Apache Calcite is a project that serves as a foundational framework for high-performance databases, originally started as 'Optiq' and graduated to a top-level project in 2015. The document discusses its SQL parser, cost-based optimizer, and pluggable data sources, emphasizing its extensibility and user-implemented features. Additionally, it introduces Avatica, a sub-project that provides a wire protocol for database interactions.