 I don't see the role of operations going away. If anything, it is going to become a much more efficient and technically focused role, that will have more engineering focus around it. In the context of the services world and the DevOps world, where operations can now focus their time on three or four core activities that defines the role, those are the more much required functions in the context of the services world. One of the core things that an ops person does in even the previous world as well as the future world is to do hardcore incident management. Operations by their competency and skills are very good at incident management. Now, if you go one step further in terms of the next function, the operations team is being proactive in terms of executing disaster recovery and playing cowers monkey-styled exercises, doing some security drills, basically failing over across regions to see if all the operational processes and structure that the organization has put in place are working the way they're supposed to work. You will need to get so more engineering focus that you are starting to understand various failure patterns in the service that you can now go back and work with your engineering teams in terms of figuring out solutions, preventing problems from happening essentially. Then, there's another big category of the workload that the operations team is going to have to be executing on and that is automation. Now, imagine that you have this massive scale infrastructure that is there. The key thing that the operations person need to do, apart from doing their day job of dealing with Lyset and doing all the proactive drills, is to go figure out all the things that they do on a daily basis manually and go and figure out ways to automate it, and also any other automation that is required to operate the service in a much more efficient way. Whether it is your operational processes and tooling that needs to be automated further, or whether it is around the manual work that the operations team does, or any other operational pinpoints. There's a ton of opportunity for the ops team in the new world to come in and actually make a solid impact in the business by trying to ensure that we run business more efficiently.