Despite its benefits, data analysis comes with several challenges. These include handling large volumes of data, integrating data from disparate sources, and ensuring data quality. Additionally, there can be a shortage of skilled data analysts and data scientists who can effectively interpret complex data sets. Overcoming these challenges requires strategic investments in technology and talent development.