SnowPro Specialty: Generative AI Study Companion

Mastering Generative AI in Snowflake now means working directly with Cortex AI functions, hybrid RAG pipelines, and semantic models—the same applied skills assessed on the GES-C02 SnowPro Specialty: Generative AI exam. This study guide provides a clear, task-driven learning path through every capability covered in the exam blueprint, helping you understand not only how each feature works, but how it appears in real certification scenarios within the Snowflake AI Data Cloud. Grounded in real workflows and based on the full Snowflake GenAI landscape, this book translates complex features into practical steps. You will learn how to invoke task-specific LLM functions, build Retrieval-Augmented Generation solutions with Cortex Search, and create semantic models and views for Cortex Analyst. The guide also covers Snowflake AI-focused RBAC roles, usage-history views for monitoring cost and performance, and the operational patterns needed to deploy custom models with Snowpark Container Services and the Snowflake Model Registry. Later chapters help you establish AI observability using evaluation metrics, comparisons, tracing, logging, and event tables. Whether you are preparing for the GES-C02 exam or building production-ready Generative AI applications inside Snowflake, this book provides a structured, engineering-oriented foundation for doing both. What You Will Learn Use task-specific Cortex functions such as AI_COMPLETE, SUMMARIZE, AI_CLASSIFY, and AI_TRANSLATE. Build hybrid RAG pipelines with Cortex Search, embeddings, and similarity functions. Design semantic models and semantic views for Cortex Analyst, including VQR and onboarding flows. Configure Snowflake RBAC roles for AI and interpret usage-history views. Deploy custom models with Snowpark Container Services and the Model Registry. Apply AI observability techniques using evaluation metrics, tracing, logging, comparisons, and event tables. Create a study workflow that mirrors GES-C02 task expectations. Who This Book Is For Data scientists, data engineers, and AI architects operating in the Snowflake ecosystem and seeking hands-on guidance for the GES-C01 SnowPro Specialty: Generative AI exam.