How reliable is body fat percentage as a metric?

Body fat percentage is useful, but reliability depends on method and conditions. You get comparable results when you prepare the same way each time. Remember that body fat percentage alone does not show where fat is located, so it is advisable to also track visceral fat and waist circumference. Regular, repeatable measurements show your trend best.