The swift expansion of varied data sources demands novel methods for data analytics. Structured and unstructured data are combined in unified multi-modal data analytics to yield more thorough insights. This study examines current approaches, investigates problems and solutions related to data integration, and talks about useful applications in a variety of fields. The goal of the study is to close the gap between various data modalities and to indicate future trends and potential industry consequences.