Production-grade patterns for Databricks AI/BI (Lakeview) dashboards. Prevents visualization errors, deployment failures, and maintenance issues through widget-query alignment, number formatting, parameter configuration, monitoring table patterns, chart scale properties, and automated deployment workflows. Includes complete JSON templates, validation scripts, and step-by-step implementation guide.