Can CLT be invoked to perform T-tests and other para,etric tests on samples from a population that has non-normal distribution?

I have data of about 1150 data points and its not normally distributed. Within this sample I want to compare means of two groups and see if they are significantly different . Can I use t-tests for it ? Considering the fact that sampling distribution is normally distributed?