Read this resource to learn about Ibis, a Python-native interface designed to upgrade existing MySQL, MS SQL, or PostgreSQL data stacks without requiring major overhauls. Ibis serves as a powerful analytics tool, enabling easy-to-use, portable queries across various backends while automatically generating SQL. Furthermore, Ibis offers a seamless entry point into the Python ecosystem, allowing users to leverage data from legacy systems for modern data analytics and machine learning applications.