Problems / Databases, easy

The 1.5-second query

A missing index makes every read take 1.5 seconds. The API gives up after 1 second and retries.

Free to open. Runs in your browser, no sign-up.

Your goals

Success ≥ 99%, Apdex ≥ 0.90.

The traffic

2,000 requests a second for 30 seconds: 100% 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 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.8 vCPU · 50 connections

Hints

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

Hint 1

Nothing is overloaded: it is just slow.

Hint 2

Latency is the problem; capacity follows from it.

One way to solve it

Make the query fast (“make the database respond in 9 ms”: add the index).

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