Ownership is a key aspect of large-scale software development. We examine the relationship between different ownership measures and software failures in two large software projects: Windows Vista and Windows 7. We find that in all cases, measures of ownership such as the number of low-expertise developers, and the proportion of ownership for the top owner have a relationship with both pre-release faults and post-release failures. We also empirically identify reasons that low-expertise developers make changes to components and show that the removal of low-expertise contributions dramatically decreases the performance of contribution based defect prediction. Finally we provide recommendations for source code change policies and utilizationof resources such as code inspections based on our results.
pdf readAs Uber has grown to around 2,200 critical microservices, we experienced these tradeoffs first hand. Over the last two years, Uber has attempted to reduce microservice complexity while still maintaining the benefits of a microservice architecture. With this blog post we hope to introduce our generalized approach to microservice architectures, which we refer to as âDomain-Oriented Microservice Architectureâ (DOMA).
readTo look for guidance in âwhat one says,â or to fall into clichĂ©, would be a serious failingâa failure to bring yourself into full presence with the other. To indulge in euphemisms or to be insistently optimistic would be a different sort of failingâa failure to trust another to endure un-prettified truth.
ai readThis is my comprehensive case that yes, weâre in a bubble, one that will inevitably (and violently) collapse in the near future.
ai readIn this post, Iâll dig into why over-engineering happens, the real costs it creates, and the principles we can use to keep architecture grounded. By the end, Iâll circle back to what simplicity actually looks like in practice and why itâs harder, braver, and more impactful than chasing complexity.
readI feel that my current tech headspace is a sort of limbo made of distrust and uncaring-ness. These feelings are pretty much reactive and defensive. They are a response to what tech has become and is becoming nowadays.
readThe focus on deployment, and the complexity of Kubernetes killed DevOps as it once was. As a lapsed ops person who moved back to development, I always loved the bringing together communities aspect of DevOps. But over time DevOps become just a backend role and job title for people wrangling Kubernetes and other deployment technologies. Somehow it seems easier for people to relate to technology than culture, and the technology started working against the culture.
devops docker readMost people donât even know what sysadmins do, but trust me, if they all took a lunch break at the same time they wouldnât make it to the deli before you ran out of bullets protecting your canned goods from roving bands of mutants.
programming funny readI learned another fact. Nitric acid not only acts upon copper, but it acts upon fingers. The pain led to another unpremeditated experiment. I drew my fingers across my trousers and another fact was discovered. Nitric acid acts upon trousers.
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