Operations | Monitoring | ITSM | DevOps | Cloud

Ask a SaaS team how they measure cloud efficiency, and you’ll hear familiar things. Total cloud spend. Average cost per customer. Maybe a breakdown of spend by service. All useful, but rather wobbly. Now ask, “What does it cost you to serve one more customer?” That’s when the room goes quiet. And that’s often where cloud economics gets really wobbly. Because that number, your marginal cost, is what actually determines your margins. Not your total cloud bill.

Some log sources bundle multiple events into a single record before shipping them. This is common with VPC flow logs, CloudWatch exports, and certain Windows endpoint collectors. While this batching approach is efficient for transport, it creates challenges when you need to filter, search, or correlate individual events. When a log record contains an array of 47 events, your analytics tool sees one entry instead of 47 distinct records.

We’re excited to announce the general availability (GA) of Bitbucket Packages, a native container registry built into Bitbucket Cloud. With this launch, you can now manage your source code, CI/CD pipelines, and now, container images all within Bitbucket. This means less context switching, simplified permission management, and a more cost-effective way for your team to manage container artifacts.

When building static websites with tools like Next.js, getting your content live should be just as seamless as writing it. But in practice, deployment can quickly become a manual chore, especially when testing, caching, and previews are involved. That’s why this guide shows you how to set up a CI/CD pipeline with CircleCI, Cloudflare Pages, and Wrangler. You will use the pipeline to deploy a static Next.js site only when your tests pass.

Database DevOps and migration systems solve different parts of the same workflow - one enables collaboration, governance, and automation while the other delivers structured, versioned schema execution. Using both eliminates release friction by aligning developers, DBAs, and CI/CD pipelines with full auditability and rollback safety. Harness converges these capabilities to make database changes seamless, compliant, and production-ready by design. Every developer knows this story.