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Top-Down or Bottom-Up: The World's Largest Exchanges Show Two Paths to AI

Mira Boteva

Mira Boteva

VP, Lead Product Manager, Metadata Management

Deutsche Börse logo

Mira leads the strategic implementation of enterprise metadata across the exchange group. She's building API platforms and marketplaces that democratize data discovery.

Shraddha Sharma

Shraddha Sharma

VP of Project Management, Data Governance

Deutsche Börse logo

Shraddah architects bottom-up governance across a complex financial group. She's embedding ownership, stewardship, and culture across distinct business entities—demonstrating that federated models can deliver trust at exchange speed.

Zenul Pomal

Zenul Pomal

Executive Director, Core Data Platform & Enterprise Architecture

CME Group logo

Zenul architects top-down governance automation at the world's largest derivatives exchange. He's standardizing metadata, automating lineage, and building BigQuery-based infrastructure where trust and compliance operate at nanosecond speed through centralized automation.

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