Various approaches can be employed for integrating multiple data sources. Linkage techniques, such as deterministic and probabilistic matching, are used to combine datasets from different sources. Data warehousing and the use of big data platforms facilitate the storage and analysis of large, diverse datasets. Advanced statistical methods and machine learning algorithms can also be applied to merge and analyze data, providing deeper insights.