System Optimization
Performance Engineering
Continuous performance optimization with load testing, profiling, and automated regression detection achieving sub-100ms P99 latency.
87ms
P99 Latency
15K RPS
Throughput
0.02%
Error Rate
0.97
Apdex Score
k6 Load Testing
Automated load testing with k6 in CI/CD pipeline for continuous performance validation.
// load_tests/api_performance.js
import http from 'k6/http';
import { check, sleep } from 'k6';
import { Rate, Trend } from 'k6/metrics';
// Custom metrics
const errorRate = new Rate('errors');
const valuationLatency = new Trend('valuation_latency');
export const options = {
scenarios: {
// Baseline load
constant_load: {
executor: 'constant-vus',
vus: 50,
duration: '5m',
},
// Stress test
stress: {
executor: 'ramping-vus',
startVUs: 0,
stages: [
{ duration: '2m', target: 100 },
{ duration: '5m', target: 100 },
{ duration: '2m', target: 200 },
{ duration: '5m', target: 200 },
{ duration: '2m', target: 0 },
],
},
// Spike test
spike: {
executor: 'ramping-vus',
startVUs: 0,
startTime: '12m',
stages: [
{ duration: '10s', target: 500 },
{ duration: '1m', target: 500 },
{ duration: '10s', target: 0 },
],
},
},
thresholds: {
http_req_duration: ['p(95)<200', 'p(99)<500'],
errors: ['rate<0.01'],
valuation_latency: ['p(95)<300'],
},
};
export default function () {
// Valuation endpoint test
const productId = `prd_${Math.random().toString(36).substr(2, 9)}`;
const start = Date.now();
const res = http.get(
`${__ENV.API_URL}/api/v1/valuations/${productId}`,
{
headers: { 'Authorization': `Bearer ${__ENV.API_KEY}` },
}
);
valuationLatency.add(Date.now() - start);
const success = check(res, {
'status is 200': (r) => r.status === 200,
'latency < 500ms': (r) => r.timings.duration < 500,
'has valuation': (r) => JSON.parse(r.body).valuation !== undefined,
});
errorRate.add(!success);
sleep(1);
}Latest Test Results
Production Load TestPassed
Duration:
16 minutes
Virtual Users:
Peak 500
Requests:
847,293
Errors:
0.008%
Latency Percentiles
P50
32ms< 100ms
P95
87ms< 200ms
P99
156ms< 500ms
Max
892ms< 2000ms
Performance Trend
P95 latency trending down 12% over 30 days
98ms → 87ms
Performance at Scale
Continuous optimization for sub-100ms latency at 15K RPS.
87ms P99 Latency15K Requests/Second0.97 Apdex Score