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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

AI In 2026: Autonomous, Invisible, Expensive

With all we’ve seen from AI in the last several years, it can be easy to forget that it’s still in its very early days. As torrid as its evolution has been thus far, it will only intensify. As SVP of Engineering at a B2B SaaS company, I’ve had a front-row seat for much of this evolution. Here are three ways I see AI heading in 2026.

Announcing the Harness Human-Aware Change Agent | Harness Blog

AI that understands human insight and connects it to the changes that drive real incidents. At Harness, our story has always been about change — helping teams ship faster, deploy safer, and control the blast radius of every modification to production. Deployments, feature flags, pipelines, and governance are all expressions of how organizations evolve their software. Today, the pace of change is accelerating.

VirtualMetric's Hybrid Security Data Collection Architecture: Performance and Scale Without Compromise

Modern security operations face a growing architectural challenge: collect telemetry from everywhere, process it in real time, and route it to multiple platforms while maintaining data sovereignty, avoiding agent sprawl, and keeping costs under control. Single-model collection strategies force security teams to make compromises. Agent-only models create operational overhead and maintenance risk. Agentless-only approaches simplify operations but limit depth and flexibility.

The next wave of AI: Open source, robotics & the future of India's tech powerhouse

As we kick off 2026, the tech landscape is being reshaped by the very breakthroughs discussed at Civo Navigate India 2025. This panel, featuring Josh Mesout, Murthy Chitlur, Chirotpal Das and Anjali Batra, laid the groundwork for the AI-driven world we are operating in today. From the rise of agentic AI and small language models to the massive shift toward open-source parity, these experts didn't just discuss trends; they provided the blueprint for building resilient, sovereign, and scalable AI infrastructure in India.

High Cardinality Metrics: How Prometheus and ClickHouse Handle Scale

TL;DR: Prometheus pays cardinality costs at write time (memory, index). ClickHouse pays at query time (aggregation memory). Neither is "better":they fail differently. Design your pipeline knowing which failure mode you're accepting. -- Every month, someone posts "just use ClickHouse for metrics" or "Prometheus can't handle scale." Both statements contain a kernel of truth wrapped in dangerous oversimplification.

Showcasing open design in action: Loughborough University design students explore open source projects

Last year, we collaborated with two design student teams from Loughborough University in the UK. These students were challenged to work on open source project briefs. Team 1 focused on non-code contributions, while Team 2’s brief was to create a unified documentation experience, giving them a chance to apply their design skills to real-world problems within the open source ecosystem.

Megaport's Full Solution Portfolio Is Coming to India

From cloud on-ramps to virtual edge services, Megaport’s expansion into India from March 2026 will support modern network design in the market. India’s digital economy is growing at incredible speed. Cloud and AI adoption is accelerating, data volumes are scaling, and more businesses are designing architectures that extend well beyond a single data center or cloud region.

Why data sovereignty has become a strategic imperative for India

Data is the backbone of the modern economy, but if you don’t have control of the infrastructure, you don’t control the data. Historically, data sovereignty was a compliance checkbox, something for the legal team to handle. Today, it’s a strategic national priority. At Civo Navigate, we sat down with industry experts to unpack why India is now placing sovereignty at the centre of its digital strategies.