Synthetic data can help developers catch more bugs before shipping to production by generating diverse, statistically identical, and structurally similar data sets that replicate the complexity of real-world data without containing sensitive or personal information. This allows for faster testing, automated testing, and performance testing, reducing privacy and security risks associated with using production data. By leveraging synthetic data tools and platforms, developers can increase confidence in their application's resiliency and catch bugs earlier in the development process.