Real Time IoT Analytics and Power BI
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The document discusses handling real-time scenarios with IoT and Power BI. It describes using Azure services like Event Hubs, Stream Analytics, and Power BI to ingest real-time sensor data, transform it with queries, store the output in Blob storage, and display it in Power BI for real-time analytics. The presentation covers the components of an IoT solution in Azure for real-time processing and visualization of sensor data.
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Real Time IoT Analytics and Power BI
- 1. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Handling Real Time Scenarios - IoT + Power BI Gastón Cruz / Bruno Torterolo MVP Data Platform / Business Technical Manager Arkano
- 2. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018
- 3. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 IoT Scenarios – Real time analytics Today, 80% of organizations adopt cloud-first strategies AI investment increased by 300% in 2017 Data will grow to 44 ZB in 2020
- 4. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d Custom apps Sensors and devices Business apps
- 5. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Custom apps Sensors and devices Ingest Business apps D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 6. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Custom apps Sensors and devices StoreIngest Business apps D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 7. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Prep & Train Custom apps Sensors and devices StoreIngest Business apps D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 8. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train Custom apps Sensors and devices StoreIngest Business apps D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 9. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train Custom apps Sensors and devices StoreIngest Data Factory (Data movement, pipelines & orchestration) Business apps D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 10. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train Custom apps Sensors and devices StoreIngest Data Factory (Data movement, pipelines & orchestration) Event Hubs IoT Hub Business apps Kafka D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 11. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train Custom apps Sensors and devices Store Blobs Data Lake Ingest Data Factory (Data movement, pipelines & orchestration) Event Hubs IoT Hub Business apps 10 01 Kafka D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 12. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train HDInsight / SparkCustom apps Sensors and devices Store Blobs Data Lake Ingest Data Factory (Data movement, pipelines & orchestration) Machine Learning Event Hubs IoT Hub Business apps 10 01 Kafka D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 13. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train HDInsight / SparkCustom apps Sensors and devices Store Blobs Data Lake Ingest Data Factory (Data movement, pipelines & orchestration) Machine Learning Cosmos DB SQL Data Warehouse Analysis Services Event Hubs IoT Hub SQL Database Business apps 10 01 SQLKafka D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 14. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train HDInsight / SparkCustom apps Sensors and devices Store Blobs Data Lake Ingest Data Factory (Data movement, pipelines & orchestration) Machine Learning Cosmos DB SQL Data Warehouse Analysis Services Event Hubs IoT Hub SQL Database Business apps 10 01 SQLKafka D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 15. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train HDInsight / SparkCustom apps Sensors and devices Store Blobs Data Lake Ingest Data Factory (Data movement, pipelines & orchestration) Machine Learning Cosmos DB SQL Data Warehouse Analysis Services Event Hubs IoT Hub SQL Database Business apps 10 01 SQLKafka D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 16. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train HDInsight / SparkCustom apps Sensors and devices Store Blobs Data Lake Ingest Data Factory (Data movement, pipelines & orchestration) Machine Learning Cosmos DB SQL Data Warehouse Analysis Services Event Hubs IoT Hub SQL Database Business apps 10 01 SQLKafka D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 17. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train HDInsight / SparkCustom apps Sensors and devices Store Blobs Data Lake Ingest Data Factory (Data movement, pipelines & orchestration) Machine Learning Cosmos DB SQL Data Warehouse Analysis Services Event Hubs IoT Hub SQL Database Business apps 10 01 SQLKafka D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 18. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train HDInsight / SparkCustom apps Sensors and devices Store Blobs Data Lake Ingest Data Factory (Data movement, pipelines & orchestration) Machine Learning Cosmos DB SQL Data Warehouse Analysis Services Event Hubs IoT Hub SQL Database Analytical dashboards Predictive apps Operational reports Intelligence Business apps 10 01 SQLKafka D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 19. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train HDInsight / SparkCustom apps Sensors and devices Store Blobs Data Lake Ingest Data Factory (Data movement, pipelines & orchestration) Machine Learning Cosmos DB SQL Data Warehouse Analysis Services Event Hubs IoT Hub SQL Database Analytical dashboards Predictive apps Operational reports Intelligence Business apps 10 01 SQLKafka D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 20. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train HDInsight / Spark DATA Custom apps Sensors and devices Store Blobs Data Lake Ingest Data Factory (Data movement, pipelines & orchestration) Machine Learning Cosmos DB SQL Data Warehouse Analysis Services Event Hubs IoT Hub SQL Database Analytical dashboards Predictive apps Operational reports Intelligence Business apps 10 01 SQLKafka D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 21. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train HDInsight / Spark DATA Custom apps Sensors and devices INTELLIGENCE Store Blobs Data Lake Ingest Data Factory (Data movement, pipelines & orchestration) Machine Learning Cosmos DB SQL Data Warehouse Analysis Services Event Hubs IoT Hub SQL Database Analytical dashboards Predictive apps Operational reports Intelligence Business apps 10 01 SQLKafka D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 22. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Model & ServePrep & Train HDInsight / Spark DATA Custom apps Sensors and devices INTELLIGENCE ACTION Store Blobs Data Lake Ingest Data Factory (Data movement, pipelines & orchestration) Machine Learning Cosmos DB SQL Data Warehouse Analysis Services Event Hubs IoT Hub SQL Database Analytical dashboards Predictive apps Operational reports Intelligence Business apps 10 01 SQLKafka D a t a m a n a g e m e n t s o l u t i o n f o r i n t e l l i g e n c e i n t h e c l o u d
- 23. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 IoT Solution components • Sensor Data - App
- 24. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 IoT Solution components • Sensor Data - App • Create an Azure EventHub – Ingest Data
- 25. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 IoT Solution components • Sensor Data - App • Create an Azure EventHub – Ingest Data • Create Stream Analytics Job
- 26. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 IoT Solution components • Sensor Data - App • Create an Azure EventHub – Ingest Data • Create Stream Analytics Job • Create Queries to Transform Real Time
- 27. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 IoT Solution components • Sensor Data - App • Create an Azure EventHub – Ingest Data • Create Stream Analytics Job • Create Queries to Transform Real Time • Create Output Sinks – IE: Azure Blob Storage
- 28. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 IoT Solution components • Sensor Data - App • Create an Azure EventHub – Ingest Data • Create Stream Analytics Job • Create Queries to Transform Real Time • Create Output Sinks – IE: Azure Blob Storage • Add Power BI Output
- 29. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 IoT Solution components • Sensor Data - App • Create an Azure EventHub – Ingest Data • Create Stream Analytics Job • Create Queries to Transform Real Time • Create Output Sinks – IE: Azure Blob Storage • Add Power BI Output • Start Stream Analytics Job
- 30. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 IT´S DEMO TIMEEEEEEEEE!!!!!!
- 31. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018 Muchas gracias! Y hasta la próxima!!! http://www.gastoncruz.com @gastonfcruz / @bruno_torterolo gastoncruz@outlook.com / bruno.torterolo@arkanosoft.com Gastón Cruz / Bruno Torterolo
- 32. @gastonfcruz / @bruno_torterolo.NET Conf UY v2018
Hinweis der Redaktion
- Following are some examples where Azure Stream Analytics can be used: Internet of Things(IoT) Sensor fusion and real-time analytics on device telemetry Web logs/clickstream analytics Geospatial analytics for fleet management and driverless vehicles Remote monitoring and predictive maintenance of hi-value assets Real-time analytics on Point of Sale data for inventory control and anomaly detection