What features matter most when choosing a dog life jacket?

The most consistent advice across reviewers is to prioritize a sturdy top handle, genuine flotation foam (not just a thin harness), an adjustable belly and chest fit, and bright color plus reflective trim for visibility. Several r/dogs threads specifically warn against thin vests that are 'barely different than a regular harness.'