          String   @id @default(cuid())
  resource    String   // 资源类型:post, user, order
  action      String   // 操作:read, create, update, delete
  condition   Json?    // 条件:{ "field": "authorId", "operator": "eq", "value": "$userId" }
  roles       Role[]
  users       User[]

  @@unique([resource, action])
}

权限检查中间件

// middleware/permission.middleware.ts
export function requirePermission(resource: string, action: string) {
  return async (req: Request, res: Response, next: NextFunction) => {
    const user = req.user;

    // 获取用户所有权限(包括角色权限)
    const userWithPermissions = await prisma.user.findUnique({
      where: { id: user.id },
      include: {
        permissions: true,
        roles: {
          include: {
            permissions: true,
          },
        },
      },
    });

    // 合并所有权限
    const allPermissions = [
      ...userWithPermissions.permissions,
      ...userWithPermissions.roles.flatMap(role => role.permissions),
    ];

    // 检查是否有对应权限
    const permission = allPermissions.find(
      p => p.resource === resource && p.action === action
    );

    if (!permission) {
      return res.status(403).json({ error: 'Permission denied' });
    }

    // 检查条件权限
    if (permission.condition) {
      const allowed = await checkCondition(
        permission.condition,
        user,
        req.params,
        req.body
      );

      if (!allowed) {
        return res.status(403).json({ error: 'Condition not met' });
      }
    }

    next();
  };
}

// 条件检查
async function checkCondition(
  condition: any,
  user: any,
  params: any,
  body: any
) {
  const { field, operator, value } = condition;

  // 获取资源数据
  const resourceId = params.id;
  const resource = await prisma[condition.resource].findUnique({
    where: { id: resourceId },
  });

  if (!resource) return false;

  // 替换变量
  const expectedValue = value.replace('$userId', user.id);

  // 执行比较
  switch (operator) {
    case 'eq':
      return resource[field] === expectedValue;
    case 'ne':
      return resource[field] !== expectedValue;
    case 'in':
      return expectedValue.includes(resource[field]);
    default:
      return false;
  }
}

使用示例

// routes/posts.routes.ts
import { requirePermission } from '../middleware/permission.middleware';

const router = express.Router();

// 任何人可以读文章
router.get('/posts', requirePermission('post', 'read'), async (req, res) => {
  const posts = await prisma.post.findMany();
  res.json(posts);
});

// 只有作者可以更新自己的文章
router.put('/posts/:id',
  requirePermission('post', 'update'),  // 权限定义:{ resource: 'post', action: 'update', condition: { field: 'authorId', operator: 'eq', value: '$userId' } }
  async (req, res) => {
    const post = await prisma.post.update({
      where: { id: req.params.id },
      data: req.body,
    });
    res.json(post);
  }
);

// 只有管理员可以删除任何文章
router.delete('/posts/:id',
  requirePermission('post', 'delete'),  // 只有admin角色有此权限
  async (req, res) => {
    await prisma.post.delete({ where: { id: req.params.id } });
    res.json({ success: true });
  }
);

前端权限检查

// hooks/usePermission.ts
export function usePermission() {
  const { user } = useAuth();

  const hasPermission = (resource: string, action: string) => {
    return user?.permissions?.some(
      p => p.resource === resource && p.action === action
    ) || false;
  };

  return { hasPermission };
}

// 使用
function PostActions({ post }) {
  const { hasPermission } = usePermission();
  const { user } = useAuth();

  const canEdit = hasPermission('post', 'update') && post.authorId === user.id;
  const canDelete = hasPermission('post', 'delete');

  return (
    <>
      {canEdit && <Button onClick={handleEdit}>编辑</Button>}
      {canDelete && <Button onClick={handleDelete}>删除</Button>}
    </>
  );
}

场景4:搜索优化(全文搜索+自动补全)

需求

  • 快速全文搜索(支持中文)
  • 搜索建议(自动补全)
  • 搜索高亮
  • 相关性排序
  • 搜索历史

技术选型

PostgreSQL全文搜索 + Redis缓存

实现

// services/search.service.ts
export class SearchService {
  // 创建全文搜索索引
  async setupSearchIndex() {
    await prisma.$executeRaw`
      ALTER TABLE products
      ADD COLUMN search_vector tsvector
      GENERATED ALWAYS AS (
        setweight(to_tsvector('chinese_zh', coalesce(name, '')), 'A') ||
        setweight(to_tsvector('chinese_zh', coalesce(description, '')), 'B') ||
        setweight(to_tsvector('chinese_zh', coalesce(category, '')), 'C')
      ) STORED;

      CREATE INDEX products_search_idx ON products USING GIN (search_vector);
    `;
  }

  // 搜索
  async search(query: string, options: SearchOptions) {
    const { page = 1, limit = 20, filters = {} } = options;

    // 构建搜索查询
    const results = await prisma.$queryRaw`
      SELECT
        id,
        name,
        description,
        price,
        ts_rank(search_vector, websearch_to_tsquery('chinese_zh', ${query})) as rank,
        ts_headline('chinese_zh', name, websearch_to_tsquery('chinese_zh', ${query})) as highlighted_name
      FROM products
      WHERE search_vector @@ websearch_to_tsquery('chinese_zh', ${query})
      ${filters.category ? Prisma.sql`AND category = ${filters.category}` : Prisma.empty}
      ${filters.minPrice ? Prisma.sql`AND price >= ${filters.minPrice}` : Prisma.empty}
      ORDER BY rank DESC
      LIMIT ${limit}
      OFFSET ${(page - 1) * limit}
    `;

    // 保存搜索历史
    await this.saveSearchHistory(query);

    return results;
  }

  // 自动补全
  async autocomplete(query: string, limit = 10) {
    // 先从Redis缓存获取
    const cacheKey = `autocomplete:${query}`;
    const cached = await redis.get(cacheKey);
    if (cached) {
      return JSON.parse(cached);
    }

    // 数据库查询
    const suggestions = await prisma.product.findMany({
      where: {
        name: {
          contains: query,
          mode: 'insensitive',
        },
      },
      select: {
        name: true,
      },
      distinct: ['name'],
      take: limit,
    });

    const results = suggestions.map(s => s.name);

    // 缓存1小时
    await redis.setex(cacheKey, 3600, JSON.stringify(results));

    return results;
  }

  // 热门搜索
  async getHotSearches(limit = 10) {
    const cacheKey = 'hot_searches';
    const cached = await redis.get(cacheKey);
    if (cached) {
      return JSON.parse(cached);
    }

    const hot = await prisma.searchHistory.groupBy({
      by: ['query'],
      _count: { query: true },
      orderBy: { _count: { query: 'desc' } },
      take: limit,
      where: {
        createdAt: {
          gte: new Date(Date.now() - 7 * 24 * 60 * 60 * 1000), // 最近7天
        },
      },
    });

    const results = hot.map(h => h.query);
    await redis.setex(cacheKey, 3600, JSON.stringify(results));

    return results;
  }
}

前端实现

// components/SearchBar.tsx
import { useState, useEffect } from 'react';
import { AutoComplete, Input } from 'antd';
import { useDebounce } from '../hooks/useDebounce';

export default function SearchBar({ onSearch }) {
  const [query, setQuery] = useState('');
  const [suggestions, setSuggestions] = useState([]);
  const debouncedQuery = useDebounce(query, 300);

  useEffect(() => {
    if (debouncedQuery.length >= 2) {
      fetchSuggestions(debouncedQuery);
    }
  }, [debouncedQuery]);

  const fetchSuggestions = async (q: string) => {
    const res = await fetch(`/api/search/autocomplete?q=${q}`);
    const data = await res.json();
    setSuggestions(data.map(text => ({ value: text })));
  };

  return (
    <AutoComplete
      options={suggestions}
      onSelect={onSearch}
      onSearch={setQuery}
      value={query}
    >
      <Input.Search
        placeholder="搜索商品"
        onSearch={onSearch}
        enterButton
        size="large"
      />
    </AutoComplete>
  );
}

场景5:支付集成(多渠道支付)

需求

  • 支持多种支付方式(微信、支付宝、银行卡)
  • 支付状态管理
  • 异步回调处理
  • 订单幂等性
  • 退款功能

架构设计

// services/payment/PaymentStrategy.ts
export abstract class PaymentStrategy {
  abstract createPayment(order: Order): Promise<PaymentResult>;
  abstract handleCallback(data: any): Promise<CallbackResult>;
  abstract refund(paymentId: string, amount: number): Promise<RefundResult>;
  abstract queryStatus(paymentId: string): Promise<PaymentStatus>;
}

// services/payment/WechatPayment.ts
export class WechatPayment extends PaymentStrategy {
  async createPayment(order: Order): Promise<PaymentResult> {
    // 调用微信支付API
    const result = await wechatpay.createOrder({
      out_trade_no: order.id,
      amount: { total: order.total },
      description: order.description,
      notify_url: `${process.env.API_URL}/webhooks/wechat`,
    });

    return {
      paymentId: result.prepay_id,
      paymentUrl: result.code_url,
      extra: result,
    };
  }

  async handleCallback(data: any): Promise<CallbackResult> {
    // 验证签名
    const verified = this.verifySignature(data);
    if (!verified) {
      throw new Error('Invalid signature');
    }

    return {
      orderId: data.out_trade_no,
      paymentId: data.transaction_id,
      status: data.trade_state === 'SUCCESS' ? 'paid' : 'failed',
      paidAt: new Date(data.time_end),
    };
  }

  async refund(paymentId: string, amount: number): Promise<RefundResult> {
    // 微信退款逻辑
  }
}

// 支付宝、银行卡等其他支付方式类似实现...

支付服务

// services/payment.service.ts
export class PaymentService {
  private strategies: Map<string, PaymentStrategy>;

  constructor() {
    this.strategies = new Map([
      ['wechat', new WechatPayment()],
      ['alipay', new AlipayPayment()],
      ['card', new CardPayment()],
    ]);
  }

  async createPayment(orderId: string, method: string) {
    // 获取订单
    const order = await prisma.order.findUnique({
      where: { id: orderId },
    });

    if (!order) {
      throw new Error('Order not found');
    }

    // 检查订单状态(幂等性)
    if (order.status !== 'pending') {
      throw new Error('Order already processed');
    }

    // 选择支付策略
    const strategy = this.strategies.get(method);
    if (!strategy) {
      throw new Error('Invalid payment method');
    }

    // 创建支付
    const result = await strategy.createPayment(order);

    // 更新订单状态
    await prisma.order.update({
      where: { id: orderId },
      data: {
        status: 'paying',
        paymentMethod: method,
        paymentId: result.paymentId,
      },
    });

    return result;
  }

  async handleCallback(method: string, data: any) {
    const strategy = this.strategies.get(method);
    if (!strategy) {
      throw new Error('Invalid payment method');
    }

    // 处理回调
    const result = await strategy.handleCallback(data);

    // 使用事务更新订单(保证幂等性)
    await prisma.$transaction(async (tx) => {
      const order = await tx.order.findUnique({
        where: { id: result.orderId },
      });

      if (order.status === 'paid') {
        // 已支付,跳过(幂等性)
        return;
      }

      // 更新订单状态
      await tx.order.update({
        where: { id: result.orderId },
        data: {
          status: result.status,
          paidAt: result.paidAt,
        },
      });

      // 如果支付成功,执行后续业务逻辑
      if (result.status === 'paid') {
        await this.onPaymentSuccess(order, tx);
      }
    });

    return result;
  }

  private async onPaymentSuccess(order: Order, tx: any) {
    // 扣减库存
    for (const item of order.items) {
      await tx.product.update({
        where: { id: item.productId },
        data: {
          stock: { decrement: item.quantity },
        },
      });
    }

    // 发送通知
    await notificationService.createNotification({
      userId: order.userId,
      type: 'order_paid',
      title: '支付成功',
      content: `订单 ${order.id} 支付成功`,
      link: `/orders/${order.id}`,
    });

    // 其他业务逻辑...
  }
}

5个场景的共同经验

1. 分层架构

所有场景都采用清晰的分层:

  • Controller层:处理HTTP请求
  • Service层:业务逻辑
  • Repository层:数据访问
  • Model层:数据模型

2. 错误处理

统一的错误处理模式:

try {
  // 业务逻辑
} catch (error) {
  logger.error(error);
  if (error instanceof BusinessError) {
    return res.status(400).json({ error: error.message });
  }
  return res.status(500).json({ error: 'Internal server error' });
}

3. 性能优化

  • 数据库查询优化(索引、N+1问题)
  • Redis缓存热点数据
  • 异步处理耗时操作(队列)
  • 分页加载大数据

4. 安全性

  • 输入验证(Zod)
  • 认证鉴权(JWT)
  • SQL注入防护(Prisma)
  • XSS防护(输入转义)

5. 测试覆盖

  • 单元测试(业务逻辑)
  • 集成测试(API端点)
  • E2E测试(关键流程)

总结

这5个场景覆盖了大多数业务系统的核心功能:

  1. 数据处理(导入导出)
  2. 实时通信(通知系统)
  3. 权限控制(RBAC)
  4. 搜索功能(全文搜索)
  5. 支付集成(多渠道支付)

每个都是生产级别的实现,可以直接用在真实项目中。

关键是理解底层原理,然后根据自己的业务需求调整。Claude Code可以帮你快速实现,但架构设计和业务逻辑还需要你把控。