At Apple Music, I led cross-regional data and platform programmes, including the Music Services Gateway and a large-scale Concerts Notification platform. Coordinated engineering initiatives improved customer-facing latency by 40–70%, cut Spark pipeline processing from approximately eight hours to three, and reduced pipeline failures by approximately 95%.
At 1Tellect, I shape product strategy and feature priorities for a secure agentic AI orchestration platform. Earlier, I conceptualised and drove an enterprise Knowledge Management platform from concept through production adoption, and at Ocado Solutions I supported customer implementations of the Ocado Smart Platform, including Sobeys.

