Problems / Security, hard

Public API under abuse: credential stuffing, scrapers and a flood

Asked at Stripe, Cloudflare and Okta. A public API with a login endpoint sits behind only a load balancer. From 3 s scrapers send 5,000 requests a second, from 5 s credential stuffing sends 6,000 login attempts a second at the password-hashing service, and at 12 s a 40,000 requests-a-second flood arrives.

Unlock it once for 25 credits; everything inside it is free (runs, changes, Submit, results, hints). Sign in with Google to start; new accounts get free credits.

Your goals

Success ≥ 98% for real users (some false positives are the price of blocking), p99 ≤ 800 ms, at least 95% of attack traffic blocked, for at most $40,000 a month.

Test cases

Like a coding problem, a solution has to pass every case, not just the one it was built for. Submit in the lab runs all 6; 2 of them are hidden until then.

  1. As given. The problem’s own traffic, scheduled failures and seed.
  2. Peak hour. 25% more traffic than the problem states, with the same failures.
  3. A slow dependency. The main data store or model answers twice as slowly for part of the run.
  4. A server dies. One replica of the service with the most replicas is killed for part of the run.

The traffic

3,000 requests a second for 20 seconds: 85% api (reads), 15% login (writes).

The system

What each component does in this design, and what calls it. The simulator mimics each one from these settings.

ComponentIts job hereSettings
Load balancerLoad balancerTraffic enters here.Calls Public API.Layer 4 balancers route by IP and port; layer 7 balancers read HTTP and can route by path or header.–
Public APIApp serviceLoad balancer forwards to it.Calls Auth (password hashing), Accounts and data (Postgres).Little's law: throughput ≈ concurrency ÷ latency. 200 slots at 50 ms serve about 4,000 req/s.10 replicas × 100 slots · timeout 1.0 s
Auth (password hashing)Auth / identity servicePublic API calls it for /login.Short-lived access tokens plus refresh tokens limit the damage if a token leaks.400 slots
Accounts and data (Postgres)SQL databasePublic API calls it.Postgres runs one process per connection, which is why poolers like PgBouncer sit in front of busy databases.16 vCPU · 400 connections · 1 read replicas

More security problems