For those needing robust ELT, data science, and machine learning features within a data lake/data warehouse framework, Databricks is the winner. Azure ML wins for those just wanting to add ML to ...

The Azure IoT Operations – Power BI – Omniverse (AIO-PBI-OV) architecture encompasses (from left to right) collecting IoT data from factory floor, efficiently processing and logging it, then updating ...

Azure Synapse Overview. Azure Synapse, previously known as Microsoft Azure SQL Data Warehouse, integrates big data and data warehousing into a single platform.. Its architecture is built on a ...

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After ingesting data into the "bronze" folder, it is transformed following the medallion data lake architecture (bronze, silver, gold). Data transitions through bronze, silver, and ultimately gold, ...

Unveiling the Architectural Wonders. Within the Azure landscape, Delta Lake finds its home amidst the powerful storage layers. The journey begins with Data Lake Storage Gen 2 Layer, providing a solid ...

Abstract: The article presents a Reference Architecture Proposal for Data Ingestion in a Data Lake. The project is developed in the context of a consulting firm that provides services to banking and ...

A hierarchical data storage model has also been proposed for shared access to data over different layers in the DL architecture, on top of which Data Lifecycle Management (DLM) rules have been ...