This occurs to me from time to time and I hope it will be handy to other developers, too.
To run a single cucumber feature, specify the feature name using FEATURE environment variable.
cucumber -r features features/adding_products.feature
The reason we use -r features when running a single cucumber feature is that we need to require the directories of the features which contains step definitions and environment settings of Cucumber.