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Certified Big Data and Apache
Hadoop Developer
VS-1221
Vskills Certified Big Data and Apache Hadoop Developer
www.vskills.in
CertifiedCertifiedCertifiedCertified Big Data and Apache Hadoop DeveloperBig Data and Apache Hadoop DeveloperBig Data and Apache Hadoop DeveloperBig Data and Apache Hadoop Developer
Certification Code VSCertification Code VSCertification Code VSCertification Code VS----1221122112211221
Vskills certification for Big Data and Apache Hadoop Developer Certification assesses the
knowledge and skills required to become a successful Hadoop Developer, Administrator,
Data Scientist Professional etc in the field of Big Data. The certification tests the candidates
on various areas in Big Data and Apache Hadoop.
Please note that completing the Video based course by Digital Vidya is mandatory to
appear in this certification exam.
Why should one take this certification?Why should one take this certification?Why should one take this certification?Why should one take this certification?
This Course is intended for professionals and graduates wanting to excel in their chosen
areas. It is also well suited for those who are already working and would like to take
certification for further career progression.
Earning Vskills Big Data and Apache Hadoop Developer Certification can help candidate
differentiate in today's competitive job market, broaden their employment opportunities by
displaying their advanced skills, and result in higher earning potential.
Who will benefit from taking this certification?Who will benefit from taking this certification?Who will benefit from taking this certification?Who will benefit from taking this certification?
The course is designed for professionals aspiring to make a career in Big Data and
Hadoop Framework. Students, Software Professionals, Analytics Professionals, ETL
developers, Project Managers, Architects, and Testing Professionals are the key
beneficiaries of this course. Other professionals who are looking forward to acquire a solid
foundation on Big Data Industry can also opt for this course. This not only improves their
skill set but also makes their CV stronger and existing employees looking for a better role
can prove their employers the value of their skills through this certification.
Test DetailsTest DetailsTest DetailsTest Details
• Duration:Duration:Duration:Duration: 60 minutes
• No. of questions:No. of questions:No. of questions:No. of questions: 50
• Maximum marks:Maximum marks:Maximum marks:Maximum marks: 50, Passing marks: 35 (70%)
There is no negative marking in this module.
Fee StructureFee StructureFee StructureFee Structure
Rs. 4,999/- (Includes all taxes)
Vskills Certified Big Data and Apache Hadoop Developer
www.vskills.in
Companies that hire VskillsCompanies that hire VskillsCompanies that hire VskillsCompanies that hire Vskills Big Data and Apache HadoopBig Data and Apache HadoopBig Data and Apache HadoopBig Data and Apache Hadoop
DeveloperDeveloperDeveloperDeveloper
With 1.8 trillion gigabytes of structured and unstructured data in the world, and the volume
doubling every two years, the need for big data analysis and business intelligence has never
been greater. It adds up to an incredible need for Hadoop professionals who understand
how to develop, process and manage half of world's data on Hadoop. Build game-changing
Big Data Applications on Hadoop and future-proof your career.
Vskills Certified Big Data and Apache Hadoop Developer
www.vskills.in
Table of ContentsTable of ContentsTable of ContentsTable of Contents
ModuleModuleModuleModule 1:1:1:1: Introduction to Big Data and HadoopIntroduction to Big Data and HadoopIntroduction to Big Data and HadoopIntroduction to Big Data and Hadoop
1. Today’s Market
2. Current Situation
3. Introduction to Big Data
4. Sources of Big Data
5. Technical & Business Drivers
6. Big Data Use Cases – Banking, Healthcare, Agriculture
7. Traditional DBMS & their Limitations
8. Introduction to Hadoop
9. Hadoop Usage
10. Real-Time Use Cases – Retail, Farming
ModuleModuleModuleModule 2:2:2:2: Getting started with HadoopGetting started with HadoopGetting started with HadoopGetting started with Hadoop
1. Hadoop History
2. Hadoop v/s RDBMS
3. Hadoop Architecture
4. Hadoop Ecosystem components
5. Hadoop Storage - HDFS
6. Hadoop Processor - MapReduce
6. Hadoop Server Roles: NameNode, Secondary NameNode, DataNode
7. Anatomy of File Write and Read
ModuleModuleModuleModule 3:3:3:3: Hadoop Distributed File SystemHadoop Distributed File SystemHadoop Distributed File SystemHadoop Distributed File System
1. HDFS Architecture
2. HDFS internals and use cases
3. HDFS Daemons
4. Files and blocks
5. NameNode memory concerns
6. Secondary NameNode
7. HDFS access options
ModuleModuleModuleModule 4:4:4:4: MapMapMapMapReduceReduceReduceReduce
1. Use cases of MapReduce
2. MapReduce Architecture
3. Understand the concept of Mappers, Reducers
4. Anatomy of MapReduce Program
5. MapReduce Components – Mapper Class, Reducer Class, Driver code
6. Splits and Blocks
7. Understand Combiner and Partitioner
8. Write your own Partitioner
9. Joins - Map Side, Distributed, Distributed Cache, Reduce Side Join
10. Counters
11. Map Reduce API & Data Types
Vskills Certified Big Data and Apache Hadoop Developer
www.vskills.in
ModuleModuleModuleModule 5:5:5:5: PigPigPigPig
1. Introduction to Apache Pig
2. Pig Data Types
3. Operators in Pig
4. Pig program structure and execution process
5. Joins & filtering using Pig
6. Group & co-group
7. Schema merging and redefining functions
8. Pig functions
ModuleModuleModuleModule 6:6:6:6: HiveHiveHiveHive
1. Understanding Hive
2. Hive Architecture & Components
3. Using Hive command line interface
4. Data types and file formats
5. Hive DDL & DML operations
6. Hive vs. RDBMS
ModuleModuleModuleModule 7:7:7:7: HBaseHBaseHBaseHBase
1. What is HBase
2. HBase architecture
3. HBase in Hadoop Ecosystem
4. HBase vs. HDFS
5. HBase Data model
6. Physical Model in HBase
7. Components of HBase
8. Managing large data sets with HBase
9. Using HBase in Hadoop applications
ModuleModuleModuleModule 8:8:8:8: SqoopSqoopSqoopSqoop
1. Introducing Sqoop
2. The principles of Sqoop Design
3. Connectors and Drivers
4. Importing Data with Sqoop
5. Exporting Data with Sqoop
ModuleModuleModuleModule 9:9:9:9: ZooKeeperZooKeeperZooKeeperZooKeeper
1. Overview of Zookeeper
2. How ZooKeeper Works
3. The ZooKeeper CLI
4. Reading and Writing Data
5. Sequential and Ephemeral znodes
6. Watches
7. Versioning and ACLs
8. Zookeeper use cases
Vskills Certified Big Data and Apache Hadoop Developer
www.vskills.in
ModuleModuleModuleModule 10:10:10:10: FlumeFlumeFlumeFlume
1. Flume Overview
2. Channels
3. Sinks and Sink Processors
4. Sources and Channel Selectors
5. Interceptors, ETL, and Routing
6. Monitoring Flume
ModuleModuleModuleModule 11:11:11:11: OOOOooooziezieziezie
1. Introduction to Oozie
2. Oozie – Simple/Complex Flow
3. Oozie – Components
4. Oozie Service/ Scheduler
5. Use Cases – Time and Data triggers
6. Running/Debugging a Coordinator Job
7. Bundle
ModuleModuleModuleModule 12:12:12:12: YarnYarnYarnYarn
1. History of Yarn
2. Core Components
3. YARN Administration
4. Capacity Scheduler
5. YARN Distributed-shell
ModuleModuleModuleModule 13:13:13:13: Troubleshooting, Administering and Optimizing HadoopTroubleshooting, Administering and Optimizing HadoopTroubleshooting, Administering and Optimizing HadoopTroubleshooting, Administering and Optimizing Hadoop
1. Planning a Hadoop Cluster
2. Identity, Authentication and Authorization
3. Resource Management
4. Cluster Maintenance
5. Troubleshooting
6. Monitoring
7. Backup and Recovery
ModuleModuleModuleModule 14:14:14:14: RealRealRealReal----Time ProjectsTime ProjectsTime ProjectsTime Projects
1. Twitter Data Analysis
2. Stack Exchange Ranking and Percentile data-set
3. Loan Dataset
4. Data-sets by Government
5. Machine Learning Dataset like Badges datasets
6. NYC Data Set
7. Weather Dataset
Vskills Certified Big Data and Apache Hadoop Developer
www.vskills.in
Sample QuestionsSample QuestionsSample QuestionsSample Questions
1.1.1.1. For a MapReduce job, on a cluster running MapReduce v1 (MRv1), what’s theFor a MapReduce job, on a cluster running MapReduce v1 (MRv1), what’s theFor a MapReduce job, on a cluster running MapReduce v1 (MRv1), what’s theFor a MapReduce job, on a cluster running MapReduce v1 (MRv1), what’s the
relationship between tasks arelationship between tasks arelationship between tasks arelationship between tasks and task templates?nd task templates?nd task templates?nd task templates?
A. Once the write stream closes on the DataNode, the DataNode immediately initiates
a black report to the NameNode.
B. The change is written to the NameNode disk.
C. The metadata in the RAM on the NameNode is flushed to disk.
D. The metadata in RAM on the NameNode is flushed disk.
E. The metadata in RAM on the NameNode is updated.
F. The change is written to the edits file.
2.2.2.2. How does HDFS Federation help HDFS Scale horizontally?How does HDFS Federation help HDFS Scale horizontally?How does HDFS Federation help HDFS Scale horizontally?How does HDFS Federation help HDFS Scale horizontally?
A. HDFS Federation improves the resiliency of HDFS in the face of network issues by
removing the NameNode as a single-point-of-failure.
B. HDFS Federation allows the Standby NameNode to automatically resume the
services of an active NameNode.
C. HDFS Federation provides cross-data center (non-local) support for HDFS,
allowing a cluster administrator to split the Block Storage outside the local cluster.
D. HDFS Federation reduces the load on any single NameNode by using the multiple,
independent NameNode to manage individual pars of the filesystem namespace
3.3.3.3. What is the recommended disk cWhat is the recommended disk cWhat is the recommended disk cWhat is the recommended disk configuration for slave nodes in your Hadoop clusteronfiguration for slave nodes in your Hadoop clusteronfiguration for slave nodes in your Hadoop clusteronfiguration for slave nodes in your Hadoop cluster
with 6 x 2 TB hard drives?with 6 x 2 TB hard drives?with 6 x 2 TB hard drives?with 6 x 2 TB hard drives?
A. RAID 10
B. JBOD
C. RAID 5
D. RAID 1+0
4.4.4.4. Your developers request that you enable them to use Hive on your Hadoop cluster.Your developers request that you enable them to use Hive on your Hadoop cluster.Your developers request that you enable them to use Hive on your Hadoop cluster.Your developers request that you enable them to use Hive on your Hadoop cluster.
What do install and/or configure?What do install and/or configure?What do install and/or configure?What do install and/or configure?
A. Install the Hive interpreter on the client machines only, and configure a shared
remote Hive Metastore.
B. Install the Hive Interpreter on the client machines and all the slave nodes, and
configure a shared remote Hive Metastore.
C. Install the Hive interpreter on the master node running the JobTracker, and
configure a shared remote Hive Metastore.
D. Install the Hive interpreter on the client machines and all nodes on the cluster
Vskills Certified Big Data and Apache Hadoop Developer
www.vskills.in
5.5.5.5. Which command does Hadoop offer to discover missing or corrupt HDFS data?Which command does Hadoop offer to discover missing or corrupt HDFS data?Which command does Hadoop offer to discover missing or corrupt HDFS data?Which command does Hadoop offer to discover missing or corrupt HDFS data?
A. The map-only checksum utility,
B. Fsck
C. Du
D. Dskchk
E. Hadoop does not provide any tools to discover missing or corrupt data; there is no
need because three replicas are kept for each data block.
Answers: 1 (Answers: 1 (Answers: 1 (Answers: 1 (AAAA), 2 (), 2 (), 2 (), 2 (DDDD), 3 (), 3 (), 3 (), 3 (BBBB), 4 (A), 5 (), 4 (A), 5 (), 4 (A), 5 (), 4 (A), 5 (BBBB))))
Hadoop and Mapreduce Certification

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Hadoop and Mapreduce Certification

  • 1. Certified Big Data and Apache Hadoop Developer VS-1221
  • 2. Vskills Certified Big Data and Apache Hadoop Developer www.vskills.in CertifiedCertifiedCertifiedCertified Big Data and Apache Hadoop DeveloperBig Data and Apache Hadoop DeveloperBig Data and Apache Hadoop DeveloperBig Data and Apache Hadoop Developer Certification Code VSCertification Code VSCertification Code VSCertification Code VS----1221122112211221 Vskills certification for Big Data and Apache Hadoop Developer Certification assesses the knowledge and skills required to become a successful Hadoop Developer, Administrator, Data Scientist Professional etc in the field of Big Data. The certification tests the candidates on various areas in Big Data and Apache Hadoop. Please note that completing the Video based course by Digital Vidya is mandatory to appear in this certification exam. Why should one take this certification?Why should one take this certification?Why should one take this certification?Why should one take this certification? This Course is intended for professionals and graduates wanting to excel in their chosen areas. It is also well suited for those who are already working and would like to take certification for further career progression. Earning Vskills Big Data and Apache Hadoop Developer Certification can help candidate differentiate in today's competitive job market, broaden their employment opportunities by displaying their advanced skills, and result in higher earning potential. Who will benefit from taking this certification?Who will benefit from taking this certification?Who will benefit from taking this certification?Who will benefit from taking this certification? The course is designed for professionals aspiring to make a career in Big Data and Hadoop Framework. Students, Software Professionals, Analytics Professionals, ETL developers, Project Managers, Architects, and Testing Professionals are the key beneficiaries of this course. Other professionals who are looking forward to acquire a solid foundation on Big Data Industry can also opt for this course. This not only improves their skill set but also makes their CV stronger and existing employees looking for a better role can prove their employers the value of their skills through this certification. Test DetailsTest DetailsTest DetailsTest Details • Duration:Duration:Duration:Duration: 60 minutes • No. of questions:No. of questions:No. of questions:No. of questions: 50 • Maximum marks:Maximum marks:Maximum marks:Maximum marks: 50, Passing marks: 35 (70%) There is no negative marking in this module. Fee StructureFee StructureFee StructureFee Structure Rs. 4,999/- (Includes all taxes)
  • 3. Vskills Certified Big Data and Apache Hadoop Developer www.vskills.in Companies that hire VskillsCompanies that hire VskillsCompanies that hire VskillsCompanies that hire Vskills Big Data and Apache HadoopBig Data and Apache HadoopBig Data and Apache HadoopBig Data and Apache Hadoop DeveloperDeveloperDeveloperDeveloper With 1.8 trillion gigabytes of structured and unstructured data in the world, and the volume doubling every two years, the need for big data analysis and business intelligence has never been greater. It adds up to an incredible need for Hadoop professionals who understand how to develop, process and manage half of world's data on Hadoop. Build game-changing Big Data Applications on Hadoop and future-proof your career.
  • 4. Vskills Certified Big Data and Apache Hadoop Developer www.vskills.in Table of ContentsTable of ContentsTable of ContentsTable of Contents ModuleModuleModuleModule 1:1:1:1: Introduction to Big Data and HadoopIntroduction to Big Data and HadoopIntroduction to Big Data and HadoopIntroduction to Big Data and Hadoop 1. Today’s Market 2. Current Situation 3. Introduction to Big Data 4. Sources of Big Data 5. Technical & Business Drivers 6. Big Data Use Cases – Banking, Healthcare, Agriculture 7. Traditional DBMS & their Limitations 8. Introduction to Hadoop 9. Hadoop Usage 10. Real-Time Use Cases – Retail, Farming ModuleModuleModuleModule 2:2:2:2: Getting started with HadoopGetting started with HadoopGetting started with HadoopGetting started with Hadoop 1. Hadoop History 2. Hadoop v/s RDBMS 3. Hadoop Architecture 4. Hadoop Ecosystem components 5. Hadoop Storage - HDFS 6. Hadoop Processor - MapReduce 6. Hadoop Server Roles: NameNode, Secondary NameNode, DataNode 7. Anatomy of File Write and Read ModuleModuleModuleModule 3:3:3:3: Hadoop Distributed File SystemHadoop Distributed File SystemHadoop Distributed File SystemHadoop Distributed File System 1. HDFS Architecture 2. HDFS internals and use cases 3. HDFS Daemons 4. Files and blocks 5. NameNode memory concerns 6. Secondary NameNode 7. HDFS access options ModuleModuleModuleModule 4:4:4:4: MapMapMapMapReduceReduceReduceReduce 1. Use cases of MapReduce 2. MapReduce Architecture 3. Understand the concept of Mappers, Reducers 4. Anatomy of MapReduce Program 5. MapReduce Components – Mapper Class, Reducer Class, Driver code 6. Splits and Blocks 7. Understand Combiner and Partitioner 8. Write your own Partitioner 9. Joins - Map Side, Distributed, Distributed Cache, Reduce Side Join 10. Counters 11. Map Reduce API & Data Types
  • 5. Vskills Certified Big Data and Apache Hadoop Developer www.vskills.in ModuleModuleModuleModule 5:5:5:5: PigPigPigPig 1. Introduction to Apache Pig 2. Pig Data Types 3. Operators in Pig 4. Pig program structure and execution process 5. Joins & filtering using Pig 6. Group & co-group 7. Schema merging and redefining functions 8. Pig functions ModuleModuleModuleModule 6:6:6:6: HiveHiveHiveHive 1. Understanding Hive 2. Hive Architecture & Components 3. Using Hive command line interface 4. Data types and file formats 5. Hive DDL & DML operations 6. Hive vs. RDBMS ModuleModuleModuleModule 7:7:7:7: HBaseHBaseHBaseHBase 1. What is HBase 2. HBase architecture 3. HBase in Hadoop Ecosystem 4. HBase vs. HDFS 5. HBase Data model 6. Physical Model in HBase 7. Components of HBase 8. Managing large data sets with HBase 9. Using HBase in Hadoop applications ModuleModuleModuleModule 8:8:8:8: SqoopSqoopSqoopSqoop 1. Introducing Sqoop 2. The principles of Sqoop Design 3. Connectors and Drivers 4. Importing Data with Sqoop 5. Exporting Data with Sqoop ModuleModuleModuleModule 9:9:9:9: ZooKeeperZooKeeperZooKeeperZooKeeper 1. Overview of Zookeeper 2. How ZooKeeper Works 3. The ZooKeeper CLI 4. Reading and Writing Data 5. Sequential and Ephemeral znodes 6. Watches 7. Versioning and ACLs 8. Zookeeper use cases
  • 6. Vskills Certified Big Data and Apache Hadoop Developer www.vskills.in ModuleModuleModuleModule 10:10:10:10: FlumeFlumeFlumeFlume 1. Flume Overview 2. Channels 3. Sinks and Sink Processors 4. Sources and Channel Selectors 5. Interceptors, ETL, and Routing 6. Monitoring Flume ModuleModuleModuleModule 11:11:11:11: OOOOooooziezieziezie 1. Introduction to Oozie 2. Oozie – Simple/Complex Flow 3. Oozie – Components 4. Oozie Service/ Scheduler 5. Use Cases – Time and Data triggers 6. Running/Debugging a Coordinator Job 7. Bundle ModuleModuleModuleModule 12:12:12:12: YarnYarnYarnYarn 1. History of Yarn 2. Core Components 3. YARN Administration 4. Capacity Scheduler 5. YARN Distributed-shell ModuleModuleModuleModule 13:13:13:13: Troubleshooting, Administering and Optimizing HadoopTroubleshooting, Administering and Optimizing HadoopTroubleshooting, Administering and Optimizing HadoopTroubleshooting, Administering and Optimizing Hadoop 1. Planning a Hadoop Cluster 2. Identity, Authentication and Authorization 3. Resource Management 4. Cluster Maintenance 5. Troubleshooting 6. Monitoring 7. Backup and Recovery ModuleModuleModuleModule 14:14:14:14: RealRealRealReal----Time ProjectsTime ProjectsTime ProjectsTime Projects 1. Twitter Data Analysis 2. Stack Exchange Ranking and Percentile data-set 3. Loan Dataset 4. Data-sets by Government 5. Machine Learning Dataset like Badges datasets 6. NYC Data Set 7. Weather Dataset
  • 7. Vskills Certified Big Data and Apache Hadoop Developer www.vskills.in Sample QuestionsSample QuestionsSample QuestionsSample Questions 1.1.1.1. For a MapReduce job, on a cluster running MapReduce v1 (MRv1), what’s theFor a MapReduce job, on a cluster running MapReduce v1 (MRv1), what’s theFor a MapReduce job, on a cluster running MapReduce v1 (MRv1), what’s theFor a MapReduce job, on a cluster running MapReduce v1 (MRv1), what’s the relationship between tasks arelationship between tasks arelationship between tasks arelationship between tasks and task templates?nd task templates?nd task templates?nd task templates? A. Once the write stream closes on the DataNode, the DataNode immediately initiates a black report to the NameNode. B. The change is written to the NameNode disk. C. The metadata in the RAM on the NameNode is flushed to disk. D. The metadata in RAM on the NameNode is flushed disk. E. The metadata in RAM on the NameNode is updated. F. The change is written to the edits file. 2.2.2.2. How does HDFS Federation help HDFS Scale horizontally?How does HDFS Federation help HDFS Scale horizontally?How does HDFS Federation help HDFS Scale horizontally?How does HDFS Federation help HDFS Scale horizontally? A. HDFS Federation improves the resiliency of HDFS in the face of network issues by removing the NameNode as a single-point-of-failure. B. HDFS Federation allows the Standby NameNode to automatically resume the services of an active NameNode. C. HDFS Federation provides cross-data center (non-local) support for HDFS, allowing a cluster administrator to split the Block Storage outside the local cluster. D. HDFS Federation reduces the load on any single NameNode by using the multiple, independent NameNode to manage individual pars of the filesystem namespace 3.3.3.3. What is the recommended disk cWhat is the recommended disk cWhat is the recommended disk cWhat is the recommended disk configuration for slave nodes in your Hadoop clusteronfiguration for slave nodes in your Hadoop clusteronfiguration for slave nodes in your Hadoop clusteronfiguration for slave nodes in your Hadoop cluster with 6 x 2 TB hard drives?with 6 x 2 TB hard drives?with 6 x 2 TB hard drives?with 6 x 2 TB hard drives? A. RAID 10 B. JBOD C. RAID 5 D. RAID 1+0 4.4.4.4. Your developers request that you enable them to use Hive on your Hadoop cluster.Your developers request that you enable them to use Hive on your Hadoop cluster.Your developers request that you enable them to use Hive on your Hadoop cluster.Your developers request that you enable them to use Hive on your Hadoop cluster. What do install and/or configure?What do install and/or configure?What do install and/or configure?What do install and/or configure? A. Install the Hive interpreter on the client machines only, and configure a shared remote Hive Metastore. B. Install the Hive Interpreter on the client machines and all the slave nodes, and configure a shared remote Hive Metastore. C. Install the Hive interpreter on the master node running the JobTracker, and configure a shared remote Hive Metastore. D. Install the Hive interpreter on the client machines and all nodes on the cluster
  • 8. Vskills Certified Big Data and Apache Hadoop Developer www.vskills.in 5.5.5.5. Which command does Hadoop offer to discover missing or corrupt HDFS data?Which command does Hadoop offer to discover missing or corrupt HDFS data?Which command does Hadoop offer to discover missing or corrupt HDFS data?Which command does Hadoop offer to discover missing or corrupt HDFS data? A. The map-only checksum utility, B. Fsck C. Du D. Dskchk E. Hadoop does not provide any tools to discover missing or corrupt data; there is no need because three replicas are kept for each data block. Answers: 1 (Answers: 1 (Answers: 1 (Answers: 1 (AAAA), 2 (), 2 (), 2 (), 2 (DDDD), 3 (), 3 (), 3 (), 3 (BBBB), 4 (A), 5 (), 4 (A), 5 (), 4 (A), 5 (), 4 (A), 5 (BBBB))))