Discarding or sampling data is like throwing out 500 pieces of a 1,000-piece puzzle. You can get an idea of the image in the puzzle, but you can’t see the full picture. You need that full picture to truly take advantage of observability data to predict potential incidents before they happen, and ensure your applications and infrastructure are operating as they should. Otherwise, you risk dangerous consequences.