Operations | Monitoring | ITSM | DevOps | Cloud

The latest News and Information on Incident Management, On-Call, Incident Response and related technologies.

AI Is Not a Switch: The Real Path to AI-First Operations

Organizations are no longer asking whether to adopt AI; that question is settled. The focus now is on reaching a point where AI is doing meaningful operational work—or as the industry calls it, being “AI-first.” But being “AI-first” isn’t binary. You don’t go from zero AI to meaningful autonomy by flipping a switch. In reality, getting there means moving through distinct stages.

How to Prioritize Incident Management Integrations for Faster Response

Incident response rarely fails because teams lack tools. More often, it fails because those tools are disconnected when pressure is highest. A monitoring system detects the issue. An ITSM platform holds the incident record. Engineers coordinate in chat. A bridge is created manually. A cloud team checks infrastructure events. Security teams review detections. Leaders ask for updates. Meanwhile, responders are jumping between systems, chasing context, and trying to make decisions quickly.

How AI-First Operations Unlocks Compounding Engineering Productivity

Engineering teams have plenty of ideas, but they’re often short on time to act on them. As software systems grow more complex, an increasing share of engineering capacity is consumed by non-building activities: investigating alerts, coordinating fixes, and managing operational incidents. Every hour spent diagnosing failures is an hour not spent shipping features or experimenting with new product ideas. Over time, that lost capacity compounds.

June 24 Global Shopify outage: Timeline and impact

On June 24, 2026, Shopify experienced a widespread service disruption that affected storefronts, admin dashboards, and merchant access across multiple regions. While the outage did not impact every user, reports quickly surfaced from merchants around the world who were unable to access stores, log in to administrative tools, or complete routine operations.

Multi-Agent Architectures - What we shipped, what broke, and what we'd do differently

At LLMday Lisbon, our Software Engineer, Viktor Vasylkovskyi, highlights the realities of building production AI agents with LangGraph - sometimes getting it right, often learning the hard way. This talk is about what was actually shipped, including a distributed multi-agent setup at PagerDuty. Viktor breaks down the real tradeoffs between LLM-driven and deterministic orchestration, what broke, and how he’d approach it differently now.

6 use cases for agentic AI in major IT incident management

Enterprise IT operations leaders are realizing that legacy incident management processes cannot keep pace with today’s sprawling, hybrid-cloud enterprise environments. Enterprise IT doesn’t look anything like it did even five years ago. Hybrid cloud architectures, distributed microservices, and increasingly rapid CI/CD cycles have increased the speed and complexity of IT operations by orders of magnitude, leaving ITOps teams struggling to keep up.