Several outlets have ranked various coffee creamers, with some focusing on non-dairy or plant-based options and others considering health factors. The number of creamers ranked and their types vary across reports, with some outlets evaluating as few as 8 and others looking at up to 12 brands. The rankings appear to be based on different criteria, including taste and health considerations.