Operations | Monitoring | ITSM | DevOps | Cloud

You built the MCP server. Now track every client, tool, and request with Sentry.

TL;DR - Starting today, you can instrument most server-side JavaScript SDK based MCP servers with one line of instrumentation code within your MCP SDK implementation. Click to Copy Click to Copy With this in place, you’ll be able to see details like protocol usage, client usage, traffic, tool usage, and performance across your MCP implementation.

Simplify XML log collection and processing with Observability Pipelines

In Microsoft-based environments, Windows event logs capture critical security events like user logins, privilege escalations, and system changes. These logs are vital for compliance and investigations. However, they’re natively formatted in XML, a verbose and deeply nested structure that is hard to search without preprocessing and inefficient to store.

Iceberg Topics for Apache Kafka: Zero ETL, Zero Copy

We’re rolling out table-formatted topics for Apache Kafka, enabling open-source users to ingest, process, and emit data natively as Apache Iceberg tables. We’ve developed a new class of topics in Apache Kafka that stream data into lakehouse formats such as Apache Iceberg. The developer experience, similar to Diskless, is flexible, and the topics are opt-in via cluster configuration.

Network Switch Monitoring: How to Monitor Switch Performance with SNMP

If you’ve spent any time managing networks, you know the switch is the backbone that keeps everything connected, but it’s easy to take them for granted until something breaks. Monitoring network switches isn’t just “nice to have”; it’s critical if you want to avoid those sudden outages that bring everything to a halt.

AI in observability at Grafana Labs: Making observability easy and accessible for everyone

Did you know that observability has been around for more than six decades? It all goes back to a Hungarian-American inventor named Rudolf Kálmán who thought about how external outputs could measure the internal state of a machine. Kálmán wrote about monitoring single-input single-output systems, but our demands are very different today. We need to observe monoliths, microservices, clusters, pods, regions, and many more.

AI for Grafana onboarding: Get your teams started quicker with Grafana Assistant

Grafana puts a powerful set of observability capabilities right at your fingertips, but onboarding entire teams to the sophisticated platform is often a nontrivial exercise—one that can slow adoption and prevent organizations from getting immediate value. We want to make the process as frictionless as possible, which is why we’re excited to tell you that Grafana Assistant is now available in public preview to all Grafana Cloud users.

Incident Management Takes a Giant Leap with Next-Gen ServiceNow Integration

In the fast-paced world of digital operations, the gap between detecting an issue and resolving it can mean the difference between a blip in service and a full-scale customer impact. That’s why organizations worldwide rely on ServiceNow for IT service management and xMatters for intelligent incident response automation.

Using Claude to power up your onboarding

I joined incident.io about ten weeks ago, having been in my previous role for four and a half years. Being a new starter was an unusual feeling for me, and there's been a huge amount to learn; but by lunch on my second day (!) I had started shipping value to our customers. A large part of hitting the ground running has been having a colleague alongside me, who I can pester with questions, who doesn’t get offended when I write in all capitals, and often praises me for being absolutely right!

Zero-downtime deployment with Flagsmith and CircleCI

As developers, we continually strive to improve our software. This often means rolling out new software features at a rapid pace. However, deploying new features to production is not without risk. From no real production testing to limited rollback options, traditional deployment can quickly become frustrating. The worst issues, though, usually stem from one thing: buggy features making their way into the hands of users.