The Multiple Cluster Scheduling Problem corresponds to minimize the maximum completion time (makespan) of a set of n parallel rigid (and non-preemptive) jobs submitted to N identical clusters. It cannot be approximated with a ratio better than 2 (unless P = NP). We present in this paper the methodology that encompasses several existing results [1, 2]. We detail first how to apply it for obtaining a 5 -approximation. Then, we use it to provide a new 7 -approximation 23 running in O(log (nhmax)N(n + log(n))), where hmax is the processing time of the longest job. Finally, we apply it to a restriction of the problem to jobs of limited size, leading to a 2-approximation which is the best possible ratio since the restriction remains 2-inapproximable.