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The latest News and Information on Monitoring for Websites, Applications, APIs, Infrastructure, and other technologies.

Hybrid cloud management: 6 challenges IT teams need to solve in 2026

In 2026, a hybrid cloud is no longer something organizations are working toward; it's already where they are. According to Forrester's The State Of Cloud Series 2026, the vast majority of enterprises across major markets, including the United States, India, Australia and New Zealand, Canada, and the Asia-Pacific region, are running some form of a hybrid cloud, combining public cloud platforms with private infrastructure, colocation data centers, and sovereign cloud providers.

Build incident response workflows with Datadog Bits Chat

See how Bits Chat turns a natural-language request into an automated incident response workflow. In this demo, Bits Chat builds a workflow that investigates a monitor alert, identifies whether a recent deployment caused the issue, rolls it back when appropriate, and sends a summary to Slack.

Reliability Is the Test Agentic NetOps Has to Pass

It is 2:14 a.m. An agent has correlated a latency spike to an asymmetric routing condition and is ready to reroute traffic away from the affected path. The plan looks right. The only question that matters to the on-call SRE is whether to let it run, and that question is not really about the agent. It is about whether the picture the agent reasoned from is complete enough to trust at 2 a.m. with production on the line.

Help Desk Software for Schools: Managing IT Support Across Campuses

How many support requests reach school IT staff each week without ever becoming a ticket? A teacher stops a technician in the corridor about a projector that will not connect. An office administrator sends a direct email about a locked account, and a student tells the librarian their laptop stopped charging during second period. Help desk software for schools collects those requests into one queue, routes them by site and category, and keeps a record of what was done.

Agent vs Agentless Monitoring and How to Decide What Goes Where

Why does half the infrastructure end up returning no monitoring data? The standard plan is to install collection software on everything, which moves quickly across servers and stops dead at the first device running closed firmware. Storage arrays, firewalls, and switches will never accept an install, and the rollout stalls there. That plan usually gets set once for the whole environment, with a single collection model applied to hardware it was never suited for.

How to Cut SIEM Ingest by 90% Without Losing Detection Coverage

Every SOC team knows the trade-off. Send everything to the SIEM platform and pay for it. Or filter aggressively and risk missing something. Filter lists are written once, during onboarding. Detection content keeps moving after that. Smart Engine, the new core of the VirtualMetric DataStream pipeline, takes the guesswork out of that decision. It reduces SIEM ingest using your registered detection rules. An event that no registered detection could match is dropped.

Live Debugging for Critical Systems: MTBF, MTTR & MTTA

A critical system has to stay reliable without new failures or added downtime, and live debugging, confirming the root cause without stopping the system, is often the only way to do that. In practice, this means having runtime context: on-demand evidence generated at the point of failure rather than logging configured months earlier, which is what keeps MTBF up, MTTR, and MTTA down.

Can we live dangerously? Sandboxing Claude, and the Claude foreman that runs the rest

While logging into one’s LinkedIn will spew out endless talk of AI possibilities from “thought leaders” and the semi-disconnected alike, another pocket of the world spent the last few weeks watching the Shai-Hulud worm chew through npm. A self-propagating credential stealer that hit 400-plus packages and, delightfully, planted Claude Code and VS Code hooks so just opening the repo could run its payload.

Prompts, skills, and the AGENTS.md nobody wants to write (and how Anthropic writes theirs)

You’ve watched Claude Code compact a conversation. The context bar fills, it pauses, a summary appears, and it carries on like nothing happened. You probably assumed a housekeeping script trimmed the transcript in the background. It didn’t. The model compacted itself. When the window fills, Claude Code sends a long, specific prompt telling the model how to summarize its own conversation. Then it does, same model, same turn. The thing managing your context window is just another instruction.

Top Tips: How to be a tech-savvy traveler

Top tips is a weekly column where we highlight what’s trending in the tech world and share ways to stay ahead. This week, let's look at a few ways you can be a tech-savvy traveler. Being a traveler is not easy, but with today's modern technology, it has become much easier. When we travel to places with no network, we sometimes forget about the ways we can use technology. Excluding the more familiar, I'm going to list some lesser-known tips. 1.