{"type":"rich","version":"1.0","provider_name":"Transistor","provider_url":"https://transistor.fm","author_name":"Data Matas","title":"S3E6 - Analytics Engineering: Internal Risk vs. External Rigor","html":"<iframe width=\"100%\" height=\"180\" frameborder=\"no\" scrolling=\"no\" seamless src=\"https://share.transistor.fm/e/8b6a4f06\"></iframe>","width":"100%","height":180,"duration":2386,"description":"Analytics Engineering: Internal Risk vs. External Rigor | Ft. Jack Doherty (Fresha)The stakes are higher than ever for Analytics Engineers. When your data becomes a core, customer-facing product, the game changes.Jack Doherty (Head of AE, Fresha) discusses the massive difference between internal and external analytics:Risk vs. Rigor: Why internal projects can move fast (risk), but product-facing data demands DevOps-level rigor, testing, and governance.Real-Time Data: The technical shift from scheduled batches to CDC for meeting customer demands for speed and consistency.The Missing Link: Why the Semantic Layer is the future of AE, crucial for codifying business logic and powering accurate AI/Chat interfaces.A must-watch for any AE treating data as a product.","thumbnail_url":"https://img.transistorcdn.com/ct59eQJqdPsuicw7AJDtS5q80LLSqi7Wq51tbBc6kq4/rs:fill:0:0:1/w:400/h:400/q:60/mb:500000/aHR0cHM6Ly9pbWct/dXBsb2FkLXByb2R1/Y3Rpb24udHJhbnNp/c3Rvci5mbS9kMDUw/MDJhMDFlMGQ5Yzdk/ZjY2MzAxZjFlODVm/MGU3Yy5wbmc.webp","thumbnail_width":300,"thumbnail_height":300}