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This conference talk at Real World Crypto (RWC) 2025 explores innovative methods for securely obfuscating axe inventory data in equity financing through the Atlas-X system. Presented by Antigoni Polychroniadou as part of the Financial Cryptography session chaired by Kenny Paterson, discover differential privacy-based techniques that enhance security in financial data management. Learn about cutting-edge approaches to protecting sensitive inventory information while maintaining functionality in equity financing operations. The presentation offers valuable insights for cryptography professionals and those interested in financial data security applications. For more comprehensive information including abstracts and additional contributors, visit the official RWC 2025 program page.