Topic Modeling - What is the difference between text clustering and topic modeling?

Text clustering is a technique that uses similarity metrics to divide documents into distinct groups. Topic modeling, in contrast, is a method for discovering covert topics that characterize a collection of documents. Simply said, a theme is a group of words that have repeated appearances in the text.