I'm researching how engineers reduce risk when making changes in production. Teams often use automated unit and integration tests, regression testing, canary or ring-based releases, feature flags, automated…
My company is making a major shift toward AI-assisted development, and I'm struggling to find a productive way to use it. I was asked to build something outside…
I'm using AWS SAM to provision API Gateway, Lambda functions, and an RDS database. I want to automate schema migrations with a tool like Alembic, but I don't…
I'm using AWS SAM to provision API Gateway, Lambda functions, and an RDS database. I'd like to automate schema changes with a tool such as Alembic, but the…
What are the practical trade-offs between blue-green deployments and standard rolling updates in Kubernetes, and when is the extra complexity justified? I'm especially interested in production experience and…
I'm comparing blue-green deployments with standard rolling updates for a Kubernetes application. I'm trying to understand when the extra infrastructure and operational complexity are justified. If both versions…
I'm building a small Node.js/Express web app backed by a local SQLite database on the same Debian VPS as the application. I've deployed it manually over SSH by…
We use trunk-based development with one main branch deployed to staging first and then production after validation. Alembic migrations run as part of updating the service. We have…
I'm learning Kubernetes locally with kind while building a microservices project. The application has five Node.js/Express services, and each service has its own PostgreSQL database managed by a…
I'm currently using Azure SQL DB Geo-Replication, but I need to pause replication during deployments of new database deliverables while ensuring that the source database stays active. What…
I'm trying to figure out the best way to handle database migrations within my Kubernetes cluster for my Symfony and Laravel applications. I'm using Kustomize and my apps…
I've been working with Spring Boot for a while, and I've just started learning Symfony at university. In my job, we always use Liquibase or Flyway and manually…
Hey everyone! I've been working on a PHP Laravel application and wrote my Dockerfiles last week. The experience has been great, but I'm stuck on one issue. When…