Operations | Monitoring | ITSM | DevOps | Cloud

AI Observability in 2026: Why the data layer means everything

If there was ever a year for AI observability, it was 2025. Vendors released assistants to cover a variety of use cases. Coralogix released the first agent (distinct from assistants!), Olly, an autonomous, multi-agent observability platform. The direction of travel is clear, but many vendors and users are about to run into some significant problems with their data layer.

dbForge AI Assistant Overview for SQL Developers

Meet dbForge AI Assistant — your AI-powered copilot for SQL coding, query optimization, explanations, troubleshooting, and conversion of natural language to SQL code. This overview shows how the Assistant works inside dbForge products and how it helps developers, DBAs, analysts, and teams increase productivity. Key features: Context-aware SQL generation Conversion of natural language to SQL Query optimization SQL explanations Troubleshooting and error insights AI chat for SQL-related questions Optional web search.

Is Shadow AI Quietly Reshaping Your Workplace Security Posture?

AI tools have seen a meteoric rise in the workplace. What was once the domain of highly specialized tech roles is now commonplace: Ivanti’s 2025 Technology at Work Report found that 42% of office workers say they’re using gen AI tools, like ChatGPT, at work — up 16 points from the previous year. The catch? These productivity gains happen under the table. Among those who reported using gen AI tools, 46% say that some (or all) of the tools they use are not employer-provided.

How Forward-Looking Institutions are Benefiting from Agentic AI

Today’s higher education institutions operate complex digital ecosystems that were unimaginable a decade ago. Behind every college lies a portal of interconnected systems for registration, financial aid, course management, and campus services. The students using those systems are digital natives who can order food in seconds on their phones or have packages delivered the same day they order them.

How Inkeep Monitors Their AI Agent Framework with SigNoz

AI agents are fundamentally different beasts to monitor compared to traditional applications. A single user request can trigger a cascade of 10+ internal operations: sub-agent transfers, tool executions, LLM calls, API requests, each with unpredictable latency and failure modes. When something goes wrong (and with LLMs, things go wrong in creative ways), you need to see the entire execution flow to debug effectively.

How to Build a Cybersecurity Career Roadmap for 2026

You are looking to join the rapidly growing cybersecurity field, and for good reason. The U.S. Bureau of Labor Statistics projects an astonishing 29% growth rate for information security analysts through 2034, making it one of the most in-demand professions today. At the same time, the industry faces a national talent shortage of over 225,000 skilled workers. This skills gap has real consequences, as reports show that 87% of organizational breaches are linked to a lack of cyber skills. This guide provides a clear, actionable, step-by-step roadmap to build a successful cybersecurity career over the next 12-24 months.