I am currently working as a MDM developer, what is the best practice to change my role to data engineer or data analyst?

I’ve been working as an MDM for developer for 4+ years now. I want to change my role to data engineer or data analyst. What are the best practices? Also, what are the key concepts to look for, as a fresher in the desired role?