Our journey to JupyterHub and beyond

This post outlines Expel’s experience deploying and operationalizing JupyterHub to centralize notebook use across the organization, describing benefits (shared environments, reduced dependency and data sprawl, centralized credentials), configuration choices (OAuth, default landing page, environment variables), CI/CD and packaging workflows for versioned notebooks, filesystem permission strategies, and plans for scheduling and Kubernetes integration.