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

The Complete Guide to Feature Testing for Modern DevOps Teams | Harness Blog

Apr 18, 2026 By Aaron Newcomb In Harness

Today’s teams are challenged to ship fast without breaking things. Traditional deployment strategies tie every code change directly to user exposure, forcing teams to trade velocity for safety and live with stressful, all-or-nothing releases. Feature testing changes that. In modern DevOps, you don't have to cross your fingers during a big-bang rollout.

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Understanding Environment Drift in Enterprise Delivery | ENV Zero Topic Talk

Apr 18, 2026 By env zero In env0

Welcome to another ENV Zero Topic Talk! In today’s episode, we explore the concept of environment drift in enterprise delivery and why it’s crucial to manage it. Over time, configurations across your environments can deviate, leading to errors and inconsistencies. ENV Zero helps detect and automatically correct these discrepancies, ensuring that your environments stay in sync. Discover how proactive drift management can improve stability, reliability, and predictability in your delivery process.

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7 Types of Load Testing Explained: Load, Stress, Spike, Soak & More | Harness

Apr 18, 2026 By Harness In Harness

Discover the 7 most important types of load testing that every developer, DevOps engineer, and QA team should know in 2026. Whether you're building scalable applications, preparing for traffic surges, or ensuring system reliability, understanding these load testing types is essential for modern software performance testing. In this quick video from Harness, we break down.

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Predicting GPU Failures Before They Cost You

Apr 18, 2026 By Shekhar In Last9

Predict GPU hardware failures 48–72 hours in advance. A guide to the five rate-based signals — ECC error trends, XID events, thermal ramp, row remap exhaustion, PCIe downtraining — and how to combine them into a composite health score.

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What makes a cloud provider trusted? Beyond uptime and pricing

Apr 18, 2026 By Civo Team In Civo

Trust in a cloud provider used to come down to two metrics: uptime and cost. If services stayed online and pricing looked competitive, that was often enough. That is no longer the case. Modern development teams expect far more from their infrastructure. Speed, usability, transparency, and flexibility now shape how developers evaluate cloud platforms. A provider may meet uptime guarantees and still frustrate teams with slow provisioning, unclear billing, or rigid tooling.

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Beyond AI Vibes: Deterministic Foundations for Agentic Coding

Apr 17, 2026 By Ken Ahrens In Speedscale

Every week there is another model drop, another agent framework, and another workflow tweak you are supposed to evaluate. Meanwhile, the largest companies, the ones operating at the highest scale and leaning hardest on AI, are also the ones making headlines for reliability strain: capacity limits, outages, and services that buckle under load.

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Major Update to ODBC Drivers: Expanded Compatibility, New Authentication Options, and Enhanced Data Type Support

Apr 17, 2026 By DAC Team In Devart

We are excited to announce a significant update to our ODBC Drivers product line. This release delivers broader compatibility across modern data platforms, improved integration with third-party tools, and extended support for advanced data types and authentication methods.

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Every Token Has a Price: Per-Request GPU Cost Attribution

Apr 17, 2026 By Shekhar In Last9

Flat per-token pricing is wrong by 10–50× per request. Prefill vs decode, batch sharing, and cache effects break the math. How to attribute real GPU cost - compute, energy, and dollars - to each inference request.

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10 best practices for optimizing Kubernetes on AWS

Apr 17, 2026 By Morgan Perry In Qovery

Optimizing Kubernetes on AWS is less about raw compute and more about surviving Day-2 operations. A standard failure mode occurs when teams scale the control plane while ignoring Amazon VPC IP exhaustion. When the cluster autoscaler triggers, nodes provision but pods fail to schedule due to IP depletion. Effective scaling requires network foresight before compute allocation.

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Choosing GPU cloud platforms for developers

Apr 17, 2026 By Civo Team In Civo

For developers building AI applications, training models, or running inference pipelines, the GPU cloud market in 2026 has never offered more choice - or more complexity. Picking the wrong platform means overpaying, dealing with availability problems, or battling infrastructure that slows you down rather than accelerating your work.

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