Operations | Monitoring | ITSM | DevOps | Cloud

The age of dashboards is ending, as observability has only created more noise for network teams to sift through. Kentik SVP of Product, Mav Turner, lays out why true network intelligence requires a clean, contextual data foundation to finally create a network that thinks.

This blog is based on our research done as part of our white paper, The Cost of Cloud 2025 - India Edition. Research was conducted with over 600 Indian tech professionals to create a comprehensive analysis of the Indian cloud market.

Modern operations happen in Slack, where teams spend their days collaborating, troubleshooting, and resolving incidents. And while many incident management tools offer Slack-friendly experiences, they lack end-to-end capabilities that teams need. During critical moments, other tools may require users to switch between Slack and their own interfaces, creating friction.

When your Microsoft 365 tenant reaches the SharePoint storage limit, the impact is immediate. File uploads start failing, Teams sites stop provisioning, indexing slows down, and storage overage charges begin applying automatically. For organisations storing large volumes of documents, drawings, media files, or project data, hitting the SharePoint capacity threshold can become a recurring and expensive problem—especially when underlying retention policies prevent deletion.

We shipped an improvement to Sentry's game engine and native SDKs that most developers probably didn’t even notice until now – unless they were explicitly aiming to test their Windows-built games on Linux with Wine/Proton compatibility layers. That's exactly the point. While we were focused on improving our game engine SDKs, our learnings while investigating a mysterious issue are applicable for any Windows application running on Linux via Wine or compatibility layer.

Let’s be honest—the cybersecurity battlefield keeps changing fast. Attackers evolve their tactics, networks expand, and data flows in every direction. If you’re responsible for protecting your organization’s security, staying ahead of cyber threats can feel like chasing shadows. This is where effective cybersecurity monitoring comes in.

A war room is a dedicated space where a cross-functional team gathers to handle critical incidents. While the term once implied a literal room filled with maps and consoles, today many war rooms live online with video links, shared dashboards, and collaboration tools.

I benchmarked EBS and S3 Express One Zone across EC2 and EKS setups to settle a question we kept hearing from customers: “What’s the best temp storage for ML pipelines?” The short answer: Here’s the full story and why it matters to your ML pipelines.

Last month was certainly eventful. (If you use AWS or Azure, you probably already know what we’re talking about). But in case you missed it, here are the must-see headlines from October 2025.

When you're shipping LLM features, a lot of the work goes into keeping the model's behavior predictable. You deal with questions like: These are everyday concerns when you integrate LLMs into production systems. Guardrails AI provides a Python framework that helps you enforce those expectations. You define the schema or constraints you need, and the framework validates both the inputs going into the model and the outputs coming back.