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Data eXplore : Data Science, ML, Big Data, LLMs and AI Security Data eXplore : Data Science, ML, Big Data, LLMs and AI Security @dataxplore · 579 subscribers
Post #2095 352
What if you could write logic for a DataFrame once and run it on any SQL database?

Many data processing pipelines start with pandas for rapid prototyping, but in production, they already operate on databases like PostgreSQL or BigQuery.

The transition from prototype to production usually means rewriting the same transformation logic in SQL. This takes time and is prone to errors.

Ibis solves this problem: you describe the transformations in Python once, and it automatically compiles them into native SQL for more than 25 backends.


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