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Harness Launches Two Products to Give Enterprise Teams Full Visibility into ROI of AI Spend | Harness Blog

Gartner expects worldwide AI software spending to hit $2.59 trillion in 2026, 47% more than organizations spent last year. The dollars are real and growing fast. But most organizations still can't measure the ROI of that spend. The problem has two sides: developers and infrastructure. On the developer side, engineers are using AI to write nearly every line of new code, and leaders have no way to tell whether that spend is producing software that ships.

Introducing Workshop: launch sandboxed development environments on Ubuntu with a single command

Today, Canonical announced the release of Workshop, a solution for launching development environments with a single command. These environments are configured once, and can be reproduced on different machines. This means consistent workflows across development machines and deployment pipelines, and less time managing dependencies.

Introducing Microsoft DHCP management in OpUtils: From monitoring to full control

If you manage enterprise networks, this scenario probably sounds familiar: An IP conflict surfaces, connectivity drops for a group of users, and the confusion begins. You check your DHCP server, dig through scope utilization, and try to piece together what went wrong, often after the disruption has already occurred. For years, network administrators have needed a single console for visibility and control into DHCP.

Meet the new Mobot: Your log analysis partner

Every single day, the Sumo Logic Platform analyzes more than four exabytes of log data. The good news? The answers to your application performance, infrastructure health, and security incidents are hidden in those logs. The challenge? Historically, uncovering those answers required query language fluency. That’s why we built Mobot, our conversational interface that connects users to advanced AI capabilities using natural language.

Introducing Atatus Sensitive Data Classifier

Your logs know too much. Every debug statement, every traced request, every APM span can carry the risk of capturing something they shouldn't. A customer email. A JWT token. A credit card number. An API key that was never meant to leave your payment service. It doesn't look like a breach. There's no alert. Your observability platform just quietly accumulates sensitive data like indexed, replicated, and accessible to every engineer with log query access.

What's New in Calico v3.32

We’re excited to announce the release of Calico Open Source v3.32! This release corresponds with Kubernetes v1.36 (Codename Haru) and it goes beyond just sharing a cat as the mascot of the release, it actually extends capabilities and features of Kubernetes to keep you up to date with the latest innovations of the cloud. This release brings some of the most significant architectural changes in Calico, from live-migrating KubeVirt VMs to eBPF based Maglev load balancer.

AI-assisted testing, extensions updates, and more: k6 2.0 is here

For years, teams have relied on k6 to take a more proactive approach to performance testing, ensuring they can catch issues early and deliver more reliable user experiences. That approach has helped make k6 one of the most widely used performance testing tools in the open source community today, with more than 30k stars on GitHub. Last year, we introduced k6 1.0, a major release that brought TypeScript support, native extensions, revamped test insights, and production-grade stability guarantees.

What's New in dbForge 2026.1: Greater Convenience, Enhanced Code Completion, and a Big Update of dbForge Studio for PostgreSQL

The time has come to announce the release of dbForge 2026.1, a grand update that brings a variety of new features and long-anticipated enhancements to the entire dbForge ecosystem. As usual, the update will cover all database systems that dbForge is compatible with, but this time, there will be a special focus on PostgreSQL and related databases and cloud services, whose users will be witnessing a major step forward, with multiple new features, options, and whatnot.

Avantra 26: A Breath of Fresh Multi-Tenant AIR

There’s a crackle and spark in the air at Avantra lately, and I’m so pleased to be writing this bit on what we’ve accomplished with the Avantra 26 release. Automated root cause analysis, multi-tenant management support for Cloud ALM, enhanced security operations and financial operations monitoring BTP – it’s all there, and more. It’s an exciting and innovative release for Avantra!