Teams need a means of identifying potential bugs and security concerns prior to release—with speed and precision, and without the need to roll back or stage. By simultaneously running live user traffic against the current software version and the proposed upgrade, you can detect bugs while reducing risk and downtime.

When testing applications, documenting and interpreting test results can be a challenge. Data models enable us to collect and process test data more dynamically and uniformly. To design effective data models for self-documented tests, there are three important things to consider: what to document, collect, and report.

The product manager and the development lead partnering well together is a cornerstone of great product teams. The behavior they exhibit sets the standard for how the team cooperates, connects, and thrives. One great way to do this is getting closer to your customer. Here’s how this advice works with both protagonists.