Mandi Walls is a DevOps Advocate at PagerDuty. For PagerDuty, she helps technology organizations increase their effectiveness with modern IT practices and unplanned incidents. She is a regular speaker at technical conferences when she isn’t podcasting, streaming, or writing about PagerDuty. She is interested in the emergence of new tools and workflows to make the task of operating large complex computing systems more approachable.