Several outlets have published rankings of various pumpkin-spice products, with some focusing on specific stores like Trader Joe's and Aldi. The rankings appear to be based on taste tests of numerous products, although the exact number and types of products tested vary. The results include recommendations for the best and worst pumpkin-spice products, including foods, coffee creamers, and seasonal pods.