Problems / Async and streaming, hard

Ad click aggregator at 20,000 clicks a second

Asked at Meta and Google. Every ad click is written as a row to one Postgres table, and advertisers’ dashboards read counts from the same table. At 8 s a big campaign doubles clicks for 6 seconds. Clicks time out and dashboards stall.

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Your goals

Success ≥ 99.9%, p99 ≤ 300 ms through the campaign spike, for at most $18,000 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 3; 1 of them are hidden until then.

  1. As given. The problem’s own traffic, scheduled failures and seed.
  2. A server dies. One replica of the service with the most replicas is killed for part of the run.

The traffic

20,000 requests a second for 20 seconds: 97% click (writes), 3% report (reads).

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 Click API, Reporting API.Layer 4 balancers route by IP and port; layer 7 balancers read HTTP and can route by path or header.–
Click APIApp serviceLoad balancer forwards to it for /click.Calls Clicks table (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
Reporting APIApp serviceLoad balancer forwards to it for /report.Calls Clicks table (Postgres).Little's law: throughput ≈ concurrency ÷ latency. 200 slots at 50 ms serve about 4,000 req/s.2 replicas × 100 slots · timeout 4.0 s
Clicks table (Postgres)SQL databaseClick API calls it. Reporting API calls it.Postgres runs one process per connection, which is why poolers like PgBouncer sit in front of busy databases.16 vCPU · 600 connections

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