what is the practical difference between empresa and compañía?

I often see both used to mean “company,” especially in business emails and professional introductions.

Is empresa more formal or legal, while compañía sounds more people- or brand-oriented?

In which contexts would native speakers naturally choose one over the other when introducing their company?