Explore how to architect and scale a multi-tenant machine learning SaaS platform through this AWS re:Invent 2025 conference talk. Discover Qlik's proven approach to building an ML platform that handles 100,000 GPU-intensive training jobs monthly while maintaining 99.99% reliability across global regions. Learn the architectural patterns and design decisions that enabled support for 2,500 organizations and 167,000 trained models, including strategies for dynamic resource allocation to optimize costs. Gain essential insights into transforming ML capabilities into scalable SaaS solutions, with practical guidance on multi-tenancy, global scaling, and operational excellence for independent software vendors looking to build enterprise-grade ML platforms.