{"id":16557,"date":"2023-02-23T12:49:00","date_gmt":"2023-02-23T07:19:00","guid":{"rendered":"https:\/\/www.interviewbit.com\/blog\/?post_type=web-story&#038;p=16557"},"modified":"2023-02-23T12:49:01","modified_gmt":"2023-02-23T07:19:01","slug":"a-quick-look-at-apache-spark-architecture","status":"publish","type":"web-story","link":"https:\/\/www.interviewbit.com\/blog\/web-stories\/a-quick-look-at-apache-spark-architecture\/","title":{"rendered":"A Quick Look at Apache Spark Architecture"},"content":{"rendered":"<p><html amp=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"\/><meta name=\"viewport\" content=\"width=device-width,minimum-scale=1,initial-scale=1\"\/><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0.js\"><\/script><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0\/amp-story-1.0.js\" custom-element=\"amp-story\"><\/script><link 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3.6363636363636362% 3.6363636363636362% 3.6363636363636362%\" id=\"el-85b4d4f4-6391-49eb-8a93-c8b4c730ba8b\">\n<h3 id=\"transform-your-big-data-processing-with-apache-spark\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.08789062499999971% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.372168em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #ff4d6d\">Transform Your Big Data Processing with Apache Spark!<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"a412ae9b-93e4-4d0f-914d-16542b5684fc\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-bad4a4c7-ee34-4dd4-afb4-eb2d86913de8 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate(0%, 0%) scale(1.5)\",\"translate(0%, 0%) 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1.342281879194631% 1.342281879194631% 1.342281879194631% 1.342281879194631%\" id=\"el-4f14ba1f-d23d-45d8-8111-4a0de6353f74\">\n<h2 id=\"looking-to-process-and-analyze-large-amounts-of-data-efficiently-look-no-further-than-apache-spark-architecture\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.4240000000000004% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Looking to process and analyze large amounts of data efficiently? &nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 700; color: #fff\">Look no further than Apache Spark architecture.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.28155%;top:89.80583%;width:85.43689%;height:3.72168%;opacity:1\">\n<div id=\"anim-063977cf-6cc3-476d-8b45-95567c31aaff\" class=\"animation-wrapper\" 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#ff85a1\">Ready to explore Spark archtecture?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2022\/06\/cover-Lambda-Architecture.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/apache-spark-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=a-quick-guide-to-apache-spark-architecture\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"ae40903e-5d0a-4461-bb14-d9db3bfd6b21\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-732f32ee-d1c1-4a2e-88eb-428b44fdc846\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" 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2406w,https:\/\/images.unsplash.com\/photo-1573164574397-dd250bc8a598?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw3OHx8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjcwMzM2Mjk2&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1203&amp;h=803&amp;fit=max 1203w,https:\/\/images.unsplash.com\/photo-1573164574397-dd250bc8a598?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw3OHx8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjcwMzM2Mjk2&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 120vh, 267vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-6.31068%;width:43.68932%;height:9.70874%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-90701d05-70b8-48ba-9066-72199e99b3ce\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.03883%;top:30.90615%;width:85.43689%;height:42.39482%;opacity:1\">\n<div id=\"anim-327f3056-40d7-488e-a71c-98c81327c616\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-123b16cb-be36-4d0c-ad8e-714e8ec2fe6b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5681818181818182% 0.5681818181818182% 0.5681818181818182% 0.5681818181818182% \/ 0.7633587786259541% 0.7633587786259541% 0.7633587786259541% 0.7633587786259541%\" id=\"el-ce7d5408-8184-4dbd-b803-f61bffc7fdc5\">\n<h2 id=\"1-resilient-distributed-datasets-rdd-a-data-storage-processing-framework-that-facilitates-data-recovery-computation-in-apache-spark-it-has-two-methods-for-data-modification-tran\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.4159090909090915% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">1. Resilient Distributed Datasets (RDD)&nbsp;<\/span><\/p>\n<p><span style=\"color: #fff\">A data storage &amp; processing framework that facilitates data recovery &amp; computation in Apache Spark. It has two methods for data modification: transformations and actions.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:4.69256%;width:100%;height:16.99029%;opacity:1\">\n<div id=\"anim-8cc3b5cc-3658-42b2-9333-1955b78338fa\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-7993fb26-5d1d-4e90-8b1b-07a3e9e92538\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 1.9047619047619049% 1.9047619047619049% 1.9047619047619049% 1.9047619047619049%;background-clip:content-box;background-color:rgba(89,13,34,0.7)\" id=\"el-b7cfec95-c7cf-45c4-b617-31d71cbda967\">\n<h1 id=\"two-main-abstractions-of-apache-spark\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.379611650485437% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.695793em;line-height:0.9;text-align:center;padding:0.9708737864077669% 1.9417475728155338%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff5c8a\">Two Main Abstractions of Apache Spark<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.28155%;top:88.67314%;width:85.43689%;height:7.76699%;opacity:1\">\n<div id=\"anim-2cdbe5e8-abdb-4b53-b267-eeadd9480cc2\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-fa64167e-0d0f-4487-81c4-2987b9441624\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5681818181818182% 0.5681818181818182% 0.5681818181818182% 0.5681818181818182% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%\" id=\"el-0f534caa-2ba2-4d88-a3af-860ece773a42\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.07990056818181819% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff85a1\">Learn more about RDD in Apache Spark<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2022\/06\/Cover-Salesforce-Architecture-2048x1152.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/apache-spark-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=a-quick-guide-to-apache-spark-architecture\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"de3e1538-90d1-44c3-9dc1-e9eb15aea441\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-a53b548a-8093-4fa9-ac39-1d131bef6f70 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate(0%, 0%) scale(1.5)\",\"translate(0%, 0%) 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300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.03883%;top:30.90615%;width:85.43689%;height:42.39482%;opacity:1\">\n<div id=\"anim-041208de-6b5d-44f7-b458-0198039620f3\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-5394e4e0-79b3-4171-b33b-e8b6a0a091f1\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5681818181818182% 0.5681818181818182% 0.5681818181818182% 0.5681818181818182% \/ 0.7633587786259541% 0.7633587786259541% 0.7633587786259541% 0.7633587786259541%\" id=\"el-cefae87a-47bd-4c85-a16d-a63276f93016\">\n<h2 id=\"2-directed-acyclic-graph-daga-series-of-connections-between-nodes-that-represent-a-program-converted-by-the-driver-for-each-job-it-helps-optimize-data-processing-management-in-spark-apps\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.4159090909090915% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">2. Directed Acyclic Graph (DAG)<\/span><\/p>\n<p><span style=\"color: #fff\">A series of connections between nodes that represent a program converted by the driver for each job. It helps optimize data processing &amp; management in Spark apps.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.28155%;top:88.67314%;width:85.43689%;height:7.76699%;opacity:1\">\n<div id=\"anim-046cb59c-982e-453d-ae14-b1603bb0593e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-5674c3b6-0309-4a7e-969e-8160090b4798\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5681818181818182% 0.5681818181818182% 0.5681818181818182% 0.5681818181818182% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%\" id=\"el-6b8112ec-a312-432e-a151-9508de86886a\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.07990056818181819% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff85a1\">Learn more about DAG in Apache Spark<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2022\/06\/Apache-Spark-Architecture-2048x1152.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/apache-spark-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=a-quick-guide-to-apache-spark-architecture\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"9e5d6a53-c17c-415a-b590-e6df6d6fd3f4\" 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1.1235955056179776% 1.1235955056179776% 1.1235955056179776% 1.1235955056179776%\" id=\"el-87fa8f67-5d62-45e0-ab69-6bd4299c07b0\">\n<h2 id=\"a-distributed-computing-framework-that-follows-a-master-slave-architecture-it-allows-users-to-process-large-scale-data-in-parallel-across-a-cluster-of-computers\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.4159090909090915% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">A distributed computing framework that follows a master-slave architecture. It allows users to process large-scale data in parallel across a cluster of computers.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:4.69256%;width:100%;height:16.99029%;opacity:1\">\n<div id=\"anim-4fbefa4b-8b2e-4ff5-b7c5-43a3a7ddfdbf\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-90241d8e-c369-40bb-98f0-56849e551dd7\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 1.9047619047619049% 1.9047619047619049% 1.9047619047619049% 1.9047619047619049%;background-clip:content-box;background-color:rgba(89,13,34,0.7)\" id=\"el-11def22e-5bd5-4674-89f5-856240f92fb5\">\n<h1 id=\"apache-spark-architecture\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.379611650485437% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.695793em;line-height:0.9;text-align:center;padding:0.9708737864077669% 1.9417475728155338%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff5c8a\">Apache Spark Architecture<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.03883%;top:88.83495%;width:85.43689%;height:7.76699%;opacity:1\">\n<div id=\"anim-602a7861-d6d4-4a4e-be35-7b1e35d2c93d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-99bb0bfd-d0da-438b-b49d-309692a3e293\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5681818181818182% 0.5681818181818182% 0.5681818181818182% 0.5681818181818182% \/ 4.166666666666666% 4.166666666666666% 4.166666666666666% 4.166666666666666%\" id=\"el-a6a1b890-7fee-4a54-ad39-9db2fa8ee9e1\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.07990056818181819% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.323625em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff85a1\">Want to see the basic Spark Architecture?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink 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style=\"position:absolute;pointer-events:none;left:0;top:-6.31068%;width:43.68932%;height:9.70874%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-055733c6-7ddd-4ae3-bc57-465641dfc886\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 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style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5681818181818182% 0.5681818181818182% 0.5681818181818182% 0.5681818181818182% \/ 0.9708737864077669% 0.9708737864077669% 0.9708737864077669% 0.9708737864077669%\" id=\"el-d3806965-bc6c-454c-87ff-8257d404235f\">\n<h2 id=\"1-the-spark-driver2-the-spark-executors-3-cluster-manager-4-worker-nodes\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.4159090909090915% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">1. The Spark driver<\/span><\/p>\n<p><span style=\"color: #fff\">2. The Spark executors&nbsp;<\/span><\/p>\n<p><span style=\"color: #fff\">3. Cluster Manager&nbsp;<\/span><\/p>\n<p><span style=\"color: #fff\">4. Worker Nodes<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:4.69256%;width:100%;height:16.99029%;opacity:1\">\n<div id=\"anim-734a853d-128c-4ed8-a43d-12d2d6293f7a\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-0e49cdc9-1b81-4bcc-a35f-4216ce5785a1\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 1.9047619047619049% 1.9047619047619049% 1.9047619047619049% 1.9047619047619049%;background-clip:content-box;background-color:rgba(89,13,34,0.7)\" id=\"el-ba887b24-4721-4be7-b598-9aa9e23ca666\">\n<h1 id=\"spark-architecture-applications\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.379611650485437% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.695793em;line-height:0.9;text-align:center;padding:0.9708737864077669% 1.9417475728155338%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff5c8a\">Spark Architecture Applications<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.28155%;top:89.80583%;width:85.43689%;height:3.72168%;opacity:1\">\n<div id=\"anim-5003f539-f009-4947-b38e-080d4c70b052\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-27fb9f66-152e-45d0-9b87-3c56da7fbd97\" class=\"animation-wrapper\" 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style=\"position:absolute;pointer-events:none;left:0;top:-6.31068%;width:43.68932%;height:9.70874%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-106ca4a2-fd46-42df-8b5c-b7c00f714ffe\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.03883%;top:33.81877%;width:85.43689%;height:42.39482%;opacity:1\">\n<div id=\"anim-6754ec45-2cdf-4716-8228-bcf98c040f0d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-1905fb5b-c2a4-4970-acc1-ddcf07d3a7dd\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5681818181818182% 0.5681818181818182% 0.5681818181818182% 0.5681818181818182% \/ 0.7633587786259541% 0.7633587786259541% 0.7633587786259541% 0.7633587786259541%\" id=\"el-8bfe61f8-713b-4526-acbf-a9441594edbe\">\n<h2 id=\"the-modes-determine-where-your-apps-resources-are-physically-located-when-you-run-your-app-you-can-choose-from-three-different-execution-modes-1-cluster-mode-2-client-m\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.4159090909090915% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">The modes determine where your app\u2019s resources are physically located when you run your app. You can choose from three different execution modes &#8211;&nbsp;<\/span><\/p>\n<p><span style=\"color: #fff\">1. Cluster mode&nbsp;<\/span><br \/>\n<span style=\"color: #fff\">2. Client mode&nbsp;<\/span><br \/>\n<span style=\"color: #fff\">3. Local mode<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.28155%;top:89.80583%;width:85.43689%;height:3.72168%;opacity:1\">\n<div id=\"anim-7c0cd861-2d45-4644-a70c-640f8d0dbe9a\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-67441d62-11de-4b1e-bf2d-5aa9fe7a5d88\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5681818181818182% 0.5681818181818182% 0.5681818181818182% 0.5681818181818182% \/ 8.695652173913043% 8.695652173913043% 8.695652173913043% 8.695652173913043%\" id=\"el-4c0c209a-957b-4a3b-86c8-9fd29d54dbb0\">\n<p class=\"fill text-wrapper\" 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style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.48543689320388345% 0.48543689320388345% 0.48543689320388345% 0.48543689320388345% \/ 2.9850746268656714% 2.9850746268656714% 2.9850746268656714% 2.9850746268656714%;background-clip:content-box;background-color:rgba(89,13,34,0.7)\" id=\"el-30e97754-6bbf-416f-b31a-ad2428c77cb8\">\n<h1 id=\"modes-of-execution\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.379611650485437% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.695793em;line-height:0.9;text-align:center;padding:0.9708737864077669% 1.9417475728155338%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff5c8a\">Modes of Execution<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" 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