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SaaS
· 2024

Aperture Analytics

Real-time product analytics at billion-event scale

Aperture Analytics
Client
Series B SaaS
Role
Product & Platform Engineering
Year
2024
Duration
6 months
Challenge

The client was hitting query latency walls at 10B+ events with their existing warehouse. Dashboards took 30+ seconds and blocked product decisions.

Solution

We re-architected the ingestion pipeline on Kafka + ClickHouse, introduced pre-aggregated materialized views, and rebuilt the app on Next.js 14 with server components and streaming. Query p95 dropped from 28s to 680ms.

41x
faster dashboards
10B+
events / day
99.99%
ingestion SLA
Tech stack
Next.jsClickHouseKafkaTailwindtRPC

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