Dive into the core philosophy of Ibis with this resource, which breaks down its fundamental principles as a Python-native interface for data interactivity. This document clarifies that Ibis acts as an engine-agnostic framework, unifying diverse data backends like Polars and Snowflake under a consistent Pythonic API. Discover how this powerful approach empowers users to seamlessly leverage various data processing tools without vendor lock-in, simplifying complex data interactions within the Python ecosystem.