perf
Profile and optimize bottlenecks. Use for performance issues or caching strategies.
What this skill does
# Performance Engineering Profile, analyze, and optimize application performance. ## When to Use - Application is slow or unresponsive - User reports performance issues - Before scaling infrastructure - Optimizing critical paths - Setting up monitoring ## Optimization Process 1. **Measure** - Profile before optimizing 2. **Identify** - Find the biggest bottlenecks 3. **Optimize** - Fix highest-impact issues first 4. **Verify** - Confirm improvements with metrics ## Profiling Commands ```bash # Node.js profiling node --prof app.js node --prof-process isolate-*.log > profile.txt # Python profiling python -m cProfile -o output.prof script.py python -m pstats output.prof # Go profiling go tool pprof http://localhost:6060/debug/pprof/profile ``` ## Common Bottlenecks ### Database - Missing indexes (add indexes on WHERE/JOIN columns) - N+1 queries (use eager loading) - Large result sets (add pagination) ### Memory - Memory leaks (check event listeners, closures) - Large objects (stream instead of buffer) - Cache without TTL (add expiration) ### CPU - Synchronous operations (make async) - Complex algorithms (optimize or cache) - Unnecessary computation (memoize) ### Network - Too many requests (batch/combine) - Large payloads (compress, paginate) - No caching (add CDN, browser cache) ## Performance Budgets | Metric | Target | | -------------- | ------ | | Load Time (3G) | <3s | | Load Time (4G) | <1s | | API Response | <200ms | | Bundle Size | <500KB | | LCP | <2.5s | | FID | <100ms | | CLS | <0.1 | ## Output Format ```markdown ## Performance Report **Before:** [baseline metrics] **After:** [improved metrics] **Improvement:** [percentage] ### Bottlenecks Identified 1. [Issue] - Impact: High/Medium/Low ### Optimizations Applied 1. [Change] → [Result] ``` ## Examples **Input:** "The API is slow" **Action:** Profile endpoints, identify slow queries, optimize, verify improvement **Input:** "Page load is taking too long" **Action:** Analyze bundle, check network, optimize critical path, add caching
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