Time series analysis patterns. Use when the user mentions: time series, gaps in data, missing dates, sparse data, irregular intervals, binning, time buckets, rounding timestamps, 5-minute intervals, hourly buckets, normalise time, fill gaps, spine, date spine, continuous axis, aggregation over time, interval…
Direct TMDL file authoring and BIM-to-TMDL conversion for semantic models in PBIP projects. Automatically invoke when the user asks to "edit TMDL", "add a measure in TMDL", "TMDL syntax", "fix formatString", "fix summarizeBy", "TMDL indentation", "convert BIM to TMDL", "add a column description", "create a calculated…
Query Fabric lakehouse Delta tables, warehouse data and OneLake Parquet with DuckDB — locally or inside a Fabric notebook — for data profiling, freshness and quality checks, and reconciling a semantic model against its source without paying Spark cold-start or capacity cost. Use when the user mentions: DuckDB, duckdb…
Choose, scaffold and author Rayfin templates for Microsoft Fabric Apps — the bundled dataapp and blankapp templates, the awesome-rayfin community gallery, and how to publish a reusable template with rayfin-template.yml so a delivery team scaffolds a governed starting point instead of a blank page. Use when the user…
Build, run and deploy Microsoft Fabric Apps with the Rayfin SDK and CLI — TypeScript decorator data models, Fabric SSO, GraphQL/DAB data API, storage, Functions, static hosting, and the fabric-semanticmodel connector that executes DAX against a Power BI semantic model from a custom app. Use when the user mentions…
Read and reason about Microsoft Fabric capacity consumption — CU accounting, smoothing, bursting, the four throttling stages, F-SKU sizing, and querying the Fabric Capacity Metrics semantic model with DAX to attribute CU seconds to items and operations. Estimate the capacity cost of an action before running it. Use…
Author, validate, deploy and export Power BI paginated reports (RDL) — Report Builder, RDL structure, datasets and parameters, pixel-perfect pagination for print and regulatory output, deployment to a Fabric or Power BI workspace, and the Export To File REST API for scheduled PDF/Excel delivery. Use when the user…
The pbi CLI (pbi-cli) for driving Power BI Desktop and PBIR reports from the terminal — visual bind with Column vs Measure resolution from the semantic model, implicit aggregation wrappers, --kind and --aggregation overrides, batching with --no-sync, and what pbi report reload actually does (closes and reopens…
Execute PySpark or Python on Fabric Spark compute through the Livy API without creating a notebook artifact — ephemeral sessions, Delta table read/write in a lakehouse, batch job submission, and the token and lifecycle rules that keep sessions from leaking capacity. Use when the user mentions: Livy, Livy API, run…
The cross-platform Tabular Editor CLI (te) — a single self-contained binary for Windows, macOS and Linux that inspects, edits, validates, deploys, refreshes and tests Power BI and Analysis Services semantic models, with structured JSON/CSV/TMDL output and safe-by-default preview diffs. Distinct from Tabular Editor 2's…
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