〜はじめる: start to ...

Says that an action begins.

Verb stem + はじめる: 降りはじめる. It states the beginning of a continuing action. The opposite is 〜おわる (finish). For sudden starts, 〜だす is used. It does not attach to verbs that happen in a moment.