Field notes from production — practical essays on real ML systems.https://mlops.ninja/en-ushttps://mlops.ninja/blog/no-venv-in-docker/https://mlops.ninja/blog/no-venv-in-docker/Skip the redundancy: Docker containers already provide isolation, so virtual environments inside them add unnecessary complexity and bloat.Thu, 12 Jun 2025 00:00:00 GMTdeploydeploydockercontainerspythonvenvuvpackagingdeploymentz@mlops.ninja (Dmitry Rubinstein)https://mlops.ninja/blog/oci2git-container-analysis/https://mlops.ninja/blog/oci2git-container-analysis/Have you ever wanted to track the history and evolution of a Docker image using Git workflows? OCI2Git converts container layers into Git commits for powerful analysis.Sun, 08 Jun 2025 00:00:00 GMTreviewdockercontainersgitsecurityanalysisociz@mlops.ninja (Dmitry Rubinstein)https://mlops.ninja/blog/argocd-matrix-advanced/https://mlops.ninja/blog/argocd-matrix-advanced/Master ArgoCD ApplicationSets with matrix generators to dynamically deploy multiple applications across customer environments using YAML configuration files.Sun, 08 Dec 2024 00:00:00 GMTdeployargocdapplicationsetmatrix-generatorkubernetesgitopsdeploymenthelmilya@mlops.ninja (Ilya Dvorkin)