Operations | Monitoring | ITSM | DevOps | Cloud

Announcing the 2026 State of AI-First Operations Report

For years, our annual State of Digital Operations report has been the industry benchmark for understanding how organizations manage incidents, build resilience, and evolve their operational practices. Each year, we survey hundreds of business and operations leaders worldwide to capture the challenges, priorities, and emerging practices shaping digital operations.

Building a dry-run mode for the OpenTelemetry Collector

Teams continuously deploy programmable telemetry pipelines to production, without having access to a dry-run mode. At the same time, most organizations lack staging environments that resemble production – especially with regards to observability and other platform-level services.

Shifting Metrics Right

In the shift left era where it feels like we’re pushing everything as far to the start of the SDLC as we can, it may seem counterintuitive to shift anything right. That is, however, exactly what I suggest when it comes to generating metrics. How far you go to the right of the SDLC is a much more nuanced question and is dependent on a lot of factors, and on what metrics you’re talking about.

The hidden reliability risks in your agentic AI workflows

Artificial intelligence recently took a major leap from “saying” to “doing.” Instead of simple back-and-forth chats, we’re now allowing automated AI processes to take action on our behalf—from responding to emails to building and deploying complete applications. This shift from “assistant” to “actor” can make applications more capable, but it also creates additional failure modes.

Nine Ways to Connect to Cloud Using Private Connectivity

Struggling with cloud complexity? Compare dedicated, partner, and IPsec connections to find the right private connectivity solution. Multicloud environments bring complexity, and how you connect to your CSPs can make or break performance, cost, and reliability. Here’s how dedicated, partner, and IPsec connections compare — and which might be right for your business. There are three main methods of connecting to the cloud with private connectivity.

The Hidden Crisis in Modern IT: Interpretation Risk

Technology leaders spent the past decade investing heavily in visibility. They expanded monitoring footprints, adopted cloud-native observability tools, integrated analytics dashboards, and layered on automation intended to streamline detection. Every addition promised deeper insight. Every initiative aimed to bring clarity to increasingly complex environments. Yet operations feel more chaotic, not less. Outages move faster. Incidents cross more boundaries. Signals appear without context.

Fair Source Software in the AI age

Have you noticed AI recently? Yeah, us too. Generative AI is wreaking havoc on the software status quo, and that includes licensing, and that generates … opinions. Sentry has a long history of having opinions about software licensing. We started life as an unlicensed side project in 2008, then went through BSD, to BSL, to writing our own license, FSL.

5 AI And Cloud Cost Problems That Are Now Everyone's Problem

Not long ago, cloud cost was an engineering problem. FinOps teams owned it, finance leaned in occasionally, and everyone else stayed out of it. Now, that’s changed. AI changed who has skin in the game. CFOs get asked about it in board meetings. CEOs field questions on earnings calls. The audience for cloud cost management has exploded — and that means the conversation CloudZero is built to enable isn’t only a technical one, it’s a business one.