Operations | Monitoring | ITSM | DevOps | Cloud

The Ingress NGINX project is winding down. For many organizations, this means planning a migration for critical infrastructure. While the HAProxy Kubernetes Ingress Controller is the natural successor for these workloads, a "rip and replace" strategy isn’t always viable. You might have complex configurations, customized annotations, or deployment freezes that make a sudden switch risky. There's a lower-risk path: Place HAProxy in front of your existing Ingress NGINX deployment.

Harness is strengthening the open Liquibase ecosystem by introducing a native MongoDB executor that removes long-standing limitations for Community Edition users. It enables teams to run MongoDB scripts, generate changelogs, and integrate database workflows into CI/CD without relying on paid extensions. The initiative reinforces open collaboration while making MongoDB-based database DevOps more accessible, consistent, and production-ready.

This glossary is a bookmarkable reference for cost-per-unit metrics in FinOps unit economics. It’s designed for engineering, finance, and FinOps teams that need a shared language for understanding how cloud costs behave as usage, customers, and products scale. The terms are organized by category and include real-world context.

The initial hype of AI agents is hitting a hard reality: a clever prompt is not a production strategy. As organizations move from experimentation to operationalizing AI in 2026, a systemic bottleneck has emerged: It is not the model's intelligence; it is the model’s context and its access to the right tools. When an AI agent lacks access to live, grounded platform data, it guesses.

We’re excited to announce that Speedscale’s proxymock is now available as an OpenClaw skill on ClawHub, bringing powerful API traffic replay capabilities directly into your Claude workflows.

How we built an AI agent that implements Jira tickets, creates merge requests, and tracks them on its own, and our journey to get to that point.

How database indexes work, when to use B-tree vs hash indexes, clustered vs non-clustered indexes, and how to tell if your indexes are actually helping.