Operations | Monitoring | ITSM | DevOps | Cloud

Turning Incidents Into Insight: The Continuous AI Operations Loop Explained

Modern systems generate enormous volumes of operational data. Yet, most incident workflows still treat every outage like a one‑off fire drill: an alert fires, responders scramble, the issue is resolved, the status page goes green—and the organization learns almost nothing from the experience. Meanwhile, the same patterns quietly repeat in code releases, logs, traces, and support tickets until they erupt into the next ‘unexpected’ incident.

Key Metrics Your Browser Monitoring Software Should Track

Modern web applications rely on seamless user experiences, fast load times, and reliable performance across every device and region. Browser monitoring tools make these features possible by tracking how real web browsers interact with your site revealing issues long before users notice them. To ensure your monitoring setup captures everything that matters, here are the five essential metrics every browser monitoring solution must track.

Efficiency at any scale: How HAProxy maximizes the benefits of modern multi-core CPUs

Unlock peak load balancing performance with HAProxy! In this blog post, we'll explore how HAProxy intelligently harnesses the power of modern multi-core CPUs while navigating challenging architectural complexities like NUMA. Discover how HAProxy leverages optimized multithreading and provides automatic CPU binding to deliver both unparalleled efficiency and speed, ensuring your load balancing is faster than ever.

Harness AI November 2025 Updates: AWS Integration, Database DevOps, & Enterprise-Grade AI Across the SDLC

November was another big month for Harness AI, with new capabilities that deepen our work with AWS, bring AI-native automation to the database, and keep our model stack on the cutting edge across the SDLC.

Secure by Default: Why AI-Driven Delivery Needs a Rethink

AI speeds delivery but expands risk. Teams need context, verification, behavior detection, and learning to stay secure by default. Software delivery has been accelerating for more than a decade, and the arrival of AI has pushed us into an entirely new velocity class. Code generation, configuration scaffolding, infrastructure suggestions, remediation hints, and deployment decisions now involve AI. It participates in every stage of the delivery pipeline. On the surface, this feels like progress.

Marginal Cost Explained: The KPI Every SaaS CFO Cares About (But You Rarely Track)

Ask a SaaS team how they measure cloud efficiency, and you’ll hear familiar things. Total cloud spend. Average cost per customer. Maybe a breakdown of spend by service. All useful, but rather wobbly. Now ask, “What does it cost you to serve one more customer?” That’s when the room goes quiet. And that’s often where cloud economics gets really wobbly. Because that number, your marginal cost, is what actually determines your margins. Not your total cloud bill.

OTel Updates: Unroll Processor Now in Collector Contrib

Some log sources bundle multiple events into a single record before shipping them. This is common with VPC flow logs, CloudWatch exports, and certain Windows endpoint collectors. While this batching approach is efficient for transport, it creates challenges when you need to filter, search, or correlate individual events. When a log record contains an array of 47 events, your analytics tool sees one entry instead of 47 distinct records.

From Noise to Notified: Making Azure Sentinel Alerts Actionable

Modern security operations are overflowing with data, and organizations rely heavily on Azure Sentinel alerts and Microsoft Sentinel alerts to maintain visibility across hybrid environments. From firewalls and endpoints to cloud workloads and identity systems, thousands of signals compete for attention every second. For most security teams, the challenge isn’t detection anymore – it’s action.

Asset Management Compliance Requirements in 2026 What Every Business Must Follow

Asset management compliance is entering a period of rapid change and rising accountability. As organizations rely more heavily on digital systems connected equipment and smart devices the need for accurate documentation strong security and transparent reporting has never been more important. The year 2026 introduces a new era of compliance expectations requiring businesses to upgrade systems strengthen governance and build audit ready processes.