Modern product analytics platforms must process billions of events while still delivering low-latency queries for dashboards, funnels, and retention analysis. PostHog addresses this requirement by building its analytics engine on top of ClickHouse, a column-oriented OLAP database designed for large-scale analytical workloads. This article focuses exclusively on how ClickHouse is used within PostHog, from data