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

Getting Started with Harness Database DevOps using Flyway

Database changes shouldn’t be manual, risky, or disconnected from your release process. This walkthrough shows how to get started with Database DevOps using Flyway and Harness, bringing versioning, automation, and CI/CD discipline to your database migrations. Flyway enables SQL-first, versioned migrations, while Harness provides governance, pipeline orchestration, and environment visibility so teams can deploy database changes with the same confidence as application code.

VirtualMetric DataStream + Google SecOps Integration: Pre-Ingest UDM Normalization at Scale

Google SecOps (formerly Chronicle) is widely used for large-scale security analytics, long-term telemetry retention, and detection across diverse environments. Its Unified Data Model (UDM) enables correlation across sources and supports analytics that operate over long time horizons. To take full advantage of these capabilities, security data must arrive in a consistent and well-structured UDM format. In practice, this is rarely the case.

Backstage Alternatives: IDP Options for Engineering Leaders | Harness Blog

Backstage alternatives fall into three real choices: build and own a framework, buy a fully managed IDP product, or choose a hybrid path that reduces maintenance but keeps Backstage at the core. The trade-off is not "free vs paid" but engineering headcount, governance maturity, time to value, and how actionable your portal is across CI/CD, IaC, and environments. The best commercial IDPs go beyond catalog and documentation.

Your Boss Doesn't Understand Your Work (Here's Why)

Developer productivity metrics create unique anxiety. If your company rolled out tracking systems like DORA metrics or velocity dashboards, you're probably wondering what these numbers mean and how they'll evaluate your work. At GitKon 2025, we assembled senior engineers from GitHub, Cloudflare, Kong, and GitKraken to discuss "Your Boss is Measuring You, Now What?" The panel included both individual contributors and engineering leaders, creating an honest conversation about measurement from both perspectives.

Why MCP is becoming part of your product surface

AI assistants are quickly becoming a primary interface for how people interact with software. Developers ask them how to integrate APIs. Users ask them how products work. Buyers ask them how tools compare. Increasingly, the first explanation someone receives about your product does not come from your website, your documentation, or your sales team. It comes from an AI assistant. That shift has an important consequence that many organizations are only starting to notice.

Why preview environments only work when the platform owns them

Deployments are one of the few moments where software development still feels risky. Teams may have tests, a staging environment, and careful review processes, yet the final step still carries uncertainty. Will this change behave the same way in production? Will it interact cleanly with existing data, traffic, and infrastructure? Will it introduce regressions no one anticipated? Preview environments exist to reduce that uncertainty.

Upsun's AI story: the 5% path from pilots to production value at scale

Here’s the uncomfortable truth: most companies do not have an AI problem. They have a delivery problem wearing an AI costume. MIT’s Project NANDA research has been widely cited for a brutal headline statistic: roughly 95% of corporate generative AI pilots fail to produce measurable business impact or returns, while only about 5% break through to meaningful outcomes. (Yahoo Finance) The models are impressive. The demos are dazzling. The budgets are real.