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claudekit/skills/performance-optimization/references/anti-patterns.md
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2026-04-19 14:10:38 +07:00

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# Performance Anti-Patterns
## N+1 Queries
**Signal**: Many small queries instead of one batch query.
### SQLAlchemy (Python)
```python
# BAD: N+1 — each user triggers a query for posts
users = session.query(User).all()
for user in users:
print(user.posts) # lazy load, 1 query per user
# GOOD: eager loading
from sqlalchemy.orm import joinedload, selectinload
users = session.query(User).options(selectinload(User.posts)).all()
```
### Prisma (TypeScript)
```typescript
// BAD: N+1
const users = await prisma.user.findMany();
for (const user of users) {
const posts = await prisma.post.findMany({ where: { authorId: user.id } });
}
// GOOD: include
const users = await prisma.user.findMany({ include: { posts: true } });
```
### Django
```python
# BAD
for order in Order.objects.all():
print(order.customer.name) # N+1
# GOOD
for order in Order.objects.select_related('customer').all():
print(order.customer.name) # 1 query with JOIN
```
## Unnecessary Re-renders (React)
**Signal**: Components re-rendering when their data hasn't changed.
```typescript
// BAD: new object created every render
<Child style={{ color: 'red' }} />
// GOOD: stable reference
const style = useMemo(() => ({ color: 'red' }), []);
<Child style={style} />
// BAD: new function every render
<Button onClick={() => handleClick(id)} />
// GOOD: stable callback
const handleClick = useCallback(() => doSomething(id), [id]);
<Button onClick={handleClick} />
```
Detect with: React DevTools Profiler → "Highlight updates when components render"
## Blocking the Event Loop (Node.js)
**Signal**: High event loop lag, slow response times.
```typescript
// BAD: synchronous file read blocks everything
const data = fs.readFileSync('large-file.json');
// GOOD: async
const data = await fs.promises.readFile('large-file.json');
// BAD: CPU-heavy in main thread
const hash = crypto.pbkdf2Sync(password, salt, 100000, 64, 'sha512');
// GOOD: async or worker_threads
const hash = await new Promise((resolve, reject) => {
crypto.pbkdf2(password, salt, 100000, 64, 'sha512', (err, key) => {
err ? reject(err) : resolve(key);
});
});
```
## Memory Leaks
### Python
- Circular references with `__del__`
- Unclosed file handles / DB connections
- Growing global caches without TTL
- Detect: `objgraph`, `tracemalloc`
### JavaScript
- Detached DOM nodes
- Forgotten event listeners (`addEventListener` without `removeEventListener`)
- Closures capturing large scopes
- Unbounded `Map`/`Set` growth
- Detect: Chrome Heap Snapshots, `process.memoryUsage()`
## Heavy Imports / Bundle Bloat
```typescript
// BAD: imports entire library
import _ from 'lodash';
// GOOD: tree-shakeable import
import { debounce } from 'lodash-es';
// GOOD: native alternative
const debounce = (fn, ms) => { /* 5 lines */ };
```
Replace heavy deps: moment → dayjs, lodash → lodash-es or native, date-fns (tree-shakeable).
Use `React.lazy()` + `Suspense` for route-based code splitting.