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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".
npx skill4agent add patricio0312rev/skills backend-latency-profiler-helper// 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();
});-- 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;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",
},
];# 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