Field Guide to Hadoop
An Introduction to Hadoop, Its Ecosystem, and Aligned Technologies
Samenvatting
If your organization is about to enter the world of big data, you not only need to decide whether Apache Hadoop is the right platform to use, but also which of its many components are best suited to your task. This field guide makes the exercise manageable by breaking down the Hadoop ecosystem into short, digestible sections. You’ll quickly understand how Hadoop’s projects, subprojects, and related technologies work together.
Each chapter introduces a different topic—such as core technologies or data transfer—and explains why certain components may or may not be useful for particular needs. When it comes to data, Hadoop is a whole new ballgame, but with this handy reference, you’ll have a good grasp of the playing field.
Topics include:
- Core technologies—Hadoop Distributed File System (HDFS), MapReduce, YARN, and Spark
- Database and data management—Cassandra, HBase, MongoDB, and Hive
- Serialization—Avro, JSON, and Parquet
- Management and monitoring—Puppet, Chef, Zookeeper, and Oozie
- Analytic helpers—Pig, Mahout, and MLLib
- Data transfer—Scoop, Flume, distcp, and Storm
- Security, access control, auditing—Sentry, Kerberos, and Knox
- Cloud computing and virtualization—Serengeti, Docker, and Whirr
Specificaties
Inhoudsopgave
-Hadoop Distributed File System (HDFS)
-MapReduce
-YARN
-Spark
2. Database and Data Management
-Cassandra
-HBase
-Accumulo
-Memcached
-Blur
-Solr
-MongoDB
-Hive
-Spark SQL (formerly Shark)
-Giraph
3. Serialization
-Avro
-JSON
-Protocol Buffers (protobuf)
-Parquet
4. Management and Monitoring
-Ambari
-HCatalog
-Nagios
-Puppet
-Chef
-ZooKeeper
-Oozie
-Ganglia
5. Analytic Helpers
-MapReduce Interfaces
-Analytic Libraries
-Pig
-Hadoop Streaming
-Mahout
-MLLib
-Hadoop Image Processing Interface (HIPI)
-SpatialHadoop
6. Data Transfer
-Sqoop
-Flume
-DistCp
-Storm
7. Security, Access Control, and Auditing
-Sentry
-Kerberos
-Knox
-Chapter 8Cloud Computing and Virtualization
-Serengeti
-Docker
-Whirr
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