Multivariate Anomaly Detection

Monitor and maintain high-value industrial equipment, detect subtle anomalies using advanced algorithms, send automated alerts and provide comprehensive visualization capabilities to facilitate diagnostics and root cause analysis.

📦 5 min. deploy • ⏱️ 15 min. complete • 13 item types

Real-Time Grid Intelligence

Monitor electrical grids, coordinate response to weather-related outages and optimize quality of service using Advanced Metering Infrastructure (AMI) data fused with weather data and vehicle telematics from repair crews.

📦 5 min. deploy • ⏱️ 5 min. complete • 12 item types

Getting Started with Materialized Lake Views

Build a bronze-to-gold medallion pipeline using materialized lake views in a Fabric lakehouse. Create source tables, define materialized views with automatic refresh, and explore lineage tracking.

📦 2 min. deploy • ⏱️ 15 min. complete • 2 item types

Spark Stateful Streaming with RocksDB

Learn stateful, low-latency (sub-second) stream processing with Spark Structured Streaming and RocksDB. Monitor heartbeat events from browser-based producers, track health state transitions in real-time, and visualize results on a companion website.

📦 3 min. deploy • ⏱️ 15 min. complete • 3 item types

Stateful Streaming Lakehouse

Discover how Spark Structured Streaming powers a stateful lakehouse for industrial sales and shipment data. Applicable for both batch and streaming workloads, learn how to process incremental events from OneLake and Eventstream, and explore a production-ready streaming-first reference implementation.

📦 8 min. deploy • ⏱️ 30 min. complete • 5 item types

Spark Monitoring and Optimization

Empower your Spark workloads monitoring using Fabric Real-Time Intelligence. Track Spark job performance metrics, visualize data streams on live dashboards, and gain operational insights to optimize your data engineering pipelines.

📦 3 min. deploy • ⏱️ 20 min. complete • 9 item types

Real-Time Telecom Call Data Records

Monitor real-time telecom call data records using Fabric Real-Time Intelligence. Stream call data through Eventstream into an Eventhouse and visualize usage patterns on live KQL dashboards.

📦 2 min. deploy • ⏱️ 5 min. complete • 5 item types

Real-Time Banking Loan Fraud Detection

Detect fraudulent activities in banking loan applications in real-time using Fabric Real-Time Intelligence. Stream loan application data through Eventstream into an Eventhouse and visualize fraud patterns on live KQL dashboards.

📦 2 min. deploy • ⏱️ 5 min. complete • 5 item types

Real-Time Retail Sales Monitoring

Experience real-time retail sales monitoring using Fabric Real-Time Intelligence. Watch as streaming sales data from multiple stores flows into an Eventhouse and powers live KQL dashboards for instant business insights.

📦 2 min. deploy • ⏱️ 5 min. complete • 5 item types

Real-Time Healthcare Billing System

Integrate real-time AI-driven intelligence into a patient billing system using Fabric Real-Time Intelligence. Stream billing events to detect anomalies, enhance accuracy, reduce disputes, and streamline payments with live KQL dashboards.

📦 2 min. deploy • ⏱️ 5 min. complete • 5 item types

Fabric Platform Monitoring - Capacity Events

Monitor your Fabric capacity utilization in real-time using Capacity Events. Ingest capacity telemetry into an Eventhouse via Eventstream and visualize resource consumption trends on live KQL dashboards for proactive management.

📦 2 min. deploy • ⏱️ 5 min. complete • 6 item types

Fabric Platform Monitoring - Activity Events

Extract and store semi-structured platform activity events in an Eventhouse for near real-time analysis and data-driven actions. Monitor Fabric platform activities with live dashboards powered by KQL queries and automated data pipelines.

📦 2 min. deploy • ⏱️ 5 min. complete • 7 item types

Fabric Platform Monitoring - Fabric Inventory

Extract and catalog your entire Fabric tenant inventory in a semi-structured format for comprehensive visibility. Track workspaces, items, and configuration details with automated pipelines and real-time KQL dashboards.

📦 2 min. deploy • ⏱️ 5 min. complete • 7 item types

Fabric Platform Monitoring - Gateway Monitoring

Monitor on-premises data gateway performance and usage with real-time data ingestion into Fabric. Track gateway health, query execution metrics, and resource utilization through live dashboards and Power BI reports.

📦 2 min. deploy • ⏱️ 5 min. complete • 9 item types

Fabric Platform Monitoring - Workspace Item Events

Monitor workspace item events in real-time using Microsoft Fabric. Ingest item-level telemetry into an Eventhouse via Eventstream and visualize activity patterns on live KQL dashboards.

📦 2 min. deploy • ⏱️ 5 min. complete • 9 item types

Fabric Cost Analysis

FCA delivers holistic cost monitoring for Microsoft Fabric using Fabric itself. It combines Azure Cost Management and enriched data to provide high‑level insights and deep dives into usage, quotas, reservations, and platform specifics.

📦 2 min. deploy • ⏱️ 15 min. complete • 6 item types