Sarah Usher discusses the limitations of using BigQuery as a data warehouse, particularly in machine learning applications. She highlights common issues like data disorganization, performance slowdowns, and the pitfalls of maintaining multiple data cleaning processes. Usher emphasizes the importance of defining a clear source of truth and designing data lineage effectively.