This conference talk explores the intersection of security and data engineering in the context of open security normalization standards and architectural implementations within a multi-cloud environment. We will examine the current state of security data normalization and investigate the most effective methods and ideal points for normalization within the data pipeline. Concluding with a live demonstration of a platform-agnostic vanilla SQL implementation, attendees will gain practical insights and a deeper understanding of security data normalization in multi-cloud environments.