NXLog Platform can now be installed using the official Helm chart, following the same Kubernetes deployment standard as any other enterprise Kubernetes application. Red Hat OpenShift is also fully supported using native OpenShift Routes. According to the CNCF 2025 Annual Cloud Native Survey, 82% of container users run Kubernetes in production, and 81% prefer Helm as their package manager of choice. Kubernetes adoption spans every major cloud provider and distribution, including GKE (32%), AKS (17%), OpenShift (13%), and Amazon EKS, and continues to grow as the default substrate for enterprise infrastructure.

Somewhere in a hospital basement, an MRI machine hums along on Windows XP. Down the road, a CNC controller on a factory floor runs Windows Server 2003. Across town, a municipal utility manages water treatment with software that hasn’t seen an update since the second Bush administration. These aren’t edge cases. They’re everywhere — and they represent one of the most underestimated risks in enterprise security today. Still here, still running It would be reasonable to assume that operating systems from the early 2000s have no place in a modern network.

Filebeat and Vector both move logs, but they solve different design problems. Filebeat is a shipper that fits neatly into Elastic-centric pipelines. Vector is a data pipeline runtime that can collect, reshape, split, and forward the same stream to several destinations before storage. The cost of choosing badly does not show up on day one. It shows up later as duplicate agents, extra relay tiers, backend-specific parsing rules, or migration work when a second destination appears.

As organizations collect more telemetry data, their pipelines grow in complexity and scale. Telemetry pipelines are dynamic, continually adjusted to improve data quality, reduce costs, and meet evolving observability requirements. At this scale, even small configuration changes can significantly affect how much data moves through your pipeline. Without clear visibility, you rely on assumptions. Did the new filtering rule actually reduce the amount of data you’re sending to the SIEM?

If you are choosing between Fluent Bit and Filebeat, the real question is where you want routing, parsing, and failure handling to live. Pick the wrong default, and you create config sprawl, brittle pipelines, and extra work every time your backend or deployment model changes. Choose Fluent Bit when the agent itself needs to behave like a small pipeline, and choose Filebeat when your log path ends inside Elastic and you want the shipper to match Elastic’s operating model.

Telemetry data is the stream of measurements that instrumented devices, applications, and services continuously emit to a central system so engineers can monitor behavior, diagnose problems, and make informed decisions in real time and over the long term. In this article, we’ll look at what telemetry data means in practice for modern software, networks, and cloud platforms: how it’s produced, what kinds of signals it carries (logs, metrics, traces, and more), and why it has become essential for observability, performance, and security at scale.