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title: Improving the Efficiency of Rendering User Holdings
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# Improving the Efficiency of Rendering User Holdings

**[Groww Engineering](https://daily.dev/sources/growwengg)** · 6 min read · 17 upvotes · 0 comments

## Summary

Groww's engineering team tackled a high-traffic problem where the Holdings page received up to 1M requests per minute at market open. Analysis revealed 90% of users didn't trade on a given day, yet every request triggered full data fetches from Portfolio and Positions services. The solution shifted from optimizing retrieval speed to avoiding unnecessary retrieval entirely. A dedicated Holdings Service was built using CQRS, ingesting data via CDC pipelines. HTTP ETags stored in Redis enabled lightweight cache validation before any expensive downstream calls — returning 304 Not Modified when holdings hadn't changed. The result: 66% of requests never reached the retrieval path, downstream services were scaled down, and infrastructure costs dropped significantly. The service was built on CockroachDB to support future cell-based architecture.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://tech.groww.in/improving-the-efficiency-of-rendering-user-holdings-ec2e9ccc4ca7>

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---

Tags: [#distributed-systems](https://daily.dev/tags/distributed-systems), [#redis](https://daily.dev/tags/redis)

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