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Cloudera CCA175 Exam Overview:
| Certification Vendor: | Cloudera |
|---|---|
| Exam Name: | CCA Spark and Hadoop Developer Exam |
| Exam Number: | CCA175 |
| Real Exam Qty: | 8–12 performance-based tasks |
| Exam Duration: | 120 minutes |
| Available Languages: | English |
| Exam Format: | Performance-based (hands-on) tasks |
| Related Certifications: | Cloudera CCA Data Analyst Cloudera CCA Administrator |
| Exam Price: | USD $295 (approx.) |
| Certificate Validity Period: | 2 years |
| Passing Score: | 70% |
| Sample Questions: | DOWNLOAD DEMO |
| Exam Way: | Remote proctored online performance-based exam |
| Pre Condition: | No formal prerequisites; recommended programming and Hadoop/Spark experience |
| Official Syllabus URL: | https://www.cloudera.com/services-and-support/training/cdhhdp-certification.html |
Cloudera CCA175 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Data Analysis with Spark | - Filter, aggregate, join, rank, and sort datasets - Use Spark SQL to interact with the metastore - Generate reports by querying loaded data |
| Topic 2: Transform, Stage, and Store Data | - Load data from HDFS for use in Spark applications - Perform standard ETL processes using the Spark API - Write results back into HDFS using Spark |
| Topic 3: Configuration and Environment | - Supply command-line options to change application configuration - Familiarity with Spark runtime settings and memory options |
What Working Candidates Ask About CCA175 Prep
Cloudera specifies the following prerequisites for the Cloudera CCA Spark and Hadoop Developer: No formal prerequisites; recommended programming and Hadoop/Spark experience.
Confirm the authoritative details on the official certification page before you register.
As of the latest information, the passing score for the CCA175 exam is 70% and the fee is USD $295 (approx.). Cloudera sets both, so verify the current figures on the official site before scheduling.
Written and dependable. If you fail the corresponding exam within 60 days of purchase, send us a scanned copy of your enrollment slip and your official Score Report PDF within two days of the exam date; verified claims are refunded in full within seven days. Exclusions: exams taken within three days of purchase, candidate names that differ from the payer, and free or expired products. Prefer to keep preparing? Exchange your product for two others of equal value at no charge.
The Cloudera CCA Spark and Hadoop Developer blueprint centers on these principal domains:
- Configuration and Environment
- Data Analysis with Spark
- Transform, Stage, and Store Data
By understanding the constraint first: most of our candidates are office workers, so the CCA175 bank is elaborately designed for efficiency — focused content with expert-verified answers across the Cloudera CCA Spark and Hadoop Developer objectives, no filler. Safety is engineered in too: payment runs through Credit Card, the world's reliable payment platform, safeguarding the transaction and protecting your interests, so you can buy without misgivings. And because an electronic product cannot be touched before purchase, a free trial download of real bank content lets you see it first — with 24/7 customer service agents ready for any contingency afterward.
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According to the latest exam information, the CCA175 exam includes 8–12 performance-based tasks questions and lasts 120 minutes minutes. Practicing under the same limit builds the pacing confidence you will want on the day.
Cloudera CCA Spark and Hadoop Developer Sample Questions:
CORRECT TEXT
Problem Scenario 27 : You need to implement near real time solutions for collecting information when submitted in file with below information.
Data
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
Requirements:
You have been given below directory location (if not available than create it) /tmp/spooldir .
You have a finacial subscription for getting stock prices from BloomBerg as well as
Reuters and using ftp you download every hour new files from their respective ftp site in directories /tmp/spooldir/bb and /tmp/spooldir/dr respectively.
As soon as file committed in this directory that needs to be available in hdfs in
/tmp/flume/finance location in a single directory.
Write a flume configuration file named flume7.conf and use it to load data in hdfs with following additional properties .
1 . Spool /tmp/spooldir/bb and /tmp/spooldir/dr
2 . File prefix in hdfs sholuld be events
3 . File suffix should be .log
4 . If file is not commited and in use than it should have _ as prefix.
5 . Data should be written as text to hdfs
Correct Answer:
See the explanation for Step by Step Solution and configuration.
Explanation:
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
CORRECT TEXT
Problem Scenario 70 : Write down a Spark Application using Python, In which it read a file "Content.txt" (On hdfs) with following content. Do the word count and save the results in a directory called "problem85" (On hdfs)
Content.txt
Hello this is ABCTECH.com
This is XYZTECH.com
Apache Spark Training
This is Spark Learning Session
Spark is faster than MapReduce
Correct Answer:
See the explanation for Step by Step Solution and configuration.
Explanation:
Solution :
Step 1 : Create an application with following code and store it in problem84.py
# Import SparkContext and SparkConf
from pyspark import SparkContext, SparkConf
# Create configuration object and set App name
conf = SparkConf().setAppName("CCA 175 Problem 85") sc = sparkContext(conf=conf)
#load data from hdfs
contentRDD = sc.textFile(MContent.txt")
#filter out non-empty lines
nonemptyjines = contentRDD.filter(lambda x: len(x) > 0)
#Split line based on space
words = nonempty_lines.ffatMap(lambda x: x.split(''}}
#Do the word count
wordcounts = words.map(lambda x: (x, 1)) \
reduceByKey(lambda x, y: x+y) \
map(lambda x: (x[1], x[0]}}.sortByKey(False}
for word in wordcounts.collect(): print(word)
#Save final data " wordcounts.saveAsTextFile("problem85")
step 2 : Submit this application
spark-submit -master yarn problem85.py
CORRECT TEXT
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
Correct Answer:
See the explanation for Step by Step Solution and configuration.
Explanation:
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;
CORRECT TEXT
Problem Scenario 28 : You need to implement near real time solutions for collecting information when submitted in file with below
Data
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
You have been given below directory location (if not available than create it) /tmp/spooldir2
.
As soon as file committed in this directory that needs to be available in hdfs in
/tmp/flume/primary as well as /tmp/flume/secondary location.
However, note that/tmp/flume/secondary is optional, if transaction failed which writes in this directory need not to be rollback.
Write a flume configuration file named flumeS.conf and use it to load data in hdfs with following additional properties .
1 . Spool /tmp/spooldir2 directory
2 . File prefix in hdfs sholuld be events
3 . File suffix should be .log
4 . If file is not committed and in use than it should have _ as prefix.
5 . Data should be written as text to hdfs
Correct Answer:
See the explanation for Step by Step Solution and configuration.
Explanation:
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 sink1bagent1.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
CORRECT TEXT
Problem Scenario 82 : You have been given table in Hive with following structure (Which you have created in previous exercise).
productid int code string name string quantity int price float
Using SparkSQL accomplish following activities.
1 . Select all the products name and quantity having quantity <= 2000
2 . Select name and price of the product having code as 'PEN'
3 . Select all the products, which name starts with PENCIL
4 . Select all products which "name" begins with 'P\ followed by any two characters, followed by space, followed by zero or more characters
Correct Answer:
See the explanation for Step by Step Solution and configuration.
Explanation:
Solution :
Step 1 : Copy following tile (Mandatory Step in Cloudera QuickVM) if you have not done it.
sudo su root
cp /usr/lib/hive/conf/hive-site.xml /usr/lib/sparkVconf/
Step 2 : Now start spark-shell
Step 3 ; Select all the products name and quantity having quantity <= 2000 val results = sqlContext.sql(......SELECT name, quantity FROM products WHERE quantity
< = 2000......)
results.showQ
Step 4 : Select name and price of the product having code as 'PEN'
val results = sqlContext.sql(......SELECT name, price FROM products WHERE code =
'PEN.......)
results. showQ
Step 5 : Select all the products , which name starts with PENCIL
val results = sqlContext.sql(......SELECT name, price FROM products WHERE upper(name) LIKE 'PENCIL%.......} results. showQ
Step 6 : select all products which "name" begins with 'P', followed by any two characters, followed by space, followed byzero or more characters
-- "name" begins with 'P', followed by any two characters,
- followed by space, followed by zero or more characters
val results = sqlContext.sql(......SELECT name, price FROM products WHERE name LIKE
'P_ %.......)
results. show()
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