Vector embedding, fine tuning and task-specific language models are examinable topics on this credential, sitting in its heaviest domain. Most study material still describes the syllabus that came before them.
Native Apps is the SnowPro Specialty exam that treats you as a software vendor rather than a data professional. Manifests, setup scripts, execution rights, release channels and Marketplace listings carry the paper, and two thirds of the marks sit in the two domains that assume you have actually shipped something.
The Cortex functions domain carries 38 percent and names roughly forty functions, but governance takes another 29 and catches practitioners out. This guide groups the functions into families, separates Search from Analyst from Agents, and explains where the Cortex bill comes from.
An architecture-first look at the SnowPro Advanced Architect exam and how each ARA-C01 domain maps to real Snowflake design decisions.
COF-C03 covers five domains, and Snowflake architecture alone carries 31 percent of them. Here is the full weighting split, the 750 of 1000 scaled pass mark, and a study order that starts where the platform actually makes sense.