Is a higher Amazon star rating always the better buy?

Not by itself. A 4.8-star average on 50 reviews is far less reliable than a 4.6 average on several thousand, and retailer ratings are gameable. We weight review volume alongside the average, which is why a high-volume 4.6 product can outrank a thinner 4.8 one in this list.