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Comprehensive multi-stage data pipeline that ingests sample business data (sales, expenses, customers), validates and cleans it through parallel branches, then performs domain classification and KPI extraction using both rule-based heuristics and GenAI analysis to automatically detect the business type and extract domain-specific metrics. The workflow produces standardized datasets, detailed quality reports, and business context insights with domain confidence scores and characteristic evidence.