Today, while platforms like Snowflake/GCP/AWS unlock insights and exploration, the volume of pipelines, the complexity of infrastructure, and the increasing cost of computing are overwhelming data teams. Single Origin helps data-driven organizations boost team productivity while realizing cloud cost savings. Our unique automated data semantic platform, operating between data warehouse and data tools/applications, analyzes all of an organization's queries; then algorithmically dedupes and simplifies inefficient queries, pipelines sharing similar table scans. We are the team that built and scaled uMetric at Uber, as well as other data infrastructure tools across Snap, Twitter/X, Reddit, Amazon, and Microsoft.