With the advancement of the Internet and Web Technologies, the use of online information has also increased. Text Clustering is a Text Data Mining approach that can be used to form clusters or groups of similar digital documents. The Semantic Web is the Web which aims to enrich the current web with the machine interpretable metadata so that machines can derive information from it. The clustering of data documents can be enhanced by combining Semantic Web with Text Mining. Web Ontology, a Semantic Web approach, can be used along with Text Clustering.