A bridge table in Power BI is a helper table used to handle many-to-many relationships between two tables. It contains unique keys from both tables (like CustomerID and ProductID) and acts as a middle layer to avoid incorrect data aggregation. By creating one-to-many relationships from both tables to the bridge table, Power BI can manage complex relationships more accurately.