📌 Introduction & Overview What is MLflow? MLflow is an open-source platform for managing the machine learning (ML) lifecycle, including experimentation, reproducibility, deployment, and monitoring of ML models. Developed by…
📌 Introduction & Overview 🔍 What is a Data Deployment Pipeline? A Data Deployment Pipeline is an automated process that manages the secure, consistent, and efficient movement of data —…
1. Introduction & Overview What is Kubernetes? Kubernetes is an open-source container orchestration platform developed by Google and maintained by the Cloud Native Computing Foundation (CNCF). It automates the deployment,…
1. Introduction & Overview What is Infrastructure as Code (IaC)? Infrastructure as Code (IaC) is the practice of managing and provisioning computing infrastructure (networks, virtual machines, load balancers, containers, etc.)…
1. Introduction & Overview In the fast-evolving DevSecOps landscape, containerization has emerged as a game-changing technology. Docker, the most popular container platform, offers lightweight, portable, and consistent environments from development…
1. Introduction & Overview ✅ What is Data Release Management? Data Release Management (DRM) refers to the controlled, secure, and auditable process of preparing, validating, and deploying data changes (like…
1. Introduction & Overview 🔍 What is Version Control? Version Control Systems (VCS) are tools that help track and manage changes to source code over time. They enable multiple developers…
Introduction & Overview What is GitOps? GitOps is a modern infrastructure and application deployment methodology that leverages Git as the single source of truth for declarative infrastructure and configuration management.…
1. Introduction & Overview What is CI/CD for Data? CI/CD for Data refers to the application of Continuous Integration and Continuous Deployment (or Delivery) principles specifically to data engineering, data…
1. 📘 Introduction & Overview 🔍 What is Row-Level Validation? Row-Level Validation is a data validation technique that ensures the integrity, consistency, and correctness of individual data rows within a…