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2025-04-05 Update From: SLTechnology News&Howtos shulou NAV: SLTechnology News&Howtos > Servers >
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This article mainly shows you "what are the main components of Hadoop", the content is easy to understand, clear, hope to help you solve your doubts, let the editor lead you to study and learn "what are the main components of Hadoop" this article.
The main components of Hadoop include:
Software framework written by Hadoop:Java to support data-intensive distributed applications
ZooKeeper: distributed Coordination system with High Reliability
MapReduce: a flexible parallel data processing Framework for big data
HDFS:Hadoop distributed file system
Oozie: responsible for MapReduce job scheduling
HBase:Key-value database
Hive: a data Warehouse package built on MapRudece
Pig:Pig is an advanced data processing layer based on Hadoop. The Pig Latin language provides programmers with a more intuitive way to customize data streams.
The scope of application and typical characteristics of Hadoop MapReduce method
A huge amount of data
Little or no data dependency
Contains both structured and unstructured data
Suitable for large-scale parallel processing
Application use case
A batch analyzer fast enough to meet business needs and business reports, such as website traffic and product recommendation analysis.
Iterative analysis using data mining and machine learning algorithms. Such as association rule analysis K-means data aggregation, link analysis (data analysis technology), data mining classification, the famous Bayes algorithm analysis.
Statistical analysis and extraction, such as Web log analysis, data analysis
Behavior analysis, such as clickstream analysis, user video behavior, etc.
Conversion and enhancements such as social media, ETL processing, data standardization, etc.
In general, Hadoop is used in distributed environments. As was the case with Linux, vendors integrate and test components of the Apache Hadoop ecosystem and add their own tools and management capabilities.
These are all the contents of the article "what are the main components of Hadoop". Thank you for reading! I believe we all have a certain understanding, hope to share the content to help you, if you want to learn more knowledge, welcome to follow the industry information channel!
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