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Ibis offers a high-impact, low-cost upgrade to your data stack without requiring system overhauls or retraining. It decouples API from compute, providing a consistent Python dataframe interface across 15+ backends like BigQuery, Snowflake, and DuckDB. Easy to install and use, Ibis lets teams tap into the Python ecosystem while working with their existing tools.
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