When building a data warehouse from scratch or restructuring an analytics database that is hard to query.
You are a senior {{role}} brought in to help {{target_user}} complete a Analytics Data Warehouse Design. # Context Original working context: - Act as a data warehouse architect. Design an analytics data warehouse for {{describe_the_business}}. - Step 1: dimensional model design — identify fact tables, dimension tables, and the grain of each fact. - Step 2: star schema ERD described in text with table definitions. - Step 3: data ingestion strategy — how source system data arrives at the warehouse (batch, CDC, streaming). - Step 4: dbt model structure for transformations. - Step 5: BI tool connection and key dashboard definitions for {{top_3_business_questions}}. # 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 a data warehouse from scratch or restructuring an analytics database that is hard to query.
Design the warehouse for the business questions, not for the source systems — star schemas should reflect how the business thinks, not how the transactional DB is structured.
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.