Business Intelligence, Data Lake and Lambda Architecture

Data Ingestion: 7 Challenges and 4 Best Practices

Monte Carlo

MARCH 14, 2023

Data from these sources are often ingested into a cloud-based data warehouse or data lake , where they can then be mined for information and insights. Source : Fundamentals of Data Engineering by Joe Reis and Matt Housley. Some data teams will leverage micro-batch strategies for time sensitive use cases.

Data Ingestion

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20+ Data Engineering Projects for Beginners with Source Code

ProjectPro

AUGUST 24, 2021

The current architecture is called Lambda architecture, where you can handle both real-time streaming data and batch data. Log files are pushed to Kafka topic using NiFi, and this Data is Analyzed and stored in Cassandra DB for real-time analytics. Upload it to Azure Data lake storage manually.

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Data Ingestion: 7 Challenges and 4 Best Practices

20+ Data Engineering Projects for Beginners with Source Code

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