{"id":"dbt-api","name":"dbt Cloud","af_score":77.9,"security_score":78.0,"reliability_score":null,"what_it_does":"Data transformation platform that lets analytics engineers define SQL-based transformations as code, with dbt Cloud offering a managed service with REST API and MCP server for orchestrating transformation runs.","best_when":"Your data team uses SQL-based transformations in a cloud data warehouse and you want to automate, schedule, and govern those transformations with version control and testing.","avoid_when":"You don't have a cloud data warehouse, need real-time transformations, or are doing simple ad-hoc queries without a transformation layer.","last_evaluated":"2026-03-01T09:50:05.475724+00:00"}