File Integrity Monitoring is known for being noisy. With a large deployment and over a million daily events we found ourselves with a haystack where finding needles was nearly impossible. Follow along our journey to reduce the size of the haystack via various techniques and how we implemented a Machine Learning model to find the needles and other benefits it provides.
