Data Lake, Kafka, Lambda Architecture and MongoDB

Aggregator Leaf Tailer: An Alternative to Lambda Architecture for Real-Time Analytics

Rockset

FEBRUARY 6, 2019

Traditional Data Processing: Batch and Streaming MapReduce, most commonly associated with Apache Hadoop, is a pure batch system that often introduces significant time lag in massaging new data into processed results. A common implementation would have large batch jobs in Hadoop complemented by an update stream stored in Apache Kafka.

Lambda Architecture

Lambda Architecture Architecture MongoDB Kafka

20+ Data Engineering Projects for Beginners with Source Code

ProjectPro

AUGUST 24, 2021

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. This is called Hot Path.

Data Engineering

Data Engineering Data Engineer Coding Project

Data Engineering Digest

Aggregator Leaf Tailer: An Alternative to Lambda Architecture for Real-Time Analytics

20+ Data Engineering Projects for Beginners with Source Code

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