The current state of applications is growing increasingly complex with distributed microservices, multi cloud networks, and rapid development and deployment practices. This makes troubleshooting and securing those applications much more difficult. However, there is a solution and that is data! Traditional troubleshooting and security relied on collecting signals in production environments, however collecting data from the development lifecycle and the tools relied upon to deliver code to the cloud will help catch potential attack vectors earlier and reduce the effort to resolve them.