Test Data Management Approach

Question

I have test data prepared in the form of JSON responses. We have different responses mapped against different request parameters. The test data is used for automation tests. For now data is picked from JSON files rather than calls going to the actual server. The issue is that JSON files have become huge and maintenace of test data has become difficult. How do I manage my test data. Can anybody suggest a tool where I can manage my test data effectively.