Todd is a Sr Director of Engineering at Google where he leads Site Reliability Engineering teams for Machine Learning. Having worked on SRE at Google for more than 12 years, Todd recently gave a talk on how ML breaks in production, drawing on more than a decade of outage reports and postmortems. In this conversation, we go into different aspects of what makes it difficult to do ML well in production - like why it’s not enough to just look at aggregated statistics for ML monitoring, all the caveats of building a generalized platform for model training, and figuring out who’s on the hook when ML models don’t perform as expected in production. We also chat about what Todd looks for when hiring ML SREs, his impressive skill of getting linkedin skills endorsements and much more.
Charity Majors is the co-founder and CTO of honeycomb.io. We had a lot of fun speaking with Charity in this lively conversation! We learned about her journey from being an engineer to co-founding Honeycomb, what it was like being on-call when she was only 17, and staying calm during production incidents. We talked about various production outages throughout the episode. Charity also shares what it takes to build an awesome engineering culture, the engineer/manager pendulum, and qualities Charity looks for when hiring senior engineers.
Tammy Butow is a Principal SRE at Gremlin where she works on Chaos Engineering. In this episode, we discuss how her curiosity led her to the world of infrastructure engineering, an outage from her early days where a core switch took down half the datacenter, her experience running a disaster recovery test and how it taught her about the importance of injecting failures into a system to make it more resilient. We also touch on advanced failure injection techniques, how chaos engineering is evolving. Tammy has some great advice for teams looking to get started with chaos engineering.
Ryan Underwood is a Staff SRE and tech lead on the Helix and Zookeeper SRE team at LinkedIn. Prior to LinkedIn, he was an SRE at Machine Zone and Google. Apart from his regular responsibilities, Ryan’s interest and expertise include debugging production kernel, I/O and containerization issues. His opinion about not treating software as a black box and his persistent approach to debugging complex problems are truly inspiring.
David is LinkedIn’s former SVP of Engineering and Operations. In this insightful conversation, he shares stories from early days at LinkedIn and what it took to develop the culture of "Site Up and Secure". We also talk about David’s 3 retirements throughout his career, his advice on developing operational excellence and lessons on being an effective leader.