Some common challenges in preparing a quarterly sales report include accurately collecting and consolidating sales data from different sources, ensuring data integrity and consistency, dealing with seasonality or fluctuations in sales patterns, and aligning sales metrics with other financial reports. Establishing robust data tracking systems and maintaining clear communication between sales teams and finance departments is important to overcome these challenges effectively.