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Extending Microsoft’s Azure Digital Twins for real-time analyticsAs countless applications need to track live systems, d...
10/12/2024

Extending Microsoft’s Azure Digital Twins for real-time analytics

As countless applications need to track live systems, developers face the challenge of implementing real-time analytics that can react to incoming telemetry and quickly identify problems or opportunities. Examples include telematics software that tracks vehicles in a fleet, security software monitoring physical points of entry or network endpoints in a cyber infrastructure, health-tracking systems that analyze telemetry from wearable devices, and many others. These applications are all tasked with the need to simultaneously digest messages from numerous data sources, find patterns of interest, and act quickly when necessary.

Using Digital Twins for Real-Time Analytics

The digital twin model has evolved over the last twenty years as a compelling, object-oriented approach to modelling the state and behavior of devices, and it has been widely adopted for product lifecycle management (PLM). Using the power of in-memory computing, new capabilities for real-time analytics can now be added to the digital twin model and enable it to track telemetry from large numbers of data sources. This approach has the potential to simplify application design and streamline the development process while enabling consistently fast analysis even for large workloads. It also can easily be integrated into popular digital twin platforms, such as Microsoft’s Azure Digital Twins, to expand their range of applications from PLM to real-time analytics for live systems with many data sources.

App Store Connect now shows analytics for in-app eventsMeasuring the effectiveness of an in-app event has been more diff...
10/12/2024

App Store Connect now shows analytics for in-app events
Measuring the effectiveness of an in-app event has been more difficult than it should be. Apple wants to fix that.

This week, Apple announced that developers can access key information about in-app events through App Analytics in App Store Connect.

“You can now view information about your in-app events, including event page views, reminder and notification data, and the number of downloads and redownloads that were driven by your in-app events,” explained Apple.

“Each metric can be viewed by territory, source type, device, and more, so you can understand how your in-app events are influencing your apps’ growth and success.”

In-app events were officially launched in October 2021 and many developers have been taking advantage to drive user engagement in their apps and games. The new analytics feature for in-app events will help developers determine whether they were worth running.

Developers can now add real-time analytics to Azure Digital TwinsSeveral real-time components have been added as part of...
05/12/2024

Developers can now add real-time analytics to Azure Digital Twins

Several real-time components have been added as part of the new integration with Azure Digital Twins. For example, rather than require the use of Azure’s serverless functions, the new extensions enable low-latency message ingestion and processing with immediate access to their corresponding Azure digital twin’s properties.

Developers can write their message-processing code in C #, Java, JavaScript, or even using an intuitive rules-based language.

Powerful machine learning capabilities to monitor incoming telemetry for anomalies can easily be added – without the need for additional coding – using Microsoft’s ML.NET library.

“We are excited to offer powerful machine learning capabilities for real-time digital twins that will make it even easier to immediately spot issues or identify opportunities across a large population of data sources,” said Dr. William Bain, ScaleOut Software’s CEO and founder.

“ScaleOut Software has built the next step in the evolution of the Microsoft Azure IoT and ML.NET ecosystem, and we look forward to helping our customers harness these technologies to enhance their real-time monitoring and streaming analytics.”

Aside from unlocking new use cases, the solution also provides enhanced situational awareness through real-time data aggregation and visualisation. This ensures that managers can quickly identify and address emerging issues before they pose a larger problem.

The real-time components of ScaleOut’s solution have automatic persistence with Azure Digital Twins for offline storage. On startup, they’ll also retrieve their state from Microsoft’s cloud service.

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