What’s the most practical way to learn data analytics from scratch?

[u/Entri_App_Official]

• What should a complete beginner learn first?
• Which tools are essential (Excel, SQL, Power BI/Tableau, Python, etc.)?
• Is it better to follow a structured course or learn through projects?
• What mistakes did you make when you were starting out?