The Vitruvian Platform (Data and Machine Learning) provides a fully integrated, cloud-agnostic data platform which delivers optimal player journeys, personalized content, predictions, recommendations, and reporting. The Vitruvian product suite encompasses all data services, which govern and yield value from the group's data asset, including the ingestion, orchestration, and persistence of such data. Our Data Lakes form part of the broader Data Mesh and are the foundation for our analytical and reporting requirements and the foundation for training our machine learning models. The Vitruvian ML platform is a core part of the Vitruvian product suite and is responsible for the training, deployment, monitoring, and serving of various machine learning models. Model output is consumed by various departments such as Insights, Marketing, and Responsible Gaming.