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Juan C. Del Monte
Juan C. Del Monte

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Turning Pandas Dataframes into Hypercubes, Meet Cube Alchemy

๐Ÿš€ I would like to share with you my last project, Cube Alchemy: an open-source Python engine for semantic modeling, smart automation, and multidimensional analytics.

It started as a way to make my data workflows less messy by turning dataframes into reusable hypercubes, letting you define dimensions, metrics, and queries declaratively.. all while automating the boring plumbing.

Whether youโ€™re a Python-loving analyst, a BI team craving flexibility, or a data org that dislikes vendor lock-in, Cube Alchemy is built to give you clarity, control, and a little magic.

Highlights:

๐Ÿค– Automates relationships and joins

๐Ÿงญ Declarative semantic modeling

โšก Interactive in notebooks and Python apps like Streamlit

๐Ÿงฉ Filters, plotting, YAML catalogs, and query enrichment

Open-source, flexible, and made for developers who want more than just dashboards โ€” itโ€™s for anyone who wants to shape analytics on their terms.

๐Ÿ’ฌ Feedback, ideas, or collabs are more than welcome โ€” especially from anyone exploring open semantic layers or Python-native analytics.

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