microsoft/real-time-intelligence-operations-solution-accelerator

microsoft/real-time-intelligence-operations-solution-accelerator

Description: This solution accelerator provides the architecture and working solution for real-time intelligence for operations. Key features include real-time dashboard, anomaly detection, and fabric data agent.

Language: Python

License: MIT

Stars: 20

Forks: 21

Open issues: 2

Created: 2025-11-17T19:12:57Z

Pushed: 2026-06-12T06:13:14Z

Default branch: main

Fork: no

Archived: no

README:

Real-Time Intelligence for Operations Solution Accelerator

This solution accelerator provides a complete real-time intelligence platform for manufacturing operations. It analyzes live and historical telemetry data through interactive dashboards, automatically detects anomalies with email alerts, and includes an AI-powered data agent for conversational insights. The architecture and approach can be easily extended to other industries for broad adoption.

Key use cases include:

• Real-time dashboard with up-to-date analysis and reporting.
• Anomaly detection and notification.
• Customized data agent answering users' questions with intelligence derived from the data.

Solution overview

This solution accelerator delivers comprehensive asset monitoring, real-time anomaly detection, and automated notifications for manufacturing operations.

Solution architecture

Below diagram illustrates the solution architecture. Synthetic telemetry data is generated by the Telemetry Data Simulator. The architecture easily adapts to other industries by connecting your own data sources to Azure Event Hub and customizing the dashboards and queries. For technical details, see the [Solution Architecture Overview](./docs/TechnicalArchitecture.md).

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How to customize

If you'd like to customize the solution accelerator, here are some common areas to start:

• Data generation and collection: You can customize the data simulator to generate data that is closely aligned with your own industry or your own company.
• Update the KQL queries for the tiles in Real-Time Intelligence dashboard.
• Update the Activator rules to meet your business needs.
• Update the instructions to the Fabric Data Agent to align with your own business goals and data insights.

Resources

What's New in Microsoft Fabric

Microsoft Fabric Blog

What Is Real-Time Intelligence in Microsoft Fabric?

Fabric data agent creation

Features

Click to learn more about the key features this solution enables

• Fabric Data Ingestion Program and Real-Time Event Simulator

One-time batch historical data simulator and real-time telemetry data simulator are provided. For more details, please refer to [Fabric Data Ingestion Guide](./docs/FabricDataIngestion.md) and [Event Simulator Guide](./docs/EventSimulatorGuide.md).

• Real-Time Intelligence Operations Dashboard

Real-Time Intelligence Operations Dashboard provides an overview of how manufacturing assets are performing, and shows individual sensor data trends. For details, please refer to [Real-Time Intelligence Dashboard Guide](./docs/RealTimeIntelligenceDashboardGuide.md).

• Fabric EventHouse with Customized Fabric Data Agent

Manufacturing telemetry data is hosted in Fabric EventHouse. You can use conversational interface powered by Fabric Data Agent for live operational queries. For details, please refer to [Fabric Data Agent Guide](./docs/FabricDataAgentGuide.md).

• Anomaly Detection and Alerts through Fabric Activator

Microsoft Activator is configured with anomaly detection rules that trigger Outlook email notifications when an anomaly occurs. For more details, please refer to [Activator Guide](./docs/ActivatorGuide.md).

• Useful Data Analysis and Performance Metrics KQL Code

Reusable KQL code is provided to get you started quickly. For details, please refer to [Data Analysis KQL Guide](./src/kql/data_analysis/data_analysis_guide.md) and [Performance Metrics KQL Queryset Guide](./src/kql/kql_queryset/kql_queryset_guide.md).

• Demonstrator's Guide

After successful deployment of the solution accelerator, you or your colleague who has required access can demonstrate this solution by following the steps outlined in the [Demonstrator's Guide](./docs/DemonstratorGuide.md).

Quick deploy

Getting Started

How to install or deploy

Follow these steps to deploy the solution to your own Azure subscription:

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One-command deployment - Deploy everything with Azure Developer CLI and Azure CLI (check [prerequisites](./docs/DeploymentGuide.md#step-1-prerequisites--setup)):

# Clone and navigate to repository
git clone https://github.com/microsoft/real-time-intelligence-operations-solution-accelerator.git
cd real-time-intelligence-operations-solution-accelerator

# Authenticate (required)
azd auth login # Required to deploy with azd up
az login # Required to use the Azure CLI commands that connect Azure resources to Fabric workspace

# Recommended: set email to receive alerts
azd env set FABRIC_ACTIVATOR_ALERTS_EMAIL "myteam@company.com"

# Optional: Customize resource names
azd env set FABRIC_WORKSPACE_NAME "My RTI Workspace"
azd env set FABRIC_WORKSPACE_ADMINISTRATORS "user@company.com,12345678-1234-abcd-1234-123456789abc" # comma-separated
azd env set FABRIC_EVENTHOUSE_NAME "my_custom_eventhouse"
azd env set FABRIC_EVENTHOUSE_DATABASE_NAME "my_custom_kql_db"
azd env set FABRIC_EVENT_HUB_CONNECTION_NAME "my_eventhub_connection"
azd env set FABRIC_RTIDASHBOARD_NAME "My Custom Dashboard"
azd env set FABRIC_EVENTSTREAM_NAME "my_custom_eventstream"
azd env set FABRIC_ACTIVATOR_NAME "my_custom_activator"

# Deploy everything
azd up

For additional deployment configuration and detailed setup instructions, see the [deployment guide](./docs/DeploymentGuide.md).

Prerequisites and costs

Microsoft Fabric Capacity is enabled for your organization. Please refer to [Enable Microsoft Fabric for your...