There are several challenges in collecting cancer data, including data standardization, integration, and quality. Different institutions may use varying formats or terminologies, making it difficult to combine datasets for comprehensive analysis. Data integration involves merging data from diverse sources, which can be technically complex. Ensuring data quality is crucial, as inaccuracies can lead to incorrect conclusions. Additionally, missing data is a common issue that can affect the reliability of research findings.