To understand what’s going on in their environment, DevOps teams usually ship some combination of logs, metrics and traces—depending on which signals they’re hoping to monitor. Each data type will expose different information about what is happening in a system. However, not all of that information will be helpful on a day-to-day basis, which can rack up unnecessary data storage costs. That should require users start to filter telemetry data across their observability stacks.

Heroku is a fully managed, container-based, cloud platform for deploying and running modern apps. Heroku takes an app-centric approach to software delivery and integrates with today’s most popular developer tools and workflows. One of today’s (and yesterday’s and tomorrow’s) most popular developer tools is Sentry.

Last month, our team published a blog post titled How we reduced the AWS costs of our streaming data pipeline by 67%, which went viral on HackerNews (Top 5). Clearly, developers are hungry to learn about new AWS cost-saving strategies. We’ve had a lot of questions about AWS cost optimization stemming from the original post. However, this question from Carl at Klarna inspired us to write another post. So without further delay, here’s how we approached the problem and made the switch.

Editor's note: This change to the GPG signing key affects both Puppet Enterprise users and open source Puppet users. If you're using Puppet Enterprise, you'll be getting the new key in an upcoming release, or if you manually update your version of puppet-agent, you'll get it then. Thanks to Morgan Rhodes (@KnittyNerd) for all the technical details for this blog post.

As cloud environments grow and evolve more rapidly than ever, and with new cloud services emerging every day, achieving and maintaining a high level of organization across hundreds of resources and global teams can seem like a daunting task. However, it’s not impossible, and can be done through tagging. This post will cover the fundamentals of tags, as well as a comprehensive roadmap to developing a tagging strategy.

While searching for your next GNU/Linux enabled computer, you may have found that some vendors such as Dell, HP and Lenovo sell a selection of desktops and laptops with Ubuntu pre-installed. In fact, Ubuntu is certified on an ever-growing list of hardware. But what does it mean exactly for such a device to be “Ubuntu certified”, and how does this happen? Let’s find out.

Logs provide a wealth of information that is invaluable for use cases like root cause analysis and audits. However, you typically don’t need to view the granular details of every log, particularly in dynamic environments that generate large volumes of them. Instead, it’s generally more useful to perform analytics on your logs in aggregate.

Here at Blameless, every aspect of our product has SLOs (Service Level Objects) and error budgets in order to help us understand and improve customer experience. Sometimes, these error budgets are at risk, triggering an incident. While incidents are often painful, we treat them as unplanned investments, striving to learn as much as we can from them. We empower all of our engineers to handle an on-call rotation, no matter how difficult the issue.

Ocean by Spot enables a serverless container infrastructure experience. Today, we are excited to deliver a configurable health check period for auto scaling nodes in order to increase the flexibility of Ocean to meet all of our customer’s needs.

Cloud native and open source technologies have modernized how we develop software, and although they have led to unprecedented developer productivity and flexibility, they were not built with enterprise needs in mind. A primary challenge is bridging the gap between cloud native and enterprise reality. Enterprises need a centralized Kubernetes management control plane with logging and monitoring that supports security and governance requirements extended through essential Kubernetes frameworks.