Data drive intergration on CI and buid server

I am writing intergartion test which will take certain input and get output and will verify them . Now the data will keep on changing on each enviornment like dev , CI and other env.

Now wanted to know what are the best practices to write these kind of test cases and also how the data should be maintaned.

Any live exmaple or pseudo code will also help