Several outlets have published reviews and rankings of the best carpet cleaners, with some focusing on specific models and others comparing multiple products. The top picks vary across the different reviews, but some models are consistently praised for their ability to remove tough stains, including red wine and pet stains. The rankings and recommendations are based on testing and comparisons conducted by the outlets, including lab testing and real-world use.