Performance Engineering and Database Development at MongoDB

Autor: David M. Daly
Rok vydání: 2021
Předmět:
Zdroj: ICPE (Companion)
Popis: Performance and the related properties of stability and resilience are essential to MongoDB. We have invested heavily in these areas: involving all development engineers in aspects of performance, building a team of specialized performance engineers to understand issues that do not fit neatly within the scope of individual development teams, and dedicating multiple teams to develop and support tools for performance testing and analysis. We have built an automated infrastructure for performance testing that is integrated with our continuous integration system. Performance tests routinely run against our development branch in order to identify changes in performance as early as possible. We have invested heavily to ensure both that results are low noise and reproducible and that we can detect when performance changes. We continue to invest to make the system better and to make it easier to add new workloads. All development engineers are expected to interact with our performance system: investigating performance changes, fixing regressions, and adding new performance tests. We also expect performance to be considered at project design time. The project design should ensure that there is appropriate performance coverage for the project, which may require repurposing existing tests or adding new ones. Not all performance issues are specific to a team or software module. Some issues emerge from the interaction of multiple modules or interaction with external systems or software. To attack these larger problems, we have a dedicated performance team. Our performance team is responsible for investigating these more complex issues, identifying high value areas for improvement, as well as helping guide the development engineers with their performance tests. We have experience both hiring and training engineers for the performance engineering skills needed to ship a performant database system. In this talk we will cover the skills needed for our performance activities and which skills, if added to undergraduate curricula, would help us the most. We will address the skills we would like all development engineers to have, as well as those for our dedicated performance team.
Databáze: OpenAIRE