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This skill provides comprehensive patterns for building professional Key Performance Indicator (KPI) dashboards that drive informed business decisions. It guides users through the entire design lifecycle—from selecting SMART metrics across departments like Sales, Marketing, and Finance to implementing high-performance SQL queries and responsive visualization layouts using frameworks like Streamlit. Whether you are building a strategic executive summary or a real-time operational monitor, this skill ensures data clarity, metric governance, and actionable insights.