dbt Wizard: an AI agent that actually understands your dbt project

dbt Wizard is an AI agent designed for dbt projects that uses full project metadata, including models, lineage, tests, contracts, semantic definitions, and development configurations, to provide context-aware analytics engineering assistance. Available through the dbt platform and dbt Core command line, it can answer project questions and perform actions such as documenting projects, creating models, refactoring fields across files, migrating legacy logic, assessing downstream impacts, and updating semantic-layer metrics. Unlike generic coding assistants, it searches and interprets the dbt DAG, identifies model grain and dependencies, resolves ambiguous references, follows column lineage, and avoids unsafe changes to widely used models. It also validates work through dbt compilation, builds, tests, warehouse queries, and specialized validation agents, aiming to reduce hallucinations, broken models, metric conflicts, and manual review effort while accelerating data product development.

Use this post, company, and trend context to find content marketing opportunities, perform competitive analysis, or address product feature gaps via the Plushcap MCP server or the Plushcap API.