Are there any essential certifications that one should get to get a leg up on becoming a software developer?

I’m 2 semesters away from getting my BS in CS and a year after that I’ll get an MS in CS. Someone mentioned that getting a Scrum Master certification looks great on an application and I started to wonder if there are other certifications I should attempt to get.