What are the best practices for handling messy multi-source data in full stack development?

In full stack development, dealing with messy data from multiple sources can be challenging. When faced with issues like inconsistent formats, missing values, and varying data freshness, it's crucial to prioritize effectively. Should you focus on ensuring data freshness, or is it more important to have comprehensive coverage? Share your experiences and strategies for managing such data in your projects.