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hardSystem Design

How would you design ad click event aggregation?

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01

Understand the problem

Design ad click event aggregation at scale — requirements, capacity, and trade-offs.

system-designcase-study
02

Attempt it yourself

Sketch your approach before reading the solution — that's what interviews test.

Nudge consolestandby

Stuck? Beam a request up — the console returns a conceptual nudge that guides your logic without spoiling the implementation.

03

Study the solution

Design Ad Click Event Aggregation

Count clicks/impressions per ad per minute for billing, late events handled.

LayerTech
IngestKafka ad_clicks 100K/s
WindowFlink tumble 1m event-time + watermark 30s + allowed lateness 1m
StoreClickHouse `AggregatingMerg

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04

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