Due to an increasingly competitive telecommunications market, in order to keep customers, to prevent the loss of customers, enhance the competitiveness of enterprises, this paper uses DBSCAN algorithm to the loss of customers data types, analysis of customer loss, combined with the decision tree ID3algorithm in customer churn prediction, experimental results show that, two kinds of algorithm combined, makes the customer churn prediction accuracy obtained improved.