PMP leads with broader applicability and higher recognition in traditional project environments per PMI guidelines, while CSM excels in Agile Scrum contexts with quicker certification paths. PMP requires documented experience unlike CSM's course-only entry. CSM suits Scrum teams but trails PMP in cross-industry versatility.