Hadoop Ecosystem
What is Hadoop?
Hadoop is an open-source framework that allows for the distributed processing of large data sets across clusters of computers using simple programming models. It scales from single servers to thousands of machines, each offering local computation and storage. The framework detects and handles failures at the application layer, providing a highly available service on top of a cluster of potentially fail-prone computers.
Which technology does Hadoop work on?
Hadoop operates on the principles of distributed computing and storage, utilizing the Hadoop Distributed File System (HDFS) and the MapReduce programming model for efficient data handling and processing across multiple computing nodes.
How is Hadoop used in modern technologies?
- Big Data Analytics: Fundamental in processing large volumes of data for analytics.
- Machine Learning and Data Mining: Supports large datasets necessary for machine learning.
- Data Warehousing and ETL: Serves as a platform for data storage and intensive processing.
- Internet of Things (IoT): Manages data from sensors and devices in real or near-real-time.
- Cloud Computing: Easily deployed in cloud environments to utilize scalable cloud infrastructure.