---
title: "Discussion on \"Beyond SQL: How a Data Science Capstone Changed the Way I Think About Metrics, State, and Observability\" | Hashnode"
description: "Discussion on \"Beyond SQL: How a Data Science Capstone Changed the Way I Think About Metrics, State, and Observability\". From SQL Queries to State Representation: Lessons from a Data Science Capstone"
url: "https://hashnode.com/posts/beyond-sql-how-a-data-science-capstone-changed-the-way-i-think-about-metrics-state-and-observability/6a53ec976b1da08c8b241147"
---

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# [Beyond SQL: How a Data Science Capstone Changed the Way I Think About Metrics, State, and Observability](https://evankhandev.hashnode.dev/beyond-sql-how-a-data-science-capstone-changed-the-way-i-think-about-metrics-state-and-observability?utm_source=hashnode&utm_medium=feed)

From SQL Queries to State Representation: Lessons from a Data Science Capstone

Jul 12 · 6 min read · evankhandev.hashnode.dev  
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-   [#sql](https://hashnode.com/tag/sql)
-   [#data-science](https://hashnode.com/tag/data-science)
-   [#observability](https://hashnode.com/tag/observability)
-   [#metrics](https://hashnode.com/tag/metrics)
-   [#feature-engineering](https://hashnode.com/tag/feature-engineering)

## Written by

[Sergio González Téllez](https://hashnode.com/@evandev)

@evandev · Mexico City, Mexico

  
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AI Engineering | ML Systems | MLOps | Building Reliable AI Architectures

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