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🔥 What are the actual transversal business needs behind the request? 🔥 Can a single data model answer all those needs without creating silos? 🔥 Who should compute and distribute data consistently across the organization? Gaelle Seret (product & transformation) and Tanguy Le Floch (data & engineering) show how orgs “hallucinate”—and how a shared metric realigns work. A retail AI example, three framing questions, and one team’s two architectures; aligning 12 roles and 35 people turns confusion into action. 🤔 Did you know that a data analyst and a data scientist in the same team built two different architectures for the same concept? ____________________________ 🤘🤘🤘FWD designed, built and organized with 🧡 by @hymaia (https://www.hymaia.com ) — with @blef_ & @moderndatanetwork4589 ____________________________ 🔥🔥🔥 Our Sponsors 2025: Omni, Sifflet, Mirakl, Tangram-os.ai, starlake, synq, clickhouse, Nao, DataBricks 🌐🌐🌐 MORE DATA CONTENT on our channels: ➜ LinkedIn : / 104059598 ➜ Twitter : https://x.com/ForwardDataconf ➜ Instagram : / forwarddataconf ➜ TikTok : / hymaiafr 💻 Our website : https://www.forward-data-conference.com/ 🎬CHAPTERS 00:00:00 Introduction 00:00:15 Who we are & why orgs “hallucinate” 00:00:50 Data PM case: systemic confusion 00:02:26 Three reframing questions 00:03:00 Vision retail context & simple metric 00:04:41 Scale as a network, not layers 00:05:46 Conclusions: vision‑centric teams, dynamic domains © 2025 Hymaïa - Cabinet de conseil et Formation Product, Data & IA TITLES AND HASHTAGS === 1. What Technology Reveals About Organizational Dysfunctions (and How to Realign) Hashtags : #DataGovernance #DomainDrivenDesign #OrgDesign #ProductAnalytics #RetailAI 2. From Silos to Network: Aligning Product, Data, and AI on One Metric Hashtags : #DataArchitecture #MLOps #NorthStarMetric #DynamicDomains #AnalyticsEngineering 3. When Organizations “Hallucinate”: A Practical Framework for Data Teams Hashtags : #DataStrategy #DomainDrivenDesign #DataOps #ComputerVision #RetailLossPrevention