New Measurements, New Theories

This is a history of science question for all of you folks. What do you think are the most prominent historical cases in which new ways of taking measurements of nature, or new scientific calculations, have themselves brought about major new theories or hypotheses? In other words, what are the case studies of how new means of measurement have themselves effectively changed reality? Feedback would be appreciated.