Operations | Monitoring | ITSM | DevOps | Cloud

Automating Device and OS Compliance in Air-Gapped Networks with Agentic AI

For network operations and security teams, maintaining compliance across device hardware and operating systems is a complex and time-consuming task. At any given moment, your network contains thousands of devices from dozens of different vendors. To keep this infrastructure secure, you must constantly know which devices are approaching end-of-life (EOL) milestones, and which platforms are vulnerable to active common vulnerabilities and exposures (CVEs).

Speed with Confidence: Managing Delivery Risk in an AI-driven Development World

In the modern development landscape, we are seeing a shift in how work is managed. The rise of AI-assisted development and highly distributed teams means that work is moving faster than ever before. However, this increased velocity often comes with a hidden tax: complexity. We are seeing more parallel work streams, more intricate dependencies, and a constant stream of shifting priorities. In this environment, simply moving fast is not enough to guarantee success.

Migrating Your DX NetOps Integrations from OData 2 to OData 4

If you integrate DX NetOps with external dashboards, reporting engines, or IT service management tools, you likely rely on our API framework. We are currently migrating this framework from OData 2 to OData 4. This transition requires you to update your existing integrations so they continue to function properly. Let me walk you through exactly what is changing, how to identify your active API queries, and the specific adjustments you need to make to your setup.

Debunking the Myth of the Homogeneous Network

If you have been in network operations for more than a week, you know the dream of the single vendor shop is exactly that, just a dream. In the practical reality of your daily job, the network is a diverse, chaotic ecosystem. It is a complex stack in which layers of technology from different times and vendors coexist, often uneasily.

Mastering DX Netops Upgrade Automation

Upgrading a large DX NetOps environment with multiple components across distributed infrastructure can be a challenging endeavor. Network interruptions, time-consuming validations, and the need for detailed diagnostics have been persistent pain points for administrators. With the release of version 25.4.6 of the DX NetOps Upgrade Automation Tool, we've addressed these challenges head-on. This release introduces powerful new capabilities that fundamentally change how you approach upgrade operations.

Why Your NOC Will Ignore AI

Imagine you are driving to work and a yellow check engine light flickers on your dashboard. The car feels fine. It accelerates normally, there is no strange noise, and the temperature gauge is steady. What do you do? If you are like most people, you keep driving. You might make a mental note to look at it later, but you don't pull over on the highway and call a tow truck.

The Architecture Shift Powering Network Observability

If you work in network operations, you know that the only constant is the increasing complexity of the infrastructure you manage. The days of installing a monolithic software package on a single bare-metal server and letting it hum along for years are largely behind you. The software industry has largely shifted toward cloud-native architectures, microservices, and containerization. While these shifts promise agility and scalability, they also introduce significant operational complexity.

When DIY Becomes a Network Liability

There is a satisfaction in building things yourself. It is the same psychological hook that powers the endless stream of DIY renovation videos on your social media feeds. You watch a sixty-second clip of someone transforming a pile of lumber into a custom coffee table, and it looks ingenious, cost-effective, and uniquely tailored to their needs. It triggers a powerful "why buy when I can build?" mindset.

Top 3 Trends Defining Network Observability in 2026

As we enter 2026, the dust has settled on the initial explosion of hybrid work and cloud adoption. The "new normal" is no longer new; it is simply operations as usual. However, the tools we use to manage this ecosystem are undergoing a massive correction. The fragmented, tool-sprawl approach of the early 2020s is proving unsustainable in the face of growing network complexity. Network operations teams are no longer looking for more data; they are looking for better answers.