Problems / Design a product, hard

Build a metrics and monitoring system like Datadog

Design a Datadog-style monitoring system from an empty canvas: agents push metric batches into an intake, a stream feeds a time-series database, dashboards query it, and alerts page someone.

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What it must do

Scale

Request types to route: ingest (88%, write), query (12%, read). Budget: $3,800 a month.

Estimate first

The test cases

You start from an empty canvas. When you run the tests, each one simulates your design with its own traffic and failures:

TestWhat it doesPasses when
Normal dayThe normal day: the traffic in the brief, nothing broken.Success ≥ 99.9%; p99 latency ≤ 30 ms (ingest); p99 latency ≤ 100 ms (query)
An incidentAt 5 s an incident starts: hosts flood metrics and everyone opens dashboards, 3× traffic for 8 s.Success ≥ 99%; p99 latency ≤ 100 ms (ingest)
Database 5× slowerAt 5 s the main database on the request path answers 5× slower for 8 s.Success ≥ 99%; p99 latency ≤ 30 ms (ingest); p99 latency ≤ 50 ms (query)
A server diesAt 4 s one server of the first app service on the request path dies for 10 s.Success ≥ 99%
Budget: $3,800/monthThe normal day's design must cost at most $3,800 a month.Cost ≤ $3,800/month

Must include

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