Collective nouns in Russian grammar refer to a group or a collection of similar items or people. They are used to describe a certain quantity or a collection of things. In Russian, collective nouns can be both singular and plural depending on the context, and they often follow specific declension patterns. These nouns are essential to learn as they help in understanding and building more complex sentences in the Russian language.