Data Engineering & Analytics Learning Roadmap: Phase-by-Phase Checklist

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Data Engineering & Analytics roadmap

Pipelines, warehousing, and analytics engineering fundamentals. Tick off each phase as you go.

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Phase 1: Data FoundationsModule 1: Data Engineering Fundamentals · Module 2: SQL for Data Engineering · Module 3: Python for Data Engineering
Phase 2: Data Modeling & WarehousingModule 4: Data Modeling · Module 5: Cloud Data Warehousing
Phase 3: Data Pipelines & ETL/ELTModule 6: Building ETL/ELT Pipelines · Module 7: Orchestration with Apache Airflow · Module 8: Analytics Engineering with dbt
Phase 4: Big Data & StreamingModule 9: Big Data Processing with Spark · Module 10: Streaming Data Pipelines
Phase 5: Cloud Data Platforms & GovernanceModule 11: AWS Data Services · Module 12: Data Quality & Governance · Module 13: Data Pipeline Monitoring & Reliability
Phase 6: Analytics, BI & CapstonesModule 14: Business Intelligence & Visualization · Module 15: Analytics for Decision-Making · Module 16: Capstone Projects