A study will be made on the various clustering methods. Method of grouping set of physical or abstract objects into classes of similar objects is called as clustering. Splitting a data set into groups such that the similarity within a group is larger than among groups are done by clustering algorithm. This paper discusses about few types of clustering methods- Partitioning methods, Hierarchical methods, Density-based methods, Grid-based method, Model based methods, Constraint based methods.