Cloud architectures enable and encourage a new level of integration with 3rd party systems and data sources to deliver enriched and personalized services. The purpose of a modern data pipeline is to assemble, distill, and publish relevant data for better inform and monitor software infrastructure. Newer, real-time ETL solutions

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