Should I trust a bag's star rating for cold-weather performance?

Treat it as one signal, not a verdict. A high rating across thousands of verified-purchase reviews is meaningful for durability, zippers, and general satisfaction, but star averages rarely isolate true sub-freezing performance and can be inflated by buyers who never used the bag in extreme cold.