“When Dev teams had problems with testing or deployment, they needed more than just technology or environments. What they also needed was help and coaching. At first, we embedded Ops engineers and architects into each of the Dev teams, but there simply weren’t enough Ops engineers to cover that many teams. We were able to help more teams with what we called an Ops liaison model and with fewer people.”