Operations | Monitoring | ITSM | DevOps | Cloud

AI-native SaaS products aren’t failing because the models are bad. They’re failing because the architecture can’t keep up with how AI actually behaves in production. What looks affordable in staging can erode your margins once real customers, workflows, and automation come into play. Designing AI-native SaaS architecture is now as much a margin decision as it is a technical one.

We’re excited to announce support of physical environments in the Terraform Provider for Kosli! What’s Included Environment Management: Full lifecycle support for creating, updating, and managing physical environments types: K8S, ECS, S3, docker, server, and lambda. Manage legacy environments as IaC: Import your existing physical environments to have Terraform manage them.

Open source libraries are repositories of code that developers can use and, depending on the license, contribute to, modify, and redistribute. Open source libraries are usually developed on a platform like GitHub, and distributed using package registries like PyPI for Python and npm for JavaScript. These repositories contain pre-written, re-usable code that developers use to add elements or features within their software projects.

Being on-call can sometimes feel overwhelming. If that feeling goes unnoticed for too long, it often translates into burnout. And early burnout signs usually show up in ways, like how people respond to incidents or how they feel about the schedule. This guide walks through four such signs that can be useful to watch for before on-call burnout sets in.

The European directives NIS2 (Network and Information Security Directive 2) and Critical Entities Resilience (CER) Directive have rapidly sharpened the conversation around digital resilience. While many organizations initially viewed these directives as an extension of their cybersecurity obligations, it is becoming increasingly clear that much more is at stake. These directives require a strategic transformation in how organizations manage risks, processes, and responsibilities.

In the high-stakes world of modern infrastructure management, "move fast but break things" is not a viable strategy. As organizations scale their digital footprints, the competing demands of velocity and vulnerability have created a new operational reality. Today, the integrity of your infrastructure is synonymous with the integrity of your business. For system administrators and DevOps engineers, the landscape has shifted. It is not enough to simply provision servers and deploy applications.

Sometimes the biggest challenges in software aren’t about code — they’re about consensus. What do we call things? What do we standardize? And how do you evolve a system that thousands of companies depend on without breaking everything along the way?

The things that separate a minimum viable product (MVP) from a production-ready app are polish, final touches, and the Pareto 'last 20%' of work. Most bugs, edge cases, and performance issues won't show up until after launch, when real users start hammering your application. If you're reading this, you're probably at the 80% mark, ready to tackle the rest.

Enterprises have never had more access to artificial intelligence and less certainty about what it is delivering. Generative AI tools now sit inside everyday workflows, embedded across productivity software and operational systems employees rely on for critical work. They generate insight at scale, reveal patterns more clearly than before, and offer earlier visibility into potential risk.

If you’ve spent any time working with Oracle databases, you’ve probably internalized a few expectations so deeply that you don’t even think about them anymore. One of the biggest is this: Database users, tables, views, and metadata are in UPPERCASE. So, when you query the database directly, no matter if using SQL*Plus, SQLcl,SQL Developer, or any other tool, you’re going to format your query in a common way.