Operations | Monitoring | ITSM | DevOps | Cloud

Measure the real impact of AI coding tools on software delivery with Datadog AI Impact

Engineering teams have rapidly adopted AI coding tools, but organizations still struggle to understand their impact. Existing dashboards focus on activity, such as daily active users, acceptance rates, or lines of generated code, but these metrics don’t answer a more important question: Are teams actually shipping more, faster, and with fewer issues?

Your agent can't fix what it can't see

Agents are getting better and better at fixing bugs. They’re even getting better at testing their work, thanks to headless browsers, sandboxes, simulators, etc. But what about the bugs that only show up once you bring in different browsers, languages, extensions, internet speeds, and all the other variables that get mixed in the second you ship to prod? Or all the bugs that only show up when you account for… well, humans being humans and doing weird stuff you didn’t expect them to do?

How to Reduce Help Desk Demand (Hint: It's Not a Help Desk Issue)

Most IT organizations are trying to reduce help desk demand the same way they have for years: by making the help desk itself more efficient. They improve routing, tighten SLAs, expand self-service, and add AI into the support flow. These changes can make the queue move faster, but they do not stop the work from arriving in the first place. The same problems keep finding their way back to IT. Employees lose time to slow devices, unreliable apps, failed updates, access issues, or confusion after a rollout.

What Is Internet Congestion and How to Fix It

Your VoIP calls are choppy. File uploads are crawling. Your team is complaining that the CRM is sluggish, and remote desktop sessions keep freezing. You check your firewall, your switches look clean, and there are no alerts on your LAN. The problem isn't inside your network. It's upstream, and it's happening quietly every day during peak hours.

Operator now has Long-Term Support (LTS) version

VictoriaMetrics Operator has been developing at a neck-breaking pace, bringing numerous improvements, features, and fixes to our community. We usually make at least a single release every two weeks. While this rapid iteration cycle is great for delivering fixes and improvements quickly, it can be challenging for administrators managing critical production environments.

What Is Hybrid Cloud Monitoring (And How To Actually Do It Well)

Most IT teams running a real hybrid setup are not short on data. They are short on a place where the data agrees with itself. By the end, you will know what to ask a vendor for, where teams usually trip, and how to scope a proof of concept that does not burn a quarter. Hybrid cloud monitoring is the ongoing collection of telemetry across your on-prem kit and one or more public clouds, treated as one environment instead of two or three. The goal is not just visibility.

DNS Monitoring for MSPs: A Complete Setup Guide

If you run an MSP, this is the call that ages you. The fix is almost always small. A record was edited at the registrar. A vendor changed an MX target. A new tool added a TXT record and pushed SPF over the lookup limit. None of that should reach a client. With the right monitoring, none of it does. Here is a real one. A 40-person law firm renews their EV certificate. The vendor needs a CAA record cleaned up.

Exploring Powerful Power BI Dashboards for Smarter Decision-Making

Operational dashboards help teams answer urgent business questions quickly. They show whether production is on track, inventory is healthy, downtime is rising, or resources are being stretched too thin. This article explores practical Power BI dashboard examples for operational efficiency across production, supply chain management, resource planning, and performance measurement. It also explains how to build dashboards that support real decisions rather than simply displaying data.

Essential Mac Maintenance Tips for Operations Professionals

Operations professionals rarely have the luxury of working slowly. Their day consists of managing deadlines and analyzing reports, communicating between teams, and organizing files. It also involves constantly switching between dozens of services. At this pace, the Mac becomes the hub of daily coordination. That's why performance speed, system stability, and macOS predictability have a direct impact on performance. Most Mac issues arise from a lack of regular maintenance. Chaotic background processes, overflowing storage, outdated security settings, and more can gradually turn even a powerful MacBook into an unstable device.

Shopify outage on May 22, 2026 impacted merchants worldwide

On May 22, 2026, merchants using Shopify experienced a brief but widespread disruption that affected access to product pages, collections, and administrative tools. While the outage lasted less than an hour, it created immediate challenges for businesses that rely on Shopify to manage inventory, update products, and operate online stores. StatusGator detected the developing incident at 10:20 UTC using Early Warning Signals, 18 minutes before Shopify officially acknowledged the outage at 10:38 UTC.