Full Data Journaling is a comprehensive approach to data management that involves recording every change made to a dataset, ensuring traceability, reproducibility, and accountability in data-driven processes. It is crucial for maintaining data integrity, facilitating audits, and enabling detailed analysis of data evolution over time.