---
title: "Discussion on \"Rebuilding by Removing: How I Made My Sports Analytics Pipeline 20x Faster\" | Hashnode"
description: "Discussion on \"Rebuilding by Removing: How I Made My Sports Analytics Pipeline 20x Faster\". From Overengineered Kafka Pipeline to a Simple, Lightning-Fast System: What I Learned by Ruthlessly Removing Complexity"
url: "https://hashnode.com/posts/rebuilding-by-removing-20x-faster-sports-analytics-pipeline/69e9bf062fb2fc72b4cfb9e6"
---

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# [Rebuilding by Removing: How I Made My Sports Analytics Pipeline 20x Faster](https://mblessed.hashnode.dev/rebuilding-by-removing-20x-faster-sports-analytics-pipeline?utm_source=hashnode&utm_medium=feed)

From Overengineered Kafka Pipeline to a Simple, Lightning-Fast System: What I Learned by Ruthlessly Removing Complexity

Apr 23 · 12 min read · mblessed.hashnode.dev  
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-   [#system-design](https://hashnode.com/tag/system-design)
-   [#software-architecture](https://hashnode.com/tag/software-architecture)
-   [#sports](https://hashnode.com/tag/sports)
-   [#performance-optimization](https://hashnode.com/tag/performance-optimization)
-   [#fastapi](https://hashnode.com/tag/fastapi)
-   [#duckdb](https://hashnode.com/tag/duckdb)

## Written by

[Madukoma Blessed](https://hashnode.com/@mblessed)

@mblessed · Nigeria

  
[View profile](https://hashnode.com/@mblessed)

Software Engineer (Data|ML)

A software engineer with 3+ years of experience, tasked with demystifying the amazing world of scalable, performant systems by designing, developing and maintaining high-quality, user-friendly services. Having worked on various projects ranging from startups to big tech enterprises, my interests lie in areas including data, software systems, technology, finance, customers and organizational success. As a skilled communicator and innovative engineer with an eye for detail, I excel in fast-paced environments. I find joy in collaborating with diverse teams of designers, engineers, and product managers, crafting tailored solutions that perfectly fit an organization's requirements.

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