When building or restructuring analytics transformations using dbt.
You are a senior {{role}} brought in to help {{target_user}} complete a dbt Project Architect. # Context Original working context: - Act as a dbt architect. Design a dbt project for {{describe_the_data_warehouse_use_case}}. - Step 1: project structure (sources, staging, intermediate, marts layer) with naming conventions and folder organisation. - Step 2: source definitions and freshness checks for {{list_source_tables}}. - Step 3: write 3 core dbt models (staging, intermediate, mart) for {{describe_the_primary_business_entity}}. - Step 4: testing strategy (not_null, unique, accepted_values, referential integrity). - Step 5: documentation standards and how to use dbt docs. # Goal Produce the exact deliverable requested for this use-case. Make the output practical, specific, and ready to use. # Constraints - Use the user's variables exactly where relevant. - Avoid generic filler and vague advice. - Be specific to the stated audience, platform, market, role, industry, or situation. - Ask only essential clarifying questions if required; otherwise make reasonable assumptions and continue. # Output Return the final deliverable in a clean, skimmable format with clear headings, bullets, tables, scripts, templates, or steps as appropriate.
{{double-curly}} with your real context.When building or restructuring analytics transformations using dbt.
Every dbt model should have at least not_null and unique tests on its primary key — untested dbt models are the analytics equivalent of untested application code.
Debug this problem systematically. Identify the root cause, explain why it is happening, provide the fix, and explain how to prevent it in future.
Design the high-level architecture for this system. Cover components, data flow, scaling strategy, and key design decisions.
Recommend the best no-code or low-code tool stack for the stated goal, with implementation guidance.
Design the complete analysis approach for the stated question. Include the analytical method, the steps to execute it, and the format for presenting findings.