Robots and autonomous systems generate massive multimodal data streams that existing data infrastructure cannot efficiently handle. The physical world lacks standardized formats, edge processing, and cross-modal synchronization capabilities that the current cloud data stack assumes, creating an opportunity for new infrastructure companies to build the equivalent of Snowflake for physical AI.