Tackle data sparsity using clustering and association rules mining on massive data. Utilizing users' implicit interaction records with items for improving CF. Using item repetition in a transaction as the input for association rules. Experiments show that the proposed technique substantially outperforms basic CF. Comparing the accuracy of proposed technique with other extended version of CF.