Umber Tools provides an opinionated framework and CLI for Australian developers to deploy ML models to AWS and Azure without containerization or Kubernetes expertise. The project started at UTS and has attracted contributions from over 200 developers across ANZ. The core library is used by fintech, edtech, and logistics startups to accelerate time-to-market.