Roadmaps

Podcast-backed learning paths for roles, transitions, and project sequences.

Data Analyst to Data Engineer Roadmap A podcast-backed roadmap for data analysts moving into data engineering: transferable analyst strengths, missing backend and cloud skills, portfolio projects, and interview positioning. Data Engineer Roadmap: From Fundamentals to Job-Ready Projects A practical, podcast-backed data engineer roadmap from SQL and Python fundamentals to pipelines, orchestration, DataOps, portfolio projects, and interviews. How to Become a Data Engineer With No Experience A podcast-backed transition guide for becoming a data engineer without prior data engineering experience: first skills, projects, portfolio proof, timelines, interviews, and adjacent-role paths.