tech·nic·al·ly agile

Rethinking Dev-Test-Staging-Production Pipelines for Safety

Explores why traditional Dev-Test-Staging-Production pipelines fall short and highlights audience-based deployment for safer, faster feedback in real production environments.

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For years, we convinced ourselves that Dev-Test-Staging-Production pipelines kept us safe. If we just had one more layer of validation and one more environment to test in, we’d catch the problems before they hit production.

Except… that was a lie.

Staging environments aren’t production. They’re expensive illusions of safety. The data is different. The scale is different. The behaviours are different. And when failures inevitably show up in production anyway, teams scramble, wondering why their extensive pre-release testing didn’t catch the issue.

Modern software delivery isn’t about pretending production doesn’t exist; it’s about embracing it. Audience-based deployment (sometimes called ring-based deployment) is the smarter approach: releasing features to small, targeted user groups first, monitoring real-world behaviour, and expanding based on what the data tells us.

You don’t need more pre-production gates. You need faster feedback in production.

Are you still clinging to staging environments? What’s stopping you from moving forward?

Pragmatic Thinking Product Delivery Software Development Value Delivery Frequent Releases … 9 more Deployment Strategies Technical Mastery Market Adaptability Release Management Continuous Delivery Operational Practices Product Validation Metrics and Learning Engineering Practices
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