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Skill v1.0.0
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PublishedAugust 13, 2026 at 04:20 PM
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version: "1.0.0" name: fleet-intelligence description: 'Monitor robot fleet telemetry via Azure IoT Operations, drift detection, Grafana dashboards, and Fabric analytics'
Fleet Intelligence
Monitor and analyze deployed robot fleet telemetry — IoT Operations data collection, Grafana dashboards, drift detection, and Fabric Real-Time Intelligence analytics.
Prerequisites
| Requirement | Purpose | |
|---|---|---|
| Azure IoT Operations | Edge telemetry collection | |
| Azure Event Hubs | Cloud telemetry ingestion | |
| Grafana | Fleet dashboards and alerting | |
| Microsoft Fabric | Real-Time Intelligence KQL analytics | |
az CLI | Azure authentication | |
kubectl | Cluster access for IoT Operations |
Setup Workflow
Deploy fleet intelligence components in order:
Step 1 — Deploy IoT Operations
bash
fleet-intelligence/setup/deploy-iot-operations.sh
Step 2 — Deploy telemetry pipeline
bash
fleet-intelligence/setup/deploy-telemetry-pipeline.sh
Step 3 — Deploy dashboards
bash
fleet-intelligence/setup/deploy-dashboards.sh
Step 4 — Deploy Fabric Real-Time Intelligence
bash
fleet-intelligence/setup/deploy-fabric-rti.sh
Telemetry Schemas
| Schema | Path | Description | |
|---|---|---|---|
| Policy Execution | telemetry/schemas/policy-execution.schema.json | Inference metrics and action outputs | |
| Robot Health | telemetry/schemas/robot-health.schema.json | Hardware status and connectivity |
Drift Detection
Drift detection monitors deployed policies for performance degradation. When drift exceeds configured thresholds, retraining triggers initiate automated training pipelines.
| Component | Path | Description | |
|---|---|---|---|
| Detection | drift/detection/ | Statistical tests against training baselines | |
| Alerting | drift/alerting/ | Threshold evaluation and notification routing | |
| Triggers | drift/triggers/ | Automated retraining pipeline launching |
Key Files
| File | Description | |
|---|---|---|
fleet-intelligence/README.md | Domain overview | |
fleet-intelligence/telemetry/routing/edge-to-eventhub.yaml | Edge-to-cloud routing config | |
fleet-intelligence/dashboards/grafana/fleet-overview.json | Grafana dashboard definition | |
fleet-intelligence/dashboards/fabric/fleet-kql-queries.kql | Fabric KQL analytics queries |