A database containing transaction data from at least one entity which makes payments with a payment network is maintained. Social network activity data from a social network is obtained for the at least one entity which makes payments with the payment network. The social network activity data and given records of the transaction data are integrated, to obtain integrated social media transaction visualization data. Techniques for providing purchase recommendations are also disclosed.