Storage architectures for graph analysis applications

Methods, apparatus, systems and articles of manufacture to build a storage architecture for graph data are disclosed herein. Disclosed example apparatus include a neighbor identifier to identify respective sets of neighboring vertices of a graph. The neighboring vertices included in the respective sets are adjacent to respective ones of a plurality of vertices of the graph and respective sets of neighboring vertices are represented as respective lists of neighboring vertex identifiers. The apparatus also includes an element creator to create, in a cache memory, an array of elements that are unpopulated. The array elements have lengths equal to a length of a cache line. In addition, the apparatus includes an element populater to populate the elements with neighboring vertex identifiers. Each of the elements store neighboring vertex identifiers of respective ones of the list of neighboring vertex identifiers.