Python Devs: Separate Kubernetes Manifests from Deployment Code

A developer compares three approaches to deploying Kubernetes resources with the official Python client: direct API objects, embedded strings, and external YAML templates. The article argues that separating manifests as configuration artifacts improves maintainability and reduces operational costs. External Jinja2 templates score highest for readability and maintainability, while direct API calls offer maximum flexibility for dynamic controllers.