Must-have tools for beginners:

⤷ Excel (for basics)
⤷ SQL (for querying)
⤷ Tableau/Power BI (for viz)
⤷ ChatGPT (for practice help, not copy-paste)
⤷ Kaggle (for datasets & real-world exposure)

Start with these.
No need for 10 certifications.