Deploy on Friday, Ep. 131 -- AI Pulse report, new MCP tools, and npm support
It's Friday, which means it's time to deploy.
Operations | Monitoring | ITSM | DevOps | Cloud
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Kubernetes Namespaces: What They Are, How They Work, And What They Don't Solve
Using Kubernetes to manage containerized applications has its fair share of challenges. One of those challenges is managing complexity. Using namespaces can help minimize that complexity. Yet, a common misconception is that using multiple namespaces in a single Kubernetes cluster can degrade performance. Another issue: Kubernetes namespaces can reduce visibility into costs. There’s more to it than that.
AI-Driven Automated Testing for Oracle Applications
As enterprises continue to change rapidly, businesses depend on Oracle-based ecosystems to track their finances, supply chains, HR, and customer operations. With the increase of digital transformation in companies, these environments continue to become more complex. As a result, manual testing is no longer enough for maintaining pace with ongoing updates, integrations and customizations that occur within an organization's systems. This is where AI-powered automated testing for Oracle applications revolutionizes how quality assurance is approached.
The AI infrastructure gap: why agents fail on fragmented stacks
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.
CloudZero's FinOps Cost-Per-Unit Glossary
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.
Open Source Liquibase MongoDB Native Executor by Harness | Harness Blog
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.
Don't Panic: A Low-Risk Strategy for Ingress NGINX Retirement
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.
AI Merge Conflict Resolution + Commit Messages in GitKraken Desktop
AI-assisted merge conflict resolution is changing how developers handle Git workflows. Watch GitKraken Ambassador Kevin Bost demonstrate AI-powered features that eliminate merge conflict dread, clean up messy commit history, and generate contextual commit messages in seconds.
Traces Are Not Your Business Logic
Distributed traces track how your system processed a single request — not what your customers did over time. Confusing the two leads to poorly instrumented systems.
