Operations | Monitoring | ITSM | DevOps | Cloud

Modern apps are built by many teams, each owning a different set of services: APIs, background jobs, databases, platform components, and more. As the system grows, it gets harder for each team to focus on what actually matters to them.When everything is mixed together, dashboards get messy, service maps are too large to be useful, and alerts end up reaching the wrong people. Instead of helping, your observability stack turns into a distraction. It has lots of data, but no clear context.

Python's logging system provides powerful tools for application monitoring, debugging, and maintenance. This comprehensive guide covers everything from basic setup to advanced implementation strategies, helping you build robust logging solutions for your Python applications.

AI agent observability has become a critical discipline for organizations deploying autonomous AI systems at scale. This guide explores the emerging standards and best practices for monitoring, analyzing, and improving AI agent performance in enterprise environments.

In 2018, I dashed off a punchy little blog post in which I observed that teams with good observability seemed to spend around ~20-30% of their infra bill to get it. I also noted this was based on absolutely no data, only my own experiences and a bunch of anecdotes, heavily weighted towards startups and the mid-market tech sector. This post should have ridden off into the sunset years ago. To my horror, I have seen it referenced more in the past year than in all preceding years combined.

Operational resilience requires more than monitoring or defense alone. Banks are combining observability and security to reduce risk, costs, and downtime, without missing a beat.

Elastic Observability 9.0/8.18 announces several key capabilities: Elastic Observability 8.18 and 9.0 is available now on Elastic Cloud — the only Elasticsearch offering to include all of the new features in this latest release. You can also download the Elastic Stack and our cloud orchestration products — Elastic Cloud Enterprise and Elastic Cloud for Kubernetes — for a self-managed experience. What else is new in Elastic 9.0/8.18? Check out the 9.0/8.18 announcement post to learn more.