

{"id":937,"date":"2016-08-19T12:56:03","date_gmt":"2016-08-19T12:56:03","guid":{"rendered":"http:\/\/data-flair.training\/blogs\/?p=937"},"modified":"2020-01-23T17:24:02","modified_gmt":"2020-01-23T11:54:02","slug":"apache-spark-interview-questions-answers","status":"publish","type":"post","link":"https:\/\/data-flair.training\/blogs\/apache-spark-interview-questions-answers\/","title":{"rendered":"Top 65 Apache Spark Interview Questions and Answers"},"content":{"rendered":"<h2>1. Best Apache Spark Interview Questions and Answers<\/h2>\n<p>This <strong>Apache Spark<\/strong> Interview Questions and Answers tutorial lists commonly asked and important interview questions &amp;\u00a0answers of Apache Spark which you should prepare. Each question has the detailed answer,\u00a0which\u00a0will make you confident to face the interviews of Apache Spark. This guide lists frequently asked questions with tips to cracks the interview.<br \/>\nBefore going forward on interview question follow this guide to refresh your knowledge of\u00a0<strong><a href=\"http:\/\/data-flair.training\/blogs\/introduction-spark-tutorial-quickstart\/\">Apache Spark<\/a>.<\/strong><\/p>\n<p>So, let&#8217;s start Apache Spark Interview Questions and Answers<\/p>\n<div id=\"attachment_938\" style=\"width: 1210px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2016\/08\/Apache-Spark-Interview-Questions-and-Answers-DataFlair.jpg\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-938\" class=\"wp-image-938 size-full\" src=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2016\/08\/Apache-Spark-Interview-Questions-and-Answers-DataFlair.jpg\" alt=\"Apache Spark Interview Questions and Answers DataFlair\" width=\"1200\" height=\"630\" srcset=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2016\/08\/Apache-Spark-Interview-Questions-and-Answers-DataFlair.jpg 1200w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2016\/08\/Apache-Spark-Interview-Questions-and-Answers-DataFlair-150x79.jpg 150w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2016\/08\/Apache-Spark-Interview-Questions-and-Answers-DataFlair-300x158.jpg 300w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2016\/08\/Apache-Spark-Interview-Questions-and-Answers-DataFlair-768x403.jpg 768w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2016\/08\/Apache-Spark-Interview-Questions-and-Answers-DataFlair-1024x538.jpg 1024w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/a><p id=\"caption-attachment-938\" class=\"wp-caption-text\">Apache Spark Interview Questions and Answers<\/p><\/div>\n<p><strong style=\"font-size: 20px !important\">2. List of Apache Spark Interview Questions and Answers<\/strong><\/p>\n<p>So, below is the list of most asked Apache Spark Interview Questions and Answers &#8211;<br \/>\n<strong>1)\u00a0What is Apache Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>2)\u00a0What are the features and characteristics of Apache Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/features-and-characteristics-of-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>3) What are the languages in which Apache Spark create API?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/list-the-languages-supported-by-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>4) Compare Apache Hadoop and Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/compare-apache-hadoop-and-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>5) Can we run Apache Spark without Hadoop?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/can-i-run-apache-spark-without-hadoop\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>6)\u00a0What are the benefits of Spark over MapReduce?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/benefits-of-spark-over-mapreduce-or-spark-vs-mapreduce\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>7) Why is Apache Spark faster than Hadoop MapReduce?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/why-apache-spark-is-faster-than-hadoop\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>8) What are the drawbacks of Apache Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-are-the-limitations-of-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>9)\u00a0Explain the processing speed difference between Hadoop and Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/hadoop-vs-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>10)\u00a0Explain various Apache Spark ecosystem components. In which scenarios can we use these components?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-spark-ecosystem-and-its-componets\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>11) Explain Spark Core?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-spark-core\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>12) Define Spark-SQL.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-spark-sql\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>13) How do we represent data in Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/how-is-data-represented-in-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>14)\u00a0What is Resilient Distributed Dataset (RDD) in Apache Spark? How does it make spark operator rich?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-resilient-distributed-dataset-rdd-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>15) What are the major features\/characteristics of RDD (Resilient Distributed Datasets)?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-the-rdd-properties\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>16) How is RDD in Apache Spark different from Distributed Storage Management?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/how-is-rdd-in-apache-spark-different-from-distributed-storage-management\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>17) Explain the operation transformation and action in Apache Spark RDD.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-transformation-and-action-in-rdd-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>18)\u00a0How to process data using Transformation operation in Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-transformation\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>12)\u00a0Explain briefly what is Action in Apache Spark? How is final result generated using an action?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-action-how-it-process-data-in-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>13) Compare Transformation and Action in Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/comparision-between-transformation-and-action-in-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>14) How to identify that the given operation is transformation or action?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/how-to-identify-that-given-operation-is-transformationaction-in-your-program\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>15) What are the ways to create RDDs in Apache Spark? Explain.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/how-to-create-rdd\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>16) Explain benefits of lazy evaluation in RDD in Apache Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-are-the-benefits-of-lazy-evaluation-in-rdd-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>17) Why is transformation lazy operation in Apache Spark RDD? How is it useful?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/why-transformation-is-lazy-in-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>18)\u00a0What is RDD lineage graph? How does it enable fault-tolerance in Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-rdd-lineage-graph-or-linage-operation-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>19) What are the types of transformation in RDD in Apache Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/how-many-types-of-transformation-are-there-in-rdd-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>20) What is Map() operation in Apache Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-map-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>21)\u00a0Explain the flatMap operation on Apache Spark RDD.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-the-filatmap-transformation\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>22) Describe the distnct(),union(),intersection() and substract() transformation in Apache Spark RDD.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-distnct-union-intersection-and-substract-transformation\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>23) Explain join() operation in Apache Spark<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-join-operation\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>24)\u00a0Explain leftOuterJoin() and rightOuterJoin() operation in Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/expain-leftouterjoin-and-rightouterjoin-operation\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>25) Define fold() operation in Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-fold-operation\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>26)\u00a0What are the exact differences between reduce and fold operation in Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>27) Explain first() operation in Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-first-operation\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>28) Explain coalesce operation in Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-coalesce-operation\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>29) How does pipe operation writes the result to standard output in Apache Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-pipe-operation\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>30) List out the<\/strong>\u00a0<strong>difference between textFile and wholeTextFile in Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/textfile-vs-wholetextfile-in-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>31) Define Partition and Partitioner in Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-the-terms-partitions-and-partitioners\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>32)\u00a0How many partitions are created by default in Apache Spark RDD?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/by-default-how-many-partitions-are-created\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>33)\u00a0How to split single HDFS block into partitions RDD?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/rdd-partition\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>34) Define paired RDD in Apache Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-are-paired-rdd\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>35)\u00a0What are<\/strong><strong>\u00a0the differences between Caching and Persistence method in Apache Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-difference-between-caching-and-persistence\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>36) Define the run-time architecture of Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-the-run-time-architecture-of-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>37)<a href=\"http:\/\/data-flair.training\/forums\/topic\/by-default-how-many-partitions-are-created\">\u00a0<\/a>What is the use of Spark driver, where it gets executed on the cluster?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-the-role-of-spark-driver-in-spark-applications\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>38)\u00a0What are the roles and responsibilities of worker nodes in the Apache Spark cluster? Is Worker Node in Spark is same as Slave Node?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-worker-node-in-apache-spark-cluster\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>39) Define various running modes of Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/different-running-modes-of-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>40)\u00a0What is the Standalone mode in Spark cluster?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-standalone-mode\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>41) Write the command to start and stop the Spark in an interactive shell?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-the-command-to-start-and-stop-the-spark-in-interactive-shell\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>42) Define SparkContext in Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-sparkcontext-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>43) Define SparkSession in Apache Spark? Why is it needed?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-sparksession-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>44) In what ways SparkSession different from SparkContext?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/sparksession-vs-sparkcontext-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>45) List out the various advantages of DataFrame over RDD in Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-are-the-advantages-of-dataframe-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>46) Explain API createOrReplaceTempView().<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-api-createorreplacetempview\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>47) What is catalyst query optimizer in Apache Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-catalyst-query-optimizer-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>48) What is a DataSet? What are its advantages over DataFrame and RDD?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-dataset-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>49) What are the ways to run Spark over Hadoop?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/in-how-many-ways-can-we-run-spark-over-hadoop\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>50) Explain Apache Spark Streaming? How is the processing of streaming data achieved in Apache Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-spark-streaming\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>51)\u00a0What is a DStream?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-a-dstream\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>52) Describe different transformations in DStream in Apache Spark Streaming.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-different-transformations-in-dstream-in-apache-spark-streaming\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>53) Explain write ahead log(journaling) in Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-write-ahead-logjournaling-in-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>54) Define the level of parallelism and its need in Spark Streaming.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-the-level-of-parallelism\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>55) Define Parquet file format? How to convert data to Parquet format?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-parquet-file-format-in-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>56) Define the common faults of the developer while using Apache Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-are-the-common-faults-of-developer-while-using-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>57) What is Speculative Execution in Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/speculative-execution-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>58) What are the various types of shared variable in Apache Spark?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/name-the-two-types-of-shared-variable-available-in-apache-spark\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>59)\u00a0What are Broadcast Variables?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-broadcast-variables\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>60) Describe Accumulator in detail in Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/explain-accumulator-in-detail\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>61) What are the ways in which Apache Spark handles accumulated Metadata?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/how-does-apache-spark-handles-accumulated-meta-data\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>62) Define the roles of the file system in any framework?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-the-role-of-file-system\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>63) How do you parse data in XML? Which kind of class do you use with Java to parse data?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/how-do-you-parse-data-in-xml-which-kind-of-class-you-use-with-java-to-pass-data\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>64) List some commonly used Machine Learning Algorithm Apache Spark.<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/list-commonly-used-machine-learning-algorithm\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<strong>65)\u00a0What is PageRank?<\/strong><br \/>\n<strong><a href=\"http:\/\/data-flair.training\/forums\/topic\/what-is-pagerank\" target=\"_blank\" rel=\"noopener noreferrer\">View Answer &gt;&gt;<\/a><\/strong><br \/>\n<a href=\"http:\/\/data-flair.training\/blogs\/50-apache-spark-interview-questions\/\">Follow this link for further interview questions on Apache Spark.<\/a><\/p>\n<p>Hence, this was all in Apache Spark Interview Questions and Answers. Hope these questions help you.<span hidden class=\"__iawmlf-post-loop-links\" data-iawmlf-links=\"[{&quot;id&quot;:2393,&quot;href&quot;:&quot;http:\\\/\\\/data-flair.training\\\/forums\\\/topic\\\/compare-apache-hadoop-and-apache-spark&quot;,&quot;archived_href&quot;:&quot;http:\\\/\\\/web-wp.archive.org\\\/web\\\/20240618100251\\\/https:\\\/\\\/data-flair.training\\\/forums\\\/topic\\\/compare-apache-hadoop-and-apache-spark\\\/&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[{&quot;date&quot;:&quot;2025-12-11 06:25:12&quot;,&quot;http_code&quot;:403}],&quot;broken&quot;:false,&quot;last_checked&quot;:{&quot;date&quot;:&quot;2025-12-11 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