backend-latency-profiler-helper

v2026.09.24

Identifies API latency hotspots and bottlenecks with profiling tools, slow endpoint detection, suspected causes, and fix roadmap. Use for "latency profiling", "performance bottlenecks", "slow APIs", or "backend performance".

GitHub
安装命令
npx skhub add patricio0312rev/backend-latency-profiler-helper
Markdown
SKILL.md

Backend Latency Profiler Helper

Find and fix API performance bottlenecks.

Slow Endpoint Detection

// Middleware to track latency
app.use((req, res, next) => {
  const start = Date.now();

  res.on("finish", () => {
    const duration = Date.now() - start;

    if (duration > 1000) {
      logger.warn(
        {
          endpoint: req.path,
          method: req.method,
          duration_ms: duration,
          userId: req.user?.id,
        },
        "Slow request detected"
      );
    }
  });

  next();
});

Top Slow Endpoints

-- Query from logs
SELECT
  endpoint,
  AVG(duration_ms) as avg_ms,
  MAX(duration_ms) as max_ms,
  COUNT(*) as requests
FROM request_logs
WHERE created_at > NOW() - INTERVAL '1 day'
GROUP BY endpoint
HAVING AVG(duration_ms) > 500
ORDER BY avg_ms DESC
LIMIT 10;

Suspected Causes

interface PerformanceBottleneck {
  endpoint: string;
  avgLatency: number;
  suspectedCauses: string[];
  fixPriority: "high" | "medium" | "low";
}

const bottlenecks: PerformanceBottleneck[] = [
  {
    endpoint: "GET /api/users/:id",
    avgLatency: 2500,
    suspectedCauses: [
      "N+1 query fetching user orders",
      "No database index on user_id",
      "Expensive JSON serialization",
    ],
    fixPriority: "high",
  },
];

Fix Roadmap

# Performance Fix Roadmap

## Week 1: Quick Wins

- [ ] Add database indexes
- [ ] Enable response caching
- [ ] Fix N+1 queries

## Week 2: Medium Effort

- [ ] Optimize slow database queries
- [ ] Implement Redis caching
- [ ] Add connection pooling

## Week 3: Long-term

- [ ] Database query optimization
- [ ] Service decomposition
- [ ] CDN integration

Output Checklist

  • Slow endpoints identified
  • Causes analyzed
  • Fix roadmap created
  • Monitoring configured ENDFILE
发现
标签

此技能尚未发布标签。

版本
最新版本元数据

版本

v2026.09.24

发布时间

2026年9月24日

分类

未分类

许可证

MIT

源路径

performance/backend-latency-profiler-helper

默认分支

main

最新提交

79ea6af

Tree SHA

d2efd68