Einat Orr, Ph.D, Co-founder and CEO of lakeFS recalls an instance where she and her co-founder, Oz Katz, were leading the engineering for SimilarWeb (NYSE: SMWB). As part of the data development process of their big-data product, which relied on eight petabytes of data on S3, they were running periodic data retention that deleted data that was no longer required.