Due to expanding of Web, the Information is also increasing day by day. Many users generally rely on search engine to explore the web. It is a challenge for search engine to provide relevant web page and quality information against the query submitted. This paper deals in the comparative study of various web page ranking algorithms and also its advantages and disadvantages. This paper helps to find out web page ranking algorithms’ relative strength and limitations for further research scope.