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Exam Code : CCA175
Exam Name : CCA Spark and Hadoop Developer
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CCA175 Questions and Answers

CCA175.html


Question: 94


Now import the data from following directory into departments_export table, /user/cloudera/departments new


Answer: Solution:


Step 1: Login to musql db


mysql –user=retail_dba -password=cloudera show databases; use retail_db; show tables;

step 2: Create a table as given in problem statement.


CREATE table departments_export (departmentjd int(11), department_name varchar(45), created_date T1MESTAMP DEFAULT NOW());


show tables;


Step 3: Export data from /user/cloudera/departmentsnew to new table departments_export sqoop export -connect jdbc:mysql://quickstart:3306/retail_db

-username retaildba


–password cloudera


–table departments_export


-export-dir /user/cloudera/departments_new


-batch


Step 4: Now check the export is correctly done or not. mysql -user*retail_dba -password=cloudera show databases;

use retail _db; show tables;

select’ from departments_export;


Question: 95


Data should be written as text to hdfs

Answer: Solution:


Step 1: Create directory mkdir /tmp/spooldir2


Step 2: Create flume configuration file, with below configuration for source, sink and channel and save it in flume8.conf.


agent1 .sources = source1


agent1.sinks = sink1a sink1b agent1.channels = channel1a channel1b agent1.sources.source1.channels = channel1a channel1b agent1.sources.source1.selector.type = replicating agent1.sources.source1.selector.optional = channel1b agent1.sinks.sink1a.channel = channel1a

agent1 .sinks.sink1b.channel = channel1b agent1.sources.source1.type = spooldir

agent1 .sources.sourcel.spoolDir = /tmp/spooldir2 agent1.sinks.sink1a.type = hdfs

agent1 .sinks, sink1a.hdfs. path = /tmp/flume/primary agent1 .sinks.sink1a.hdfs.tilePrefix = events

agent1 .sinks.sink1a.hdfs.fileSuffix = .log


agent1 .sinks.sink1a.hdfs.fileType = Data Stream agent1 . sinks.sink1b.type = hdfs

agent1 . sinks.sink1b.hdfs.path = /tmp/flume/secondary agent1 .sinks.sink1b.hdfs.filePrefix = events agent1.sinks.sink1b.hdfs.fileSuffix = .log

agent1 .sinks.sink1b.hdfs.fileType = Data Stream agent1.channels.channel1a.type = file agent1.channels.channel1b.type = memory

step 4: Run below command which will use this configuration file and append data in hdfs. Start flume service:

flume-ng agent -conf /home/cloudera/flumeconf -conf-file /home/cloudera/flumeconf/flume8.conf –name age Step 5: Open another terminal and create a file in /tmp/spooldir2/

echo "IBM, 100, 20160104" » /tmp/spooldir2/.bb.txt


echo "IBM, 103, 20160105" » /tmp/spooldir2/.bb.txt mv /tmp/spooldir2/.bb.txt /tmp/spooldir2/bb.txt After few mins

echo "IBM.100.2, 20160104" »/tmp/spooldir2/.dr.txt


echo "IBM, 103.1, 20160105" » /tmp/spooldir2/.dr.txt mv /tmp/spooldir2/.dr.txt /tmp/spooldir2/dr.txt


Question: 96


Data should be written as text to hdfs


Answer: Solution:


Step 1: Create directory mkdir /tmp/spooldir/bb mkdir /tmp/spooldir/dr Step 2: Create flume configuration file, with below configuration for agent1.sources = source1 source2

agent1 .sinks = sink1 agent1.channels = channel1

agent1 .sources.source1.channels = channel1


agentl .sources.source2.channels = channell agent1 .sinks.sinkl.channel = channell agent1 . sources.source1.type = spooldir

agent1 .sources.sourcel.spoolDir = /tmp/spooldir/bb agent1 . sources.source2.type = spooldir

agent1 .sources.source2.spoolDir = /tmp/spooldir/dr agent1 . sinks.sink1.type = hdfs

agent1 .sinks.sink1.hdfs.path = /tmp/flume/finance agent1-sinks.sink1.hdfs.filePrefix = events agent1.sinks.sink1.hdfs.fileSuffix = .log

agent1 .sinks.sink1.hdfs.inUsePrefix = _

agent1 .sinks.sink1.hdfs.fileType = Data Stream agent1.channels.channel1.type = file

Step 4: Run below command which will use this configuration file and append data in hdfs. Start flume service:

flume-ng agent -conf /home/cloudera/flumeconf -conf-file /home/cloudera/fIumeconf/fIume7.conf –name agent1 Step 5: Open another terminal and create a file in /tmp/spooldir/

echo "IBM, 100, 20160104" » /tmp/spooldir/bb/.bb.txt


echo "IBM, 103, 20160105" » /tmp/spooldir/bb/.bb.txt mv /tmp/spooldir/bb/.bb.txt /tmp/spooldir/bb/bb.txt After few mins

echo "IBM, 100.2, 20160104" » /tmp/spooldir/dr/.dr.txt


echo "IBM, 103.1, 20160105" »/tmp/spooldir/dr/.dr.txt mv /tmp/spooldir/dr/.dr.txt /tmp/spooldir/dr/dr.txt


Question: 97


Data should be written as text to hdfs


Answer: Solution:


Step 1: Create directory mkdir /tmp/spooldir2


Step 2: Create flume configuration file, with below configuration for source, sink and channel and save it in flume8.conf.


agent1 .sources = source1


agent1.sinks = sink1a sink1b agent1.channels = channel1a channel1b agent1.sources.source1.channels = channel1a channel1b agent1.sources.source1.selector.type = replicating agent1.sources.source1.selector.optional = channel1b agent1.sinks.sink1a.channel = channel1a

agent1 .sinks.sink1b.channel = channel1b agent1.sources.source1.type = spooldir

agent1 .sources.sourcel.spoolDir = /tmp/spooldir2 agent1.sinks.sink1a.type = hdfs

agent1 .sinks, sink1a.hdfs. path = /tmp/flume/primary agent1 .sinks.sink1a.hdfs.tilePrefix = events

agent1 .sinks.sink1a.hdfs.fileSuffix = .log


agent1 .sinks.sink1a.hdfs.fileType = Data Stream agent1 . sinks.sink1b.type = hdfs

agent1 . sinks.sink1b.hdfs.path = /tmp/flume/secondary agent1 .sinks.sink1b.hdfs.filePrefix = events agent1.sinks.sink1b.hdfs.fileSuffix = .log

agent1 .sinks.sink1b.hdfs.fileType = Data Stream agent1.channels.channel1a.type = file agent1.channels.channel1b.type = memory

step 4: Run below command which will use this configuration file and append data in hdfs. Start flume service:

flume-ng agent -conf /home/cloudera/flumeconf -conf-file /home/cloudera/flumeconf/flume8.conf –name age Step 5: Open another terminal and create a file in /tmp/spooldir2/

echo "IBM, 100, 20160104" » /tmp/spooldir2/.bb.txt


echo "IBM, 103, 20160105" » /tmp/spooldir2/.bb.txt mv /tmp/spooldir2/.bb.txt /tmp/spooldir2/bb.txt After few mins

echo "IBM.100.2, 20160104" »/tmp/spooldir2/.dr.txt


echo "IBM, 103.1, 20160105" » /tmp/spooldir2/.dr.txt mv /tmp/spooldir2/.dr.txt /tmp/spooldir2/dr.txt


Question: 98


Data should be written as text to hdfs


Answer: Solution:


Step 1: Create directory mkdir /tmp/nrtcontent


Step 2: Create flume configuration file, with below configuration for source, sink and channel and save it in flume6.conf.

agent1 .sources = source1 agent1 .sinks = sink1 agent1.channels = channel1

agent1 .sources.source1.channels = channel1 agent1 .sinks.sink1.channel = channel1 agent1 . sources.source1.type = spooldir

agent1 .sources.source1.spoolDir = /tmp/nrtcontent agent1 .sinks.sink1 .type = hdfs

agent1 . sinks.sink1.hdfs .path = /tmp/flume agent1.sinks.sink1.hdfs.filePrefix = events agent1.sinks.sink1.hdfs.fileSuffix = .log agent1 .sinks.sink1.hdfs.inUsePrefix = _

agent1 .sinks.sink1.hdfs.fileType = Data Stream


Step 4: Run below command which will use this configuration file and append data in hdfs. Start flume service:

flume-ng agent -conf /home/cloudera/flumeconf -conf-file /home/cloudera/fIumeconf/fIume6.conf –name agent1 Step 5: Open another terminal and create a file in /tmp/nrtcontent

echo "I am preparing for CCA175 from ABCTech m.com " > /tmp/nrtcontent/.he1.txt mv /tmp/nrtcontent/.he1.txt /tmp/nrtcontent/he1.txt

After few mins


echo "I am preparing for CCA175 from TopTech .com " > /tmp/nrtcontent/.qt1.txt mv /tmp/nrtcontent/.qt1.txt /tmp/nrtcontent/qt1.txt

Question: 99


Problem Scenario 4: You have been given MySQL DB with following details. user=retail_dba

password=cloudera database=retail_db

table=retail_db.categories


jdbc URL = jdbc:mysql://quickstart:3306/retail_db Please accomplish following activities.

Import Single table categories (Subset data} to hive managed table, where category_id between 1 and 22


Answer: Solution:


Step 1: Import Single table (Subset data)


sqoop import –connect jdbc:mysql://quickstart:3306/retail_db -username=retail_dba -password=cloudera - table=categories -where " ’ category_id ’ between 1 and 22" –hive-import –m 1


Note: Here the ‘ is the same you find on ~ key


This command will create a managed table and content will be created in the following directory.


/user/hive/warehouse/categories


Step 2: Check whether table is created or not (In Hive) show tables;

select * from categories;


Question: 100


Data should be written as text to hdfs


Answer: Solution:


Step 1: Create directory mkdir /tmp/spooldir/bb mkdir /tmp/spooldir/dr Step 2: Create flume configuration file, with below configuration for agent1.sources = source1 source2

agent1 .sinks = sink1 agent1.channels = channel1

agent1 .sources.source1.channels = channel1


agentl .sources.source2.channels = channell agent1 .sinks.sinkl.channel = channell agent1 . sources.source1.type = spooldir

agent1 .sources.sourcel.spoolDir = /tmp/spooldir/bb

agent1 . sources.source2.type = spooldir


agent1 .sources.source2.spoolDir = /tmp/spooldir/dr agent1 . sinks.sink1.type = hdfs

agent1 .sinks.sink1.hdfs.path = /tmp/flume/finance agent1-sinks.sink1.hdfs.filePrefix = events agent1.sinks.sink1.hdfs.fileSuffix = .log

agent1 .sinks.sink1.hdfs.inUsePrefix = _


agent1 .sinks.sink1.hdfs.fileType = Data Stream agent1.channels.channel1.type = file

Step 4: Run below command which will use this configuration file and append data in hdfs. Start flume service:

flume-ng agent -conf /home/cloudera/flumeconf -conf-file /home/cloudera/fIumeconf/fIume7.conf –name agent1 Step 5: Open another terminal and create a file in /tmp/spooldir/

echo "IBM, 100, 20160104" » /tmp/spooldir/bb/.bb.txt


echo "IBM, 103, 20160105" » /tmp/spooldir/bb/.bb.txt mv /tmp/spooldir/bb/.bb.txt /tmp/spooldir/bb/bb.txt After few mins

echo "IBM, 100.2, 20160104" » /tmp/spooldir/dr/.dr.txt


echo "IBM, 103.1, 20160105" »/tmp/spooldir/dr/.dr.txt mv /tmp/spooldir/dr/.dr.txt /tmp/spooldir/dr/dr.txt


Question: 101


Problem Scenario 21: You have been given log generating service as below. startjogs (It will generate continuous logs)

tailjogs (You can check, what logs are being generated) stopjogs (It will stop the log service)

Path where logs are generated using above service: /opt/gen_logs/logs/access.log


Now write a flume configuration file named flumel.conf, using that configuration file dumps logs in HDFS file system in a directory called flumel. Flume channel should have following property as well. After every 100 message it should be committed, use non-durable/faster channel and it should be able to hold maximum 1000 events

Answer: Solution:


Step 1: Create flume configuration file, with below configuration for source, sink and channel.


#Define source, sink, channel and agent, agent1. sources = source1

agent1 .sinks = sink1 agent1.channels = channel1

# Describe/configure source1


agent1 . sources.source1.type = exec


agent1.sources.source1.command = tail -F /opt/gen logs/logs/access.log


## Describe sinkl


agentl .sinks.sinkl.channel = memory-channel agentl .sinks.sinkl .type = hdfs

agentl . sinks.sink1.hdfs.path = flumel


agentl .sinks.sinkl.hdfs.fileType = Data Stream


# Now we need to define channell property. agent1.channels.channel1.type = memory agent1.channels.channell.capacity = 1000

agent1.channels.channell.transactionCapacity = 100


# Bind the source and sink to the channel agent1.sources.source1.channels = channel1 agent1.sinks.sink1.channel = channel1

Step 2: Run below command which will use this configuration file and append data in hdfs. Start log service using: startjogs

Start flume service:


flume-ng agent -conf /home/cloudera/flumeconf -conf-file /home/cloudera/flumeconf/flumel.conf- Dflume.root.logger=DEBUG, INFO, console


Wait for few mins and than stop log service.

Stop_logs


Question: 102


Problem Scenario 23: You have been given log generating service as below. Start_logs (It will generate continuous logs)

Tail_logs (You can check, what logs are being generated) Stop_logs (It will stop the log service)

Path where logs are generated using above service: /opt/gen_logs/logs/access.log


Now write a flume configuration file named flume3.conf, using that configuration file dumps logs in HDFS file system in a directory called flumeflume3/%Y/%m/%d/%H/%M


Means every minute new directory should be created). Please us the interceptors to provide timestamp information, if message header does not have header info.


And also note that you have to preserve existing timestamp, if message contains it. Flume channel should have following property as well. After every 100 message it should be committed, use non-durable/faster channel and it should be able to hold maximum 1000 events.


Answer: Solution:


Step 1: Create flume configuration file, with below configuration for source, sink and channel.


#Define source, sink, channel and agent, agent1 .sources = source1

agent1 .sinks = sink1 agent1.channels = channel1

# Describe/configure source1


agent1 . sources.source1.type = exec


agentl.sources.source1.command = tail -F /opt/gen logs/logs/access.log


#Define interceptors


agent1 .sources.source1.interceptors=i1


agent1 .sources.source1.interceptors.i1.type=timestamp agent1 .sources.source1.interceptors.i1.preserveExisting=true

## Describe sink1

agent1 .sinks.sink1.channel = memory-channel agent1 . sinks.sink1.type = hdfs

agent1 . sinks.sink1.hdfs.path = flume3/%Y/%m/%d/%H/%M agent1 .sinks.sjnkl.hdfs.fileType = Data Stream

# Now we need to define channel1 property. agent1.channels.channel1.type = memory agent1.channels.channel1.capacity = 1000

agent1.channels.channel1.transactionCapacity = 100


# Bind the source and sink to the channel Agent1.sources.source1.channels = channel1 agent1.sinks.sink1.channel = channel1

Step 2: Run below command which will use this configuration file and append data in hdfs. Start log service using: start_logs

Start flume service:


flume-ng agent -conf /home/cloudera/flumeconf -conf-file /home/cloudera/flumeconf/flume3.conf - DfIume.root.logger=DEBUG, INFO, console Cname agent1


Wait for few mins and than stop log service. stop logs

Question: 103


Problem Scenario 21: You have been given log generating service as below. startjogs (It will generate continuous logs)

tailjogs (You can check, what logs are being generated) stopjogs (It will stop the log service)

Path where logs are generated using above service: /opt/gen_logs/logs/access.log


Now write a flume configuration file named flumel.conf, using that configuration file dumps logs in HDFS file system in a directory called flumel. Flume channel should have following property as well. After every 100 message it should be committed, use non-durable/faster channel and it should be able to hold maximum 1000 events


Answer: Solution:

Step 1: Create flume configuration file, with below configuration for source, sink and channel.


#Define source, sink, channel and agent, agent1. sources = source1

agent1 .sinks = sink1 agent1.channels = channel1

# Describe/configure source1


agent1 . sources.source1.type = exec


agent1.sources.source1.command = tail -F /opt/gen logs/logs/access.log


## Describe sinkl


agentl .sinks.sinkl.channel = memory-channel agentl .sinks.sinkl .type = hdfs

agentl . sinks.sink1.hdfs.path = flumel


agentl .sinks.sinkl.hdfs.fileType = Data Stream


# Now we need to define channell property. agent1.channels.channel1.type = memory agent1.channels.channell.capacity = 1000

agent1.channels.channell.transactionCapacity = 100


# Bind the source and sink to the channel agent1.sources.source1.channels = channel1 agent1.sinks.sink1.channel = channel1

Step 2: Run below command which will use this configuration file and append data in hdfs. Start log service using: startjogs

Start flume service:


flume-ng agent -conf /home/cloudera/flumeconf -conf-file /home/cloudera/flumeconf/flumel.conf- Dflume.root.logger=DEBUG, INFO, console


Wait for few mins and than stop log service. Stop_logs

Question: 104


Now import data from mysql table departments to this hive table. Please make sure that data should be visible using below hive command, select" from departments_hive


Answer: Solution:


Step 1: Create hive table as said. hive

show tables;


create table departments_hive(department_id int, department_name string);


Step 2: The important here is, when we create a table without delimiter fields. Then default delimiter for hive is ^A (01). Hence, while importing data we have to provide proper delimiter.


sqoop import


-connect jdbc:mysql://quickstart:3306/retail_db


~username=retail_dba


-password=cloudera


–table departments


–hive-home /user/hive/warehouse


-hive-import


-hive-overwrite


–hive-table departments_hive


–fields-terminated-by ‘01’


Step 3: Check-the data in directory.


hdfs dfs -Is /user/hive/warehouse/departments_hive hdfs dfs -cat/user/hive/warehouse/departmentshive/part’ Check data in hive table.

Select * from departments_hive;


Question: 105


Import departments table as a text file in /user/cloudera/departments.

Answer: Solution:


Step 1: List tables using sqoop


sqoop list-tables –connect jdbc:mysql://quickstart:330G/retail_db –username retail dba -password cloudera Step 2: Eval command, just run a count query on one of the table.

sqoop eval


–connect jdbc:mysql://quickstart:3306/retail_db


-username retail_dba


-password cloudera


–query "select count(1) from ordeMtems" Step 3: Import all the tables as avro file. sqoop import-all-tables

-connect jdbc:mysql://quickstart:3306/retail_db


-username=retail_dba


-password=cloudera


-as-avrodatafile


-warehouse-dir=/user/hive/warehouse/retail stage.db


-ml


Step 4: Import departments table as a text file in /user/cloudera/departments sqoop import

-connect jdbc:mysql://quickstart:3306/retail_db


-username=retail_dba


-password=cloudera


-table departments


-as-textfile


-target-dir=/user/cloudera/departments Step 5: Verify the imported data.

hdfs dfs -Is /user/cloudera/departments


hdfs dfs -Is /user/hive/warehouse/retailstage.db


hdfs dfs -Is /user/hive/warehouse/retail_stage.db/products


Question: 106


Problem Scenario 2:

There is a parent organization called "ABC Group Inc", which has two child companies named Tech Inc and MPTech. Both companies employee information is given in two separate text file as below. Please do the following activity for

employee details.


Tech Inc.txt


image


Answer: Solution:


Step 1: Check All Available command hdfs dfs


Step 2: Get help on Individual command hdfs dfs -help get


Step 3: Create a directory in HDFS using named Employee and create a Dummy file in it called e.g. Techinc.txt hdfs dfs -mkdir Employee

Now create an emplty file in Employee directory using Hue.


Step 4: Create a directory on Local file System and then Create two files, with the given data in problems.


Step 5: Now we have an existing directory with content in it, now using HDFS command line, overrid this existing Employee directory. While copying these files from local file System to HDFS. cd /home/cloudera/Desktop/ hdfs dfs - put -f Employee


Step 6: Check All files in directory copied successfully hdfs dfs -Is Employee


Step 7: Now merge all the files in Employee directory, hdfs dfs -getmerge -nl Employee MergedEmployee.txt Step 8: Check the content of the file. cat MergedEmployee.txt

Step 9: Copy merged file in Employeed directory from local file ssytem to HDFS. hdfs dfs -put MergedEmployee.txt Employee/


Step 10: Check file copied or not. hdfs dfs -Is Employee


Step 11: Change the permission of the merged file on HDFS hdfs dfs -chmpd 664 Employee/MergedEmployee.txt Step 12: Get the file from HDFS to local file system, hdfs dfs -get Employee Employee_hdfs

Question: 107


Problem Scenario 30: You have been given three csv files in hdfs as below. EmployeeName.csv with the field (id, name)

EmployeeManager.csv (id, manager Name) EmployeeSalary.csv (id, Salary)

Using Spark and its API you have to generate a joined output as below and save as a text tile (Separated by comma) for final distribution and output must be sorted by id.


ld, name, salary, managerName EmployeeManager.csv

E01, Vishnu E02, Satyam E03, Shiv E04, Sundar E05, John E06, Pallavi E07, Tanvir

E08, Shekhar E09, Vinod E10, Jitendra

EmployeeName.csv E01, Lokesh

E02, Bhupesh E03, Amit E04, Ratan E05, Dinesh E06, Pavan E07, Tejas E08, Sheela E09, Kumar E10, Venkat

EmployeeSalary.csv E01, 50000

E02, 50000


E03, 45000


E04, 45000


E05, 50000


E06, 45000


E07, 50000


E08, 10000


E09, 10000


E10, 10000


Answer: Solution:

Step 1: Create all three files in hdfs in directory called sparkl (We will do using Hue}. However, you can first create in local filesystem and then


Step 2: Load EmployeeManager.csv file from hdfs and create PairRDDs val manager = sc.textFile("spark1/EmployeeManager.csv")

val managerPairRDD = manager.map(x=> (x.split(", ")(0), x.split(", ")(1)))


Step 3: Load EmployeeName.csv file from hdfs and create PairRDDs val name = sc.textFile("spark1/EmployeeName.csv")

val namePairRDD = name.map(x=> (x.split(", ")(0), x.split(‘")(1))) Step 4: Load EmployeeSalary.csv file from hdfs and create PairRDDs val salary = sc.textFile("spark1/EmployeeSalary.csv")

val salaryPairRDD = salary.map(x=> (x.split(", ")(0), x.split(", ")(1)))


Step 4: Join all pairRDDS


val joined = namePairRDD.join(salaryPairRDD}.join(managerPairRDD} Step 5: Now sort the joined results, val joinedData = joined.sortByKey() Step 6: Now generate comma separated data.

val finalData = joinedData.map(v=> (v._1, v._2._1._1, v._2._1._2, v._2._2)) Step 7: Save this output in hdfs as text file. finalData.saveAsTextFile("spark1/result.txt")


Cloudera CCA175 Exam (CCA Spark and Hadoop Developer) Detailed Information

Cloudera Certified Administrator for Apache Hadoop (CCAH)
Training Certification
| Hadoop Admin CCAH
A Cloudera Certified Administrator for Apache Hadoop (CCAH) certification proves that you have demonstrated your technical knowledge, skills, and ability to configure, deploy, maintain, and secure an Apache Hadoop cluster.
Cloudera Certified Administrator for Apache Hadoop (CCA-500)
Number of Questions: 60 questions
Time Limit: 90 minutes
Passing Score: 70%
Language: English, Japanese
Price: USD $295
REGISTER FOR CCA-500
Exam Sections and Blueprint
1. HDFS (17%)
Describe the function of HDFS daemons
Describe the normal operation of an Apache Hadoop cluster, both in data storage and in data processing
Identify current features of computing systems that motivate a system like Apache Hadoop
Classify major goals of HDFS Design
Given a scenario, identify appropriate use case for HDFS Federation
Identify components and daemon of an HDFS HA-Quorum cluster
Analyze the role of HDFS security (Kerberos)
Determine the best data serialization choice for a given scenario
Describe file read and write paths
Identify the commands to manipulate files in the Hadoop File System Shell
2. YARN (17%)
Understand how to deploy core ecosystem components, including Spark, Impala, and Hive
Understand how to deploy MapReduce v2 (MRv2 / YARN), including all YARN daemons
Understand basic design strategy for YARN and Hadoop
Determine how YARN handles resource allocations
Identify the workflow of job running on YARN
Determine which files you must change and how in order to migrate a cluster from MapReduce version 1 (MRv1) to MapReduce version 2 (MRv2) running on YARN
3. Hadoop Cluster Planning (16%)
Principal points to consider in choosing the hardware and operating systems to host an Apache Hadoop cluster
Analyze the choices in selecting an OS
Understand kernel tuning and disk swapping
Given a scenario and workload pattern, identify a hardware configuration appropriate to the scenario
Given a scenario, determine the ecosystem components your cluster needs to run in order to fulfill the SLA
Cluster sizing: given a scenario and frequency of execution, identify the specifics for the workload, including CPU, memory, storage, disk I/O
Disk Sizing and Configuration, including JBOD versus RAID, SANs, virtualization, and disk sizing requirements in a cluster
Network Topologies: understand network usage in Hadoop (for both HDFS and MapReduce) and propose or identify key network design components for a given scenario
4. Hadoop Cluster Installation and Administration (25%)
Given a scenario, identify how the cluster will handle disk and machine failures
Analyze a logging configuration and logging configuration file format
Understand the basics of Hadoop metrics and cluster health monitoring
Identify the function and purpose of available tools for cluster monitoring
Be able to install all the ecoystme components in CDH 5, including (but not limited to): Impala, Flume, Oozie, Hue, Cloudera Manager, Sqoop, Hive, and Pig
Identify the function and purpose of available tools for managing the Apache Hadoop file system
5. Resource Management (10%)
Understand the overall design goals of each of Hadoop schedulers
Given a scenario, determine how the FIFO Scheduler allocates cluster resources
Given a scenario, determine how the Fair Scheduler allocates cluster resources under YARN
Given a scenario, determine how the Capacity Scheduler allocates cluster resources
6. Monitoring and Logging (15%)
Understand the functions and features of Hadoop’s metric collection abilities
Analyze the NameNode and JobTracker Web UIs
Understand how to monitor cluster daemons
Identify and monitor CPU usage on master nodes
Describe how to monitor swap and memory allocation on all nodes
Identify how to view and manage Hadoop’s log files
Interpret a log file
Become a certified big data professional
Demonstrate your expertise with the most sought-after technical skills. Big data success requires professionals who can prove their mastery with the tools and techniques of the Hadoop stack. However, experts predict a major shortage of advanced analytics skills over the next few years. At Cloudera, we’re drawing on our industry leadership and early corpus of real-world experience to address the big data talent gap.
Training
| Certification
Certification
Cloudera Certified Professional program (CCP)
The industry's most demanding performance-based certifications, CCP evaluates and recognizes a candidate's mastery of the technical skills most sought after by employers.
CCP Data Engineer
CCP Data Engineers possesses the skills to develop reliable, autonomous, scalable data pipelines that result in optimized data sets for a variety of workloads.
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CCP Data Scientist
Named one of the top five big data certifications, CCP Data Scientists have demonstrated the skills of an elite group of specialists working with big data. Candidates must prove their abilities under real-world conditions, designing and developing a production-ready data science solution that is peer-evaluated for its accuracy, scalability, and robustness.
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Cloudera Certified Associate (CCA)
CCA exams test foundational skills and sets forth the groundwork for a candidate to achieve mastery under the CCP program
CCA Spark and Hadoop Developer
A CCA Spark and Hadoop Developer has proven his or her core developer skills to write and maintain Apache Spark and Apache Hadoop projects.
Learn More
Cloudera Certified Administrator for Apache Hadoop (CCAH)
Individuals who earn CCAH have demonstrated the core systems administrator skills sought by companies and organizations deploying Apache Hadoop.
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Benefits
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Employers want to hire candidates with proven skills. The CCP program lets you demonstrate your skills in a rigorous hands-on environment.
Skills not Products
Cloudera’s ecosystem is defined by choice and so are our exams. CCP exams test your skills and give you the freedom to use any tool on the cluster. You are given a customer problem, a large data set, a cluster, and a time limit. You choose the tools, languages, and approach. (see below for cluster configuration)
Promote and Verify
As a CCP, you've proven you possess skills where it matters most. To help you promote your achievement, Cloudera provides the following for all current CCP credential holders:
A Unique profile link on certification.cloudera.com to promote your skills and achievements to your employer or potential employers which is also integrated to LinkedIn. (Example of a current CCP profile)
CCP logo for business cards, résumés, and online profiles
Current
The big data space is rapidly evolving. CCP exams are constantly updated to reflect the skills and tools relevant for today and beyond. And because change is the only constant in open-source environments, Cloudera requires all CCP credentials holders to stay current with three-year mandatory re-testing in order to maintain current CCP status and privileges.
Companies
Performance-Based
Cloudera’s hands-on exams require candidates to prove their skills on a live cluster, with real data, at scale. This means the CCP professional you hire or manage have skills where it matters.
Verified
The CCP program provides a way to find, validate, and build a team of qualified technical professionals
Current
The big data space is rapidly evolving. CCP exams are constantly updated to reflect the skills and tools relevant for today and beyond. And because change is the only constant in open-source environments, Cloudera requires all CCP credentials holders to stay current with three-year mandatory re-testing.
CCP Data Engineer Exam (DE575) Details
Exam Question Format
You are given five to eight customer problems each with a unique, large data set, a CDH cluster, and four hours. For each problem, you must implement a technical solution with a high degree of precision that meets all the requirements. You may use any tool or combination of tools on the cluster (see list below) -- you get to pick the tool(s) that are right for the job. You must possess enough industry knowledge to analyze the problem and arrive at an optimal approach given the time allowed. You need to know what you should do and then do it on a live cluster under rigorous conditions, including a time limit and while being watched by a proctor.
Audience and Prerequisites
Candidates for CCP Data Engineer should have in-depth experience developing data engineering solutions and a high-level of mastery of the skills below. There are no other prerequisites.
Register for DE575
Required Skills
Data Ingest
The skills to transfer data between external systems and your cluster. This includes the following:
Import and export data between an external RDBMS and your cluster, including the ability to import specific subsets, change the delimiter and file format of imported data during ingest, and alter the data access pattern or privileges.
Ingest real-time and near-real time (NRT) streaming data into HDFS, including the ability to distribute to multiple data sources and convert data on ingest from one format to another.
Load data into and out of HDFS using the Hadoop File System (FS) commands.
Transform, Stage, Store
Convert a set of data values in a given format stored in HDFS into new data values and/or a new data format and write them into HDFS or Hive/HCatalog. This includes the following skills:
Convert data from one file format to another
Write your data with compression
Convert data from one set of values to another (e.g., Lat/Long to Postal Address using an external library)
Change the data format of values in a data set
Purge bad records from a data set, e.g., null values
Deduplication and merge data
Denormalize data from multiple disparate data sets
Evolve an Avro or Parquet schema
Partition an existing data set according to one or more partition keys
Tune data for optimal query performance
Data Analysis
Filter, sort, join, aggregate, and/or transform one or more data sets in a given format stored in HDFS to produce a specified result. All of these tasks may include reading from Parquet, Avro, JSON, delimited text, and natural language text. The queries will include complex data types (e.g., array, map, struct), the implementation of external libraries, partitioned data, compressed data, and require the use of metadata from Hive/HCatalog.
Write a query to aggregate multiple rows of data
Write a query to calculate aggregate statistics (e.g., average or sum)
Write a query to filter data
Write a query that produces ranked or sorted data
Write a query that joins multiple data sets
Read and/or create a Hive or an HCatalog table from existing data in HDFS
Workflow
The ability to create and execute various jobs and actions that move data towards greater value and use in a system. This includes the following skills:
Create and execute a linear workflow with actions that include Hadoop jobs, Hive jobs, Pig jobs, custom actions, etc.
Create and execute a branching workflow with actions that include Hadoop jobs, Hive jobs, Pig jobs, custom action, etc.
Orchestrate a workflow to execute regularly at predefined times, including workflows that have data dependencies
CCP Data Scientist (Cloudera Certified Professional Program)
CCP Data Scientists have demonstrated their skills in working with big data at an elite level. Candidates must prove their abilities on a live cluster with real data sets.
Prove your expertise at the highest level
Required Exams
DS700 – Descriptive and Inferential Statistics on Big Data
DS701 – Advanced Analytical Techniques on Big Data
DS702 - Machine Learning at Scale
CCA Spark and Hadoop Developer Exam (CCA175) Details
Number of Questions: 10–12 performance-based (hands-on) tasks on CDH5 cluster. See below for full cluster configuration
Time Limit: 120 minutes
Passing Score: 70%
Language: English, Japanese (forthcoming)
Price: USD $295
Exam Question Format
Each CCA question requires you to solve a particular scenario. In some cases, a tool such as Impala or Hive may be used. In other cases, coding is required. In order to speed up development time of Spark questions, a template is often provided that contains a skeleton of the solution, asking the candidate to fill in the missing lines with functional code. This template is written in either Scala or Python.
You are not required to use the template and may solve the scenario using a language you prefer. Be aware, however, that coding every problem from scratch may take more time than is allocated for the exam.
Evaluation, Score Reporting, and Certificate
Your exam is graded immediately upon submission and you are e-mailed a score report the same day as your exam. Your score report displays the problem number for each problem you attempted and a grade on that problem. If you fail a problem, the score report includes the criteria you failed (e.g., “Records contain incorrect data” or “Incorrect file format”). We do not report more information in order to protect the exam content. Read more about reviewing exam content on the FAQ.
If you pass the exam, you receive a second e-mail within a few days of your exam with your digital certificate as a PDF, your license number, a Linkedin profile update, and a link to download your CCA logos for use in your personal business collateral and social media profiles
Audience and Prerequisites
There are no prerequisites required to take any Cloudera certification exam. The CCA Spark and Hadoop Developer exam (CCA175) follows the same objectives as Cloudera Developer Training for Spark and Hadoop and the training course is an excellent preparation for the exam.
Register for CCA175
Required Skills
Data Ingest
The skills to transfer data between external systems and your cluster. This includes the following:
Import data from a MySQL database into HDFS using Sqoop
Export data to a MySQL database from HDFS using Sqoop
Change the delimiter and file format of data during import using Sqoop
Ingest real-time and near-real time (NRT) streaming data into HDFS using Flume
Load data into and out of HDFS using the Hadoop File System (FS) commands
Transform, Stage, Store
Convert a set of data values in a given format stored in HDFS into new data values and/or a new data format and write them into HDFS. This includes writing Spark applications in both Scala and Python (see note above on exam question format for more information on using either Scala or Python):
Load data from HDFS and store results back to HDFS using Spark
Join disparate datasets together using Spark
Calculate aggregate statistics (e.g., average or sum) using Spark
Filter data into a smaller dataset using Spark
Write a query that produces ranked or sorted data using Spark
Data Analysis
Use Data Definition Language (DDL) to create tables in the Hive metastore for use by Hive and Impala.
Read and/or create a table in the Hive metastore in a given schema
Extract an Avro schema from a set of datafiles using avro-tools
Create a table in the Hive metastore using the Avro file format and an external schema file
Improve query performance by creating partitioned tables in the Hive metastore
Evolve an Avro schema by changing JSON files
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