Operations | Monitoring | ITSM | DevOps | Cloud

If your API answers on QUERY, you can now point a monitor straight at it. QUERY joins HEAD, GET, POST, PUT, PATCH, DELETE, and OPTIONS in the HTTP method list for HTTP, keyword, and API monitors. You can find it under the “Advanced settings” when editing or adding your monitor. QUERY became a standard in June 2026 as RFC 10008. It’s safe, idempotent, and it carries a request body.

Summary: Machine learning-based anomaly detection improves observability by learning normal system behavior instead of relying only on static thresholds. This article explains how vmanomaly, its MCP server, purpose-built skills, and an LLM-powered UI copilot help engineers explore telemetry, investigate anomalies, build MetricsQL queries, select suitable models, apply business constraints, and validate configurations through natural language.

Disaster recovery (DR) is one area where organizations often assume public cloud has the answer already. Multi-region deployments, managed backup services, automated failover - the hyperscaler catalog is full of DR-flavored offerings, and the marketing suggests that resilience is a solved problem once you're on cloud infrastructure. For many workloads, this is roughly true.

This assessment estimates how much exposure you carry. The output is a short read on which parts of your stack would resist a change you might need to make. The score is for an internal conversation that surfaces specific decisions.

Learn how DDoS attacks work, how threats are evolving, and how modern network-integrated protection can help defend your infrastructure. Network connectivity is the frontline of revenue generation and customer trust for almost every modern enterprise. But as digital footprints expand across hybrid and multicloud environments, Distributed Denial of Service (DDoS) attacks continue to grow in volume, frequency, and sophistication.

In a 2025 analysis spanning over 100 large language models, Veracode found that nearly half (45%) of AI-generated code causes known security issues and vulnerabilities. Novel risks are being introduced into your operations systems faster than humans can manage or review. At the same time, studies suggest that human review isn’t all that effective, especially beyond 400 lines of code. But AI-generated code isn’t inherently bad. It just doesn’t always work across your whole system.

When organizations evaluate software platforms, attention naturally gravitates toward visible outcomes. New capabilities, expanded functionality, improved user experiences, and innovative technologies often dominate conversations about platform value. These improvements are important because they directly influence how teams interact with technology and how organizations achieve business objectives.

Your MCP client doesn’t need your whole API key just to look up an error anymore. Honeybadger's hosted MCP server now supports OAuth. You can approve it through your browser, scope your permissions, revoke your permissions, and rest easy knowing that our tokens auto-refresh and don’t sit around in a config. Keep reading to see how it works and get a quick recap of everything else that shipped this cycle.

Twenty years ago at RMIT, I became preoccupied with a question that sounded technical but was really about corporate value: could you predict how difficult a company would be to acquire by looking at the shape of its APIs? It was 2006. I was completing Honours in a Bachelor of Applied Science in Software Engineering, and the brief for my research project was unusually open: find an impactful software research hypothesis that hasn’t been done before.

For food and FMCG companies, managing freezers becomes more complex once equipment moves outside warehouses and company facilities. Freezers may be placed at supermarkets, retail stores, restaurants, distributors, convenience stores, and other customer locations, often across hundreds of cities or territories. At that scale, spreadsheets and manual field checks make it difficult to answer basic operational questions. Where is a particular freezer? Which outlet is responsible for it?