Below, I’ve listed the top technical and soft skills required to become a data analyst:

Data Visualization(Tableau, Power Bi)
Data Cleaning
R
Python
SQL
Machine Learning
Microsoft Excel
Critical Thinking
Communication (Powerpoint Presentation, demo, etc)

https://www.forbes.com/sites/googlecloud/2020/05/20/how-the-world-became-data-driven-and-whats-next/?sh=1371214057fc

https://medium.com/@prempiyush/how-to-access-your-data-in-s3-from-your-spark-hadoop-hive-cluster-f950e346efb0