Stop Building Experimentation Tools for Each Team. Do This Instead.
Roku’s engineering team transformed their experiment analysis by decoupling data generation from analysis, building a unified platform that serves multiple teams. This approach eliminates duplicated effort, ensures consistent metrics, and scales across the organization. The lesson: stop building one-off tools for each team and start building infrastructure that works for everyone.