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Explore bidirectional data transformations and functional optics in this 43-minute conference talk from Lambda Days 2024. Learn how different software components require varying data structures and formats for network transmission and storage, creating a constant need for data transformation. Discover how functional optics like lenses and projections can simplify the typically redundant and error-prone process of implementing bidirectional data conversions. Master techniques for making data conversion more straightforward and maintainable while gaining a deeper understanding of how data interconnects through composable descriptions. Gain practical insights into using these abstractions to streamline the development process and reduce the complexity of managing multiple data formats across your applications.