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Data Factory - Coggle Diagram
Data Factory
EPAM Layers
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Edge/Ingestion—automated processes to extract data (data sources) from the original location (source system) and load them into the system.
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Analytics Production Pipelines—production data transformation using scalable ETL logic to create consumable data.
Management Components—data catalogs, data models, and job monitoring/scheduling.
Data and ML Exploratory Environment—a scalable analytical toolset intended to conduct data mining and statistical analysis.
Products—Flexible storage for data products that provides a reliable way of transferring them to the data access layer, including a marketplace of AI products formed by families of AI services.
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Architectures
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Kappa
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Use Cases: Kappa is ideal for real-time, event-driven systems with minimal batch processing needs.
Def: A data analytics platform allows an organization to design, develop, and operationalize data products efficiently to deliver business value.