Invisible watermarking (IW) is a powerful media processing technique that enables embedding of a small amount of data into media that’s imperceptible to humans but detectable by software. This technology offers a robust solution for content provenance tagging, enabling the identification of the source of content to support various use cases. This talk covers scaling an IW solution from a research model to a production deployment, adapting to challenges and constraints presented by real-world use cases.