Duplicate Entry for Salesforce Integration

We are in the process of switching to the External CRM Integration with Salesforce for Customers/Contacts from a custom solution. Once we launched the synchronization, we keep getting Duplicate Entry errors from Customers existing both in Salesforce and Epicor. Is there a way to merge these together?