May 7, 2026•1 min read•from Towards Data Science

I Rewrote a Real Data Workflow in Polars. Pandas Didn’t Stand a Chance.

From 61 seconds to 0.20 seconds — and the mental model shift I didn't expect

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#real-time data collaboration

#big data management in spreadsheets

#generative AI for data analysis

#conversational data analysis

#Excel alternatives for data analysis

#intelligent data visualization

#data visualization tools

#enterprise data management

#big data performance

#data analysis tools

#data cleaning solutions

#real-time collaboration

#workflow automation

#rows.com

#Data Workflow

#Polars

#Pandas

#Speed Improvement

#Data Processing

#Performance