Challenges in proteomics data analysis include handling the complexity and dynamic range of proteins, dealing with large and heterogeneous datasets, ensuring data reproducibility and accuracy, and integrating proteomics data with other omics data for comprehensive insights. Additionally, the presence of post-translational modifications and protein isoforms adds to the complexity.