Governed data access patterns for Databricks workloads at Alpura. Load when writing or reviewing data.py, SQL, Unity Catalog references, table reads, filters, or query failures. Enforces three-part names, Gold-only reads for UI apps, WorkspaceClient Statement Execution in Databricks Apps, spark.table() in notebooks…
Architecture and deployment rules for Alpura Databricks Apps built with Dash or Streamlit. Load for app.py, app.yaml, requirements, service-principal permissions, startup, deployment, debugging, and data/logic/UI boundaries. Always pair with data-access and ui-ux-patterns.
Color, typography, and theme tokens for native Databricks AI/BI (Lakeview) Dashboards at Alpura — distinct from @ui-ux-patterns, which covers Python/Plotly Databricks Apps. Load when building, reviewing, or theming any Lakeview Dashboard's canvas, widgets, counter tiles, or chart palette, or when the user asks to set…
Native Databricks AI/BI Lakeview Dashboard patterns for Alpura. Load when building, editing, or reviewing any Databricks Dashboard — dataset SQL queries, widget configuration, counter tiles, chart tiles, filter widgets, parameter references, layout, and markdown header tiles. Also load when the user asks about…
Delta Live Tables pipeline patterns for Alpura's Medallion architecture. Load when building or reviewing any DLT pipeline, ingestion notebook, Bronze/Silver/Gold table definitions, streaming pipeline code, CDC patterns, or SCD Type 2 slowly changing dimensions. Also load when the user mentions Auto Loader, DLT…
Unit test scaffolding for Databricks Apps at Alpura. Load when generating, reviewing, or adding tests to any app. Also load when the user asks about testing, test stubs, mocking WorkspaceClient calls, or why tests are failing. Enforces pytest, mocked WorkspaceClient Statement Execution calls, and pandas-based logic…
Complete UX/UI design system + Plotly chart layer for all Databricks Apps at Alpura. Load when building, reviewing, or debugging any app UI — dashboards, ui.py, app.py, Plotly charts, KPI cards, filter panels, data tables, dark-theme layouts, or any visual component. Also @mention when the user asks about colors…
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