Operations | Monitoring | ITSM | DevOps | Cloud

Prompt, Deploy, Pray Is Dead: Validating AI Code with Proxymock

Recent outages tied to AI-assisted code changes have pushed companies into a corner. After several incidents with massive “blast radius” impacts, organizations like Amazon introduced stricter controls—mandating that senior engineers manually review all AI-generated code before it hits production. That response makes sense on paper, but it exposes a fatal flaw in the modern development pipeline.

How CloudZero Measures Cost Per Customer (Step By Step)

Like most SaaS companies, CloudZero uses its own product. When we released cost per customer reporting, we tested it on ourselves first. And today, we use cost per customer reports regularly. Why? Because they help leadership answer board and renewal questions, including customer-level margins. Cost per customer is valuable and hard to get right. Multi-tenant systems and Kubernetes can hide the link between shared infrastructure (like EC2) and the customers using it.

The Best FP&A Software For 2026: 21 Tools To Know

Modern FP&A tools help SaaS businesses analyze financial performance in real time, forecast accurately, and align spend with business priorities — especially cloud spend, which can quickly spiral without visibility. Choosing the right FP&A tool for your business means understanding what you actually need it to do — whether that’s cloud cost visibility, more accurate forecasting, or tighter alignment between finance and engineering.

The Obkio Story: Building a Network Observability & Diagnostics Solution

In 2016, before Obkio existed, we ran a market audit. We interviewed banks, manufacturing companies, and service providers, and asked them one simple question: Why aren't you using a Network Performance Monitoring solution? The answer was unanimous: the tools were too complex, and nobody had the internal resources to run them full-time. If that was true for enterprises with dedicated networking staff, it was even more true for smaller businesses with generalist IT teams.

OpAMP for OpenTelemetry: Managing Collector Fleets and Introducing the New OpAMP Gateway Extension

Today, Bindplane is launching the OpAMP Gateway Extension in alpha — a new component that extends OpAMP fleet management into network-segmented and firewalled environments where direct agent-to-server connectivity is not possible. It also addresses fleet scaling by fanning many agent connections into a small upstream pool, reducing connection load on the OpAMP server. We also hope to donate the OpAMP Gateway Extension upstream to the OpenTelemetry project and welcome community contributions.

Streamlining your NIS2 and DORA compliance solution with HAProxy

With NIS2 and DORA now in effect, EU organizations face a fundamental shift in how they approach security. Compliance is a standard built into every layer of your environment, from your hardware and OS to your software configuration. HAProxy alone doesn't make an organization compliant, yet it serves as a critical technical component of a strong security strategy.

Test Data Management and SOC 2 Compliance

Using live data outside production is one of the fastest ways to create compliance risk, because it quickly becomes harder to control who can access it, how it is handled, and how long it is kept. A Test Data Management (TDM) approach provides exactly the kind of controls SOC 2 auditors look for in this situation: an automated, traceable end-to-end process for protecting, provisioning, and removing customer data so it can be used safely in non-production environments.

Cloud Observability Is Broken - Hybrid Operations Need a New Intelligence Model

Cloud adoption was supposed to simplify operations. Infrastructure would become programmable, scalability would become elastic, and distributed architectures would enable resilience at global scale. In practice, cloud has delivered extraordinary flexibility, but it has also introduced a level of operational complexity that traditional observability approaches were never designed to handle.

What is Industry 4.0? Everything You Need to Know in 2026

Industry 4.0 is the term used to describe the fourth industrial revolution, a name given to the integration of physical and digital systems, which includes the internet of things (IoT) and artificial intelligence that are transforming a huge number of industries. At a high level, its goal is to create an efficient, automated process for creating products or services that can be adapted quickly and efficiently to changing customer needs.