Problems / Scaling, medium

Database out of CPU

Every read and write goes to one Postgres with 2 vCPUs, at 2,000 req/s. There is no cache.

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Your goals

Success ≥ 99%, p99 ≤ 500 ms.

The traffic

2,000 requests a second for 30 seconds: 90% reads, 10% 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 API.Layer 4 balancers route by IP and port; layer 7 balancers read HTTP and can route by path or header.–
APIApp serviceLoad balancer forwards to it.Calls Postgres.Little's law: throughput ≈ concurrency ÷ latency. 200 slots at 50 ms serve about 4,000 req/s.3 replicas × 200 slots · timeout 1.0 s
PostgresSQL databaseAPI calls it.Postgres runs one process per connection, which is why poolers like PgBouncer sit in front of busy databases.2 vCPU · 80 connections

Hints

Try it first. Open one hint at a time if you get stuck.

Hint 1

Which component crashes?

Hint 2

Most traffic is reads.

Hint 3

Read replicas share the reads; writes stay on the primary.

One way to solve it

Add read replicas (or a cache) so the primary only takes writes and a share of reads.

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