Databricks provides a unified data, analytics, and AI platform (the 'lakehouse') that lets enterprises store, process, and build AI/ML models on their data.

Upscale AI builds full-stack AI networking infrastructure — silicon, systems, and software — to connect accelerators, memory, and storage into a high-performance fabric for large-scale AI training and inference.