Speaker sucking on candy or something lots of mouth noise. Talked about Pinterest history and context. What is Canary Analysis - A step in the CI/CD pipeline - Service metrics need to be stored in a time series DB Definitions - Invisible : it's automated, but customers are impacted and may need remediation - Infrastructure : Application dependencies So this talk is about using a step in the CI/CD pipeline that looks at application dependencies, and the result will have a reduced impact on the developer / consumer of the service. *Needs to be working in production ...* It's not off the shelf, or instantaneous, and requires a significant amount of time in the build process to do the analysis correctly. Ultimately Canary Analysis is a script that analyses the existing environment and then compares it against the newly deployed process to confirm if the deploy is good or not. you need at least 50 data points to have a reliable amount of analysis. there is a book on SRE on google. SRE0BOOK monitoring distributed systems. The discussion and content was good , but not really targeted to our current use case.