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Real-Time Dashboards

Sub-second dashboards over Eventhouse and KQL data. Designed for operational viewers — incident commanders, SOC analysts, plant supervisors — not for the boardroom. Parameters, drill-through, and live refresh built in.

GAReal-Time Intelligence· 6 min read

What it is

A Real-Time Dashboard is a KQL-native dashboard surface for live data. Tiles execute KQL queries against an Eventhouse or KQL Database. Parameters cascade across tiles. Drill-through opens a detail tile or a query workbench. The whole thing refreshes on a clock — typically 10–60 seconds — without page reload jank.

vs Power BI Dashboards

Different jobs.

  • Real-Time Dashboards — KQL-native, sub-second, operational. Best for live telemetry and time-series. Auto-refresh that doesn't stutter.
  • Power BI Dashboards (and reports) — DAX-native, analytical, narrative. Best for curated metrics, executive views, and historical trend analysis.

Use both, for different audiences.

Building one

  1. Define your time filter parameter first. Default to "last 1h" and make it user-overridable.
  2. Author tiles as KQL queries. Time-chart, top-N, scorecard, table — each tile is a query that returns a table.
  3. Parameterize. User-selectable filters cascade across tiles. Sensor ID, tenant, region.
  4. Pin to OneLake catalog. Endorse it so others find it instead of building copies.
  5. Set the auto-refresh. 10s for live monitoring, 60s for "trending right now" views.

Best practices

  • Always time-bound queries. A tile that scans all-time data will eventually hit a wall.
  • Use materialized views for hot tiles. Cheap to query, always fresh.
  • Restrict drill-through to the most useful slices. Too many breaks the operator's focus.
  • Pair every Real-Time Dashboard with at least one Activator alert. If a dashboard shows it, someone should hear about it.

Need real-time visibility?

The pattern of Real-Time Dashboard + Activator is the shortest path to operational confidence.

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