How much should I trust 4.4-star Amazon ratings on no-name e-bike brands?

They're a signal, not a verdict. Across the reviewers we read, the most common pattern is positive first-month impressions followed by reports of brake adjustment issues, controller faults, or motor failures at the 6–12 month mark. Cross-check Amazon ratings against r/ebikes threads and verified-purchase reviews at Walmart before buying.