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Data Engineer vs Data Analyst: Key Differences and Similarities

Knowledge Hut

They have extensive knowledge of databases, data warehousing, and computer languages like Python or Java. Also, data engineers are well-versed in distributed systems, cloud computing, and data modeling. Most data analysts are educated in mathematics, statistics, or a similar subject.

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20+ Data Engineering Projects for Beginners with Source Code

ProjectPro

This architecture shows that simulated sensor data is ingested from MQTT to Kafka. The data in Kafka is analyzed with Spark Streaming API, and the data is stored in a column store called HBase. Finally, the data is published and visualized on a Java-based custom Dashboard. for building effective workflows.