7.2 KiB
Load Testing Guide
This guide explains how to profile and optimize slow routes in sendou.ink.
Prerequisites
Install autocannon globally:
npm install -g autocannon
Step 1: Identify Slow Routes
Data URLs vs Full Routes
When benchmarking a route like /leaderboards, the response includes server-side rendering (HTML generation). To isolate just the data loader performance, use React Router 7's data URLs:
# Full route (includes SSR)
autocannon -c 10 -d 10 http://localhost:301/leaderboards
# Data only (loader function only)
autocannon -c 10 -d 10 "http://localhost:301/leaderboards.data?_routes=features%2Fleaderboards%2Froutes%2Fleaderboards"
The data URL format is: {route}.data?_routes={encoded_route_path}
To discover the exact data URL for a route, open Chrome DevTools Network tab, navigate to the page, then filter by "Fetch/XHR" - you'll see the .data requests made during client-side navigation.
Running benchmarks
Use autocannon to benchmark endpoints:
# Basic benchmark (10 connections, 10 seconds)
autocannon -c 10 -d 10 http://localhost:301/leaderboards
# With more connections to simulate load
autocannon -c 50 -d 30 http://localhost:301/leaderboards
# Single request timing
curl -s -o /dev/null -w "Time: %{time_total}s\n" "http://localhost:301/leaderboards"
Reading autocannon output
┌─────────┬────────┬─────────┬─────────┬─────────┬────────────┬────────────┬─────────┐
│ Stat │ 2.5% │ 50% │ 97.5% │ 99% │ Avg │ Stdev │ Max │
├─────────┼────────┼─────────┼─────────┼─────────┼────────────┼────────────┼─────────┤
│ Latency │ 826 ms │ 1478 ms │ 7674 ms │ 8985 ms │ 1989.09 ms │ 1770.75 ms │ 8985 ms │
└─────────┴────────┴─────────┴─────────┴─────────┴────────────┴────────────┴─────────┘
- 50% (median): Half of requests are faster than this
- 97.5%/99%: Tail latency - worst case for most users
- Avg: Average response time
- Max: Slowest single request
Target: median < 100ms, 99th percentile < 500ms
Step 2: Profile SQL Queries
Create a profiling script to test queries directly against the prod database:
// profile-query.ts
import Database from "better-sqlite3";
const db = new Database("db-prod.sqlite3");
function timeQuery(name: string, fn: () => unknown) {
const runs: number[] = [];
let result: unknown;
// Run 5 times for consistent measurement
for (let i = 0; i < 5; i++) {
const start = performance.now();
result = fn();
runs.push(performance.now() - start);
}
const avg = runs.reduce((a, b) => a + b, 0) / runs.length;
const rowCount = Array.isArray(result) ? result.length : "N/A";
console.log(`${name}: avg ${avg.toFixed(2)}ms (${rowCount} rows)`);
return { avg, result };
}
// Example: Test a query
const stm = db.prepare(`
SELECT * FROM "User" WHERE "id" = @id
`);
timeQuery("User lookup", () => stm.all({ id: 1 }));
db.close();
Run with:
npx tsx profile-query.ts
Step 3: Analyze Query Plans
Use EXPLAIN QUERY PLAN to understand how SQLite executes queries:
const plan = db.prepare(`
EXPLAIN QUERY PLAN
SELECT * FROM "User"
JOIN "Skill" ON "Skill"."userId" = "User"."id"
WHERE "Skill"."season" = @season
`).all({ season: 10 });
console.log(JSON.stringify(plan, null, 2));
Reading query plans
- SCAN: Full table scan (slow for large tables)
- SEARCH USING INDEX: Index lookup (fast)
- USE TEMP B-TREE: Temporary sorting/grouping needed
Step 4: Check Indexes
// List indexes on a table
const indexes = db.prepare(`PRAGMA index_list("Skill")`).all();
console.log("Indexes:", JSON.stringify(indexes, null, 2));
// Get columns in an index
for (const index of indexes) {
const info = db.prepare(`PRAGMA index_info("${index.name}")`).all();
console.log(`${index.name}:`, JSON.stringify(info, null, 2));
}
// Table row counts
const count = db.prepare(`SELECT COUNT(*) as count FROM "Skill"`).get();
console.log(`Skill rows: ${count.count}`);
Common Optimizations
1. LEFT JOIN → INNER JOIN
If your WHERE clause filters on the joined table, LEFT JOIN is unnecessary and prevents index usage:
-- Slow: scans entire ReportedWeapon table
SELECT * FROM "ReportedWeapon"
LEFT JOIN "GroupMatch" ON ...
WHERE "GroupMatch"."createdAt" > @date
-- Fast: uses index on createdAt
SELECT * FROM "ReportedWeapon"
INNER JOIN "GroupMatch" ON ...
WHERE "GroupMatch"."createdAt" > @date
2. Add Missing Indexes
If query plan shows SCAN on a large table with a WHERE clause, add an index:
CREATE INDEX skill_season ON "Skill"("season");
3. Avoid ORDER BY in CTEs
-- Slow: sorts intermediate results
WITH q1 AS (
SELECT ... ORDER BY count DESC
)
SELECT ... FROM q1
-- Fast: only sort final results
WITH q1 AS (
SELECT ...
)
SELECT ... FROM q1 ORDER BY count DESC
4. Use HAVING Instead of Subquery Filter
-- Filter aggregates directly
SELECT "userId", count(*) as cnt
FROM "ReportedWeapon"
GROUP BY "userId"
HAVING count(*) >= 7
Step 5: Verify Fix
Always verify optimizations produce identical results:
const original = originalStm.all(params);
const optimized = optimizedStm.all(params);
console.log(`Original: ${original.length} rows`);
console.log(`Optimized: ${optimized.length} rows`);
// Compare results
const originalSet = new Set(original.map(r => JSON.stringify(r)));
const optimizedSet = new Set(optimized.map(r => JSON.stringify(r)));
const match = originalSet.size === optimizedSet.size &&
[...originalSet].every(x => optimizedSet.has(x));
console.log(match ? "✓ Results match" : "✗ Results differ");
Step 6: Re-benchmark
After applying fixes, restart the dev server and re-run autocannon:
# Restart server to pick up changes
# (Ctrl+C and npm run dev)
# Re-benchmark
autocannon -c 10 -d 10 http://localhost:301/leaderboards
Example: Full Profiling Session
# 1. Benchmark the slow route
autocannon -c 10 -d 10 http://localhost:301/leaderboards
# 2. Create and run profiling script
cat > profile.ts << 'EOF'
import Database from "better-sqlite3";
const db = new Database("db-prod.sqlite3");
const start = performance.now();
const result = db.prepare(`YOUR_QUERY_HERE`).all({ /* params */ });
console.log(`Time: ${(performance.now() - start).toFixed(2)}ms`);
console.log(`Rows: ${result.length}`);
db.close();
EOF
npx tsx profile.ts
# 3. Clean up
rm profile.ts
Route File Locations
| Route | Code Location |
|---|---|
/leaderboards |
app/features/leaderboards/ |
/q/* |
app/features/sendouq/ |
/to/* |
app/features/tournament/ |
/u/* |
app/features/user-page/ |
/builds/* |
app/features/builds/ |