The common divisor graph, \(\Gamma (X)\) , is a graph that has been defined on a set of positive integers X. Some properties of this graph have been studied in the cases when either X is the set of character degrees or the set of conjugacy class sizes of a group. This paper deals with several properties of a particular case of the common divisor graph, \(\Gamma (Z)\) , when Z is a multiset of positive integers that admits a decomposition \(Z=XY\) , where \(XY=\{ xy | x\in X, y\in Y \}\) and \(1\in X\) and \(1 \in Y\) . Our results can be applied for the graphs associated to character degrees and conjugacy classes of the direct product of two finite groups.