Monitoring high-throughput services is complicated, even more so in a continuous deployment world. It's difficult to map all user inputs and validate them pre-launch. It's also difficult to simulate system failures, like network & disk errors. Verifying that the service operates as expected is not trivial at all. In this session I will share best practices and guidelines we adopted at Outbrain for monitoring services.