Data Lineage Courses and Certifications

GenAIOps Foundations & Data Operations

Design a GenAIOps foundation on Azure: map operating loops, build RAG grounding pipelines with chunking and embedding versioning, and implement freshness SLAs and lineage controls.

• Coursera
• 8 weeks, 1 hour a week
• Self-Paced
• Paid Course

Coursera

Architect and Optimize GenAI Data Systems

Architect data systems for enterprise GenAI: trace lineage metadata to diagnose quality issues, evaluate storage tiering trade-offs, and blueprint Kafka, Spark, and Flink integration.

• Coursera
• 3 weeks, 1 hour a week
• Self-Paced
• Paid Course

Coursera

SQL: Build & Trace Pipelines

Write parameterized SQL for scheduled ELT jobs and trace multi-step pipelines to document data flow, transformation logic, and upstream-downstream dependencies.

• Coursera
• 2 weeks, 1 hour a week
• Self-Paced
• Paid Course

Coursera

Data Quality Monitoring and Prevention

Assess source systems for ingestion readiness, apply parsing and transformation logic, analyze data profiles for quality issues, and trace lineage to diagnose pipeline failures.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

Coursera

Implement EU/UK Data Governance

Hands-on EU/UK GDPR controls: document lawful bases in a ROPA, trace PII lineage gaps, and build Microsoft Purview classification and RBAC matrices.

• Coursera
• 3 weeks, 1 hour a week
• Self-Paced
• Paid Course

Packt

Building a Modern Data Catalog with Microsoft Purview

Build an enterprise data catalog in Microsoft Purview: scan Azure Data Lake and SQL sources, publish data products, run quality rules, and trace lineage via Fabric.

• Coursera
• 8 weeks, 1 hour a week
• Self-Paced
• Paid Course

Packt

Data Governance & AI Governance - The Complete Guide

Explore end-to-end data and AI governance across lifecycle controls, lineage, responsible AI, and operational tooling through the EasyCar case study and exercises.

• Coursera
• 16 weeks, 1 hour a week
• Self-Paced
• Paid Course

Microsoft Purview: Data Catalog & Data Governance

139 ratings at Udemy

Build data governance, a reliable data catalog, strong data quality, and a foundation for true data-based decision makin

• Udemy
• 5 hours
• Self-Paced
• Paid Course

SC-400: Monitor and investigate data using Microsoft Purview

The "SC-400: Monitor and investigate data using Microsoft Purview" course focuses on learning how to monitor and investigate data using Microsoft Purview.

• edX
• 2 weeks, 2-3 hours a week
• Self-Paced
• Free Online Course (Audit)

Data Pipelines with Azure

Master strategic data oversight with Azure. Lead your organization’s data movement by automating complex workflows with Azure Data Factory, managing reliable lifecycles via Fabric Deployment Pipelines

• edX
• 2 weeks, 5-10 hours a week
• Self-Paced
• Free Online Course (Audit)

Data Governance with Dataplex Universal Catalog

Learn data governance fundamentals and use Dataplex Universal Catalog to profile BigQuery data, manage quality, and automate data lineage.

• Google Skills
• 3 hours
• Self-Paced
• Paid Course

Security Best Practices in Google Cloud: Models

Applies Google’s Secure AI Framework to autonomous agents, model integrity, and data pipelines, including input/output protection with Model Armor.

• Google Skills
• 2 hours
• Self-Paced
• Paid Course

The ASF

FlinkSQL's Field Lineage and Data Permission Solution

Explore FlinkSQL's field lineage and data permission solutions for real-time data warehouses. Learn to implement Atlas and Ranger-like capabilities without source code intrusion.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

John Savill's Technical Training

Microsoft Purview Overview - AZ-900 Certification Course - August 2023

Explore Microsoft Purview's data governance capabilities, supported sources, and features. Learn to understand and manage your data effectively across free and enterprise tiers.

• YouTube
• 11 minutes
• Self-Paced
• Free Video

Microsoft Purview Data Governance

1 rating

Learn how Microsoft Purview builds a governed data catalog with scanning, lineage, classification, permissions, and secure access across multi-cloud and on-premises data.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video