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Within this reference architecture, the pipeline extracts info from two resources, performs a sign up for on related information from Every stream, enriches The end result, and calculates a mean. The results are stored for further Examination on the cab assistance info. 

 With this project, you can apply your details engineering and Evaluation capabilities to amass server log details, preprocess the data, and shop it into reliable distributed storage HDFS using the dataflow management framework Apache NiFi. This knowledge engineering project includes cleansing and reworking details working with Apache Spark to glean insights into what actions are going on to the server, such as the most Repeated hosts hitting the server and which region or town results in essentially the most network traffic Along with the server.

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Azure SQL Databases instance for persistent storage; to store forecasts and historical distribution facts.

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