How Modern Data Teams Work (Engineer, Analyst, Scientist, Architect, ML)

Watch this visual, animated breakdown of how modern data teams really work, including data engineers, analysts, scientists, architects, and ML experts collaborating on real projects. ━━━━━━━━━━━━━━━━━━━━ 🏆 My Academy (recommended) SQL https://www.datawithbaraa.com/course/... SQL Handbook https://academy.datawithbaraa.com/l/d... Python https://www.datawithbaraa.com/course/... Python Handbook https://academy.datawithbaraa.com/l/d... Tableau https://www.datawithbaraa.com/course/... 🎓 Udemy SQL https://www.udemy.com/course/the-comp... Python https://www.udemy.com/course/the-comp... Tableau https://www.udemy.com/course/the-tabl... 💼 LinkedIn Learning Databricks for Data Analysts   / databricks-for-data-analysts   Claude Code for Data Analysis   / claude-code-for-data-analysis-build-repeat...   📬 Newsletter for data friends https://www.blog.datawithbaraa.com Get 25% OFF DataCamp's Here https://datacamp.pxf.io/bOEe66 ━━━━━━━━━━━━━━━━━━━━ 📖 Table of Content 0:00 What is a Data Analyst 4:45 Data Architect 5:21 Data Engineer 7:13 BI Developer 9:42 Data Scientist 10:51 ML Engineer 12:01 How the Roles Work Together ━━━━━━━━━━━━━━━━━━━━ CONNECT WITH ME 💬 Discord   / discord   👨‍💻 LinkedIn   / baraa-khatib-salkini   📸 Instagram   / datawithbaraa   🎥 TikTok   / datawithbaraa   🧭 Notion Roadmaps https://www.notion.com/@datawithbaraa Note: some links above are affiliates. I may earn a small commission if you enroll. Thank you for supporting the channel. #datascience #dataanalytics #ai #dataengineering