Hadoop MapReduce vs Spark | Hadoop Tutorial For Beginners | Hadoop & Spark Tutorial | Edureka

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( ** Apache Spark Training - https://www.edureka.co/apache-spark-s... ** ) This Edureka tutorial on MapReduce vs Spark will help you to understand the differences between MapReduce and Spark by comparing them on various parameters like: 1. Current Market Situation 2. Hadoop Map-Reduce vs Apache Spark a. Performance b. Ease of Use c. Cost d. Data Processing e. Security f. Fault Tolerance 3. Real-time example of Map-Reduce 4. Real-time example of Spark Check our complete Apache Spark and Scala playlist here: https://goo.gl/ViRJ2K

Technology

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Performance
Ease of Use
Cost
Data Processing
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Fault Tolerance

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Current Market Situation
47% +
(2017)
14% +
(2017)
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(2016) (2016)

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Moves data through
disk and network
Performs better as data is
cached in the memory
Performance
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Performance
Ease of Use
Cost
Data Processing
Security
Fault Tolerance

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Performance
Ease of Use
Cost
Data Processing
Security
Fault Tolerance
Uses Java API’s and doesn’t
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supports Interactive
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Ease of Use
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Comparatively less
costlier because of hard
disk storage
More costlier because of
large amounts of RAM
Cost
Performance
Ease of Use
Cost
Data Processing
Security
Fault Tolerance
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Batch Processing
Real-time as well as
Batch Processing
Data Processing
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Performance
Ease of Use
Cost
Data Processing
Security
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Performance
Ease of Use
Cost
Data Processing
Security
Fault Tolerance
More secure & supports
all security benefits like
Knox Gateway
Less secure &
Authentication via
Shared Secret
Security
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Uses replication for fault
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Uses RDD and other
storage models
Fault Tolerance
www.edureka.co/apache-spark-scala-trainingSpark Certification Training
Performance
Ease of Use
Cost
Data Processing
Security
Fault Tolerance

Copyright © 2018, edureka and/or its affiliates. All rights reserved.
Real Time Use Case of Map-Reduce

Hadoop Certification Training www.edureka.co/big-data-and-hadoop
EXTRACT
Data center 1
TRANSFORM LOAD
Data center 2
ETL & Data Analytics
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Copyright © 2018, edureka and/or its affiliates. All rights reserved.
Real Time Use Case of Apache Spark

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HDFS & HBase Storage
Data
Ingestion
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Hadoop MapReduce vs Spark | Hadoop Tutorial For Beginners | Hadoop & Spark Tutorial | Edureka

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YouTube Link: https://youtu.be/Zsl7ttA9Kcg PGP in AI and Machine Learning (9 Months Online Program): https://www.edureka.co/post-graduate/machine-learning-and-ai This Edureka PPT on "Cognitive AI" explains cognitive computing and how it helps in making better human decisions at work. Also, it explains the differences between cognitive computing and artificial intelligence. Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka Castbox: https://castbox.fm/networks/505?country=in

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Edureka!

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Edureka!

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Edureka!

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4. Hadoop Certification Training www.edureka.co/big-data-and-hadoop Current Market Situation 47% + (2017) 14% + (2017) www.edureka.co/apache-spark-scala-trainingSpark Certification Training (2016) (2016)

5. Hadoop Certification Training www.edureka.co/big-data-and-hadoop Moves data through disk and network Performs better as data is cached in the memory Performance www.edureka.co/apache-spark-scala-trainingSpark Certification Training Performance Ease of Use Cost Data Processing Security Fault Tolerance

6. Hadoop Certification Training www.edureka.co/big-data-and-hadoop Performance Ease of Use Cost Data Processing Security Fault Tolerance Uses Java API’s and doesn’t support real time processing Uses Rich API’s and supports Interactive Mode in real time Ease of Use www.edureka.co/apache-spark-scala-trainingSpark Certification Training

7. Hadoop Certification Training www.edureka.co/big-data-and-hadoop Comparatively less costlier because of hard disk storage More costlier because of large amounts of RAM Cost Performance Ease of Use Cost Data Processing Security Fault Tolerance www.edureka.co/apache-spark-scala-trainingSpark Certification Training

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