The Oracle SQL Tuning Advisor is a tool provided by Oracle Database that helps database administrators and developers to optimize SQL queries. It analyzes SQL statements and provides recommendations to improve their performance. This is crucial in contexts where fast and efficient data retrieval is necessary, such as in Email Marketing campaigns where large datasets are often queried.