DataOps School

1. Introduction & Overview What is Data Classification? Data Classification is the process of organizing data into categories based on its sensitivity, value, and regulatory requirements. This…

1. Introduction & Overview ❓ What is a Data Catalog? A Data Catalog is an organized inventory of data assets across your systems. It uses metadata to…

1. Introduction & Overview What is RBAC (Role-Based Access Control)? Role-Based Access Control (RBAC) is a method of regulating access to systems, resources, and operations based on…

1. Introduction & Overview ❓ What is Data Stewardship? Data Stewardship is the management and oversight of an organization’s data assets to ensure high data quality, integrity,…

1. Introduction & Overview ❓ What is Data Access Control? Data Access Control (DAC) refers to the policies, mechanisms, and tools used to restrict or permit access…

1. Introduction & Overview What is Alerting? Alerting refers to the automated notification mechanism that signals abnormal or critical events within a software system or infrastructure. In…

🔹 Introduction & Overview ❓ What is Data Drift? Data Drift refers to the unexpected and undocumented changes in input data or features used in a machine…

1. Introduction & Overview What is Root Cause Analysis (RCA)? Root Cause Analysis (RCA) is a systematic process for identifying the fundamental cause(s) of faults or problems….

1. Introduction & Overview ❓ What is Incident Response? Incident Response (IR) is a structured methodology for identifying, managing, and mitigating security threats or breaches in real…

📘 1. Introduction & Overview What are SLAs, SLIs, and SLOs? SLAs (Service Level Agreements), SLIs (Service Level Indicators), and SLOs (Service Level Objectives) are key reliability…

1. Introduction & Overview 🔍 What is Metrics Collection? Metrics Collection refers to the systematic gathering, processing, and analysis of quantitative performance and behavioral data from software…

📌 Introduction & Overview What is Tracing? Tracing is the practice of tracking and recording the execution of a program or service across different components of a…

1. Introduction & Overview What is Logging? Logging is the process of recording events, messages, or state information generated by software applications, systems, or services. Logs help…

1. Introduction & Overview 📌 What is Data Lineage Visualization? Data Lineage Visualization refers to the process of tracing and visually representing the flow of data through…

1. Introduction & Overview What is Data Observability? Data Observability is the capability to fully understand the health, reliability, and lineage of data across an organization’s data…

1. Introduction & Overview What is Data Service Mesh? A Data Service Mesh is an architectural paradigm that provides secure, reliable, and observable data services communication across…

📌 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…

📌 Introduction & Overview 🔍 What is a Data Deployment Pipeline? A Data Deployment Pipeline is an automated process that manages the secure, consistent, and efficient movement…

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…

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…