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    DevOps Q&A's are automatically generated daily after 12:00 AM through our proprietary AI-assisted system. Just like humans, AI sometimes revisits similar questions — because new data or insights can lead to different answers. Purchase tags to help expand and support the Q&A Network.

    Latest Questions

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    What signals indicate that a microservice should be split or refactored in DevOps?

    Asked on Tuesday, Nov 04, 2025

    In DevOps, the decision to split or refactor a microservice often hinges on observability and performance indicators that suggest inefficiencies or bottlenecks. Key signals include increased latency, …

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    How do teams auto-rotate credentials used in CI/CD workflows?

    Asked on Monday, Nov 03, 2025

    Auto-rotating credentials in CI/CD workflows is essential for maintaining security and compliance. This process typically involves using secrets management tools and automation scripts to ensure crede…

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    What’s the benefit of using Helm charts when deploying cloud-native applications?

    Asked on Sunday, Nov 02, 2025

    Helm charts provide a standardized way to define, install, and upgrade even the most complex Kubernetes applications, streamlining the deployment process for cloud-native applications. By using Helm, …

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    How can Kubernetes resource limits prevent noisy-neighbor issues?

    Asked on Saturday, Nov 01, 2025

    Kubernetes resource limits are crucial in preventing noisy-neighbor issues by ensuring that no single pod can consume excessive resources, which could degrade the performance of other pods on the same…

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