Yelp outlines its approach to processing Amazon S3 server-access logs at scale, addressing challenges like high log volume and storage costs. They now compress logs into Parquet files, greatly reducing storage needs and improving query performance for analytics tasks. This system supports various operational use cases, from debugging to cost analysis.