We select representative landmarks with weighted PageRank for spectral clustering. Scalability in spectral clustering is ensured by following a landmark strategy. We examine several landmark selection strategies for spectral clustering. We experimentally show the superiority of the proposed method over competitors. We provide future directions in spectral clustering.