Operations | Monitoring | ITSM | DevOps | Cloud

There’s a moment every engineer knows. An AI suggests a fix, it looks reasonable,maybe even obvious, but production is on the line and you hesitate before clicking execute. There’s a big difference between an AI that can recommend an action and one you’re willing to let take that action. All it takes is one bad call, one kubectl command that makes things worse, and suddenly every automated suggestion is a potential liability instead of a help.

Have you ever asked yourself, what is the fastest way to turn a harmless Infrastructure as Code change into a production incident and an awkward postmortem? We did, and found that usually, it's from letting it through without any guardrails. Infrastructure guardrails in Infrastructure as Code (IaC) were once a nice-to-have. Today, they’re essential. Without clear boundaries and safety mechanisms, even well-designed IaC workflows can turn small mistakes into fast-moving, high-impact problems.

We just released the Sentry SDK for Unity 4.0.0 , our biggest update yet. This major release brings comprehensive gaming console support, structured logging, user feedback capabilities, and significant improvements to help you build better games across all platforms. Here's what's new.

Security teams are increasingly turning to Amazon Security Lake to consolidate security telemetry across cloud, network, and on-prem environments. Security Lake provides a unified, OCSF-based data repository that powers analytics, threat hunting, and machine learning across AWS services and third-party tools. But to take advantage of Security Lake’s capabilities, organizations must deliver clean, normalized, OCSF-compliant data, and this is where challenges arise.

Pragya Jazwal, Platform Engineering Lead at Paxos, compared standing up an internal developer portal to buying a gym membership during her talk at IDPCON 2025. Purchasing the software is one thing, but convincing a team of busy engineers to change their daily habits is a much bigger monster to tame. Pragya says the platform team at Paxos learned this lesson the hard way.

Generic AI fails in network operations because it lacks the “institutional knowledge” of your specific environment and business priorities. Learn how Kentik’s Custom Network Context encodes your unique operational reality into AI Advisor, turning a generic chatbot into a context-aware teammate.

This post covers how to get started with Home Assistant and Grafana, including setting up InfluxDB and Grafana with Docker, configuring InfluxDB to receive data from Home Assistant, and creating a Grafana dashboard to visualize your data. It provides a comprehensive guide for real-time monitoring and analysis of Home Assistant data. In this tutorial, you’ll learn how to integrate Grafana with Home Assistant using InfluxDB.

Automation revealed truth. AI extends it. Machines don’t invent knowledge. They reason from verified data. The result is operational foresight that’s traceable, explainable, and trusted.

Why does AWS API Gateway spend rise even when backend infrastructure stays the same? For most teams, the answer isn’t compute. API Gateway pricing is driven by how APIs are used — request volume, retry behavior, traffic patterns, and growth over time — not by provisioned resources. Because AWS reports these costs as aggregated usage totals, it’s often unclear which APIs, environments, or behaviors are responsible for increases.

Traditional cloud storage models may struggle to meet the high demands of data storage for large enterprises, leading companies to find a more effective, scalable, and quick way to access hundreds of files. This is why the best solution to manage large amounts of data is cloud object storage solutions.