Standard error (SE) and margin of error (ME) is given by:

100(1-alpha)% Confidence interval for the population mean difference is given by:

This implies I am 100(1-alpha)% confident that estimated population mean difference between two samples lies in the obtained interval. If confidence interval contains 0, I fail to reject null hypothesis ho and conclude that there is no significant difference in the means of two samples.