---
title: "Comment by Akash R Chandran on \"From Failure to Flow: How I Used Polars to Conquer Memory Issues in Our Data Pipelines\" | Hashnode"
description: "This seems to be quite a good situation to use polars. I have also been using polars, instead of numpy and it has been a game changer."
url: "https://hashnode.com/posts/from-failure-to-flow-how-i-used-polars-to-conquer-memory-issues-in-our-data-pipelines/680d273bc4573c303781167c/comment/68c0efe2bd1605867fb0c71a"
---

[Discussion](https://hashnode.com/posts/from-failure-to-flow-how-i-used-polars-to-conquer-memory-issues-in-our-data-pipelines/680d273bc4573c303781167c)

Comment [From Failure to Flow: How I Used Polars to Conquer Memory Issues in Our Data Pipelines](https://hashnode.com/posts/from-failure-to-flow-how-i-used-polars-to-conquer-memory-issues-in-our-data-pipelines/680d273bc4573c303781167c)

[Akash R Chandran](https://hashnode.com/@akashrchandran)

[Sep 10, 2025](https://hashnode.com/posts/from-failure-to-flow-how-i-used-polars-to-conquer-memory-issues-in-our-data-pipelines/680d273bc4573c303781167c/comment/68c0efe2bd1605867fb0c71a)

This seems to be quite a good situation to use polars. I have also been using polars, instead of numpy and it has been a game changer.