If I understand correctly, this would mean that different data generating processes are in place. So the responses from treatment group units are based on more covariates than the responses from control group units. Now, if your treatment allocation is based on (im-) balanced randomization, it is unproblematic because generating the responses has been unconditional on any covariates. However, from your question, I can’t derive whether this is the case.