{"id":16393,"date":"2023-02-17T16:41:32","date_gmt":"2023-02-17T11:11:32","guid":{"rendered":"https:\/\/www.interviewbit.com\/blog\/?post_type=web-story&#038;p=16393"},"modified":"2023-02-17T16:41:33","modified_gmt":"2023-02-17T11:11:33","slug":"a-quick-look-at-data-lake-architecture","status":"publish","type":"web-story","link":"https:\/\/www.interviewbit.com\/blog\/web-stories\/a-quick-look-at-data-lake-architecture\/","title":{"rendered":"A Quick Look at Data Lake 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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href=\"https:\/\/www.interviewbit.com\/blog\/?post_type=web-story&amp;p=16393\"\/><meta name=\"web-stories-replace-head-end\"\/><\/head><body><amp-story standalone=\"\" publisher=\"InterviewBit\" publisher-logo-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/cropped-tumblr-logo.png\" title=\"A Quick Look at Data Lake Architecture\" poster-portrait-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2023\/02\/cropped-week-3-feb-17th-data-lake-architecture.png\"><amp-story-page id=\"d1e9a7c2-404d-415a-a2eb-eea40554940b\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#c0a6a6\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div 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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:3.64078%;top:70.71197%;width:89.32039%;height:25.56634%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5434782608695652% 0.5434782608695652% 0.5434782608695652% 0.5434782608695652% \/ 1.2658227848101267% 1.2658227848101267% 1.2658227848101267% 1.2658227848101267%\" id=\"el-95a17566-0eff-4d0a-a9a1-c1eab9f25976\">\n<h1 id=\"a-quick-look-at-data-lake-architecture\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.9565217391304357% 0;font-family:&quot;IBM Plex Serif&quot;,serif;font-size:0.776699em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">A Quick Look at Data Lake Architecture<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:2.18447%;top:59.2233%;width:24.27184%;height:11.48867%;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-1635eb8e-c97a-4bdf-98ea-5a430567b7fd\">\n<div style=\"position:absolute;width:100%;height:106.46557%;left:0%;top:-3.23279%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/media.tenor.com\/8uSPaXIUm7UAAAAi\/arrow.gif\" alt=\"Arrow Sticker\" srcSet=\"https:\/\/media.tenor.com\/8uSPaXIUm7UAAAAi\/arrow.gif 127w,https:\/\/media.tenor.com\/8uSPaXIUm7UAAAAk\/arrow.gif 90w\" sizes=\"(min-width: 1024px) 11vh, 24vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:3.64078%;top:97.08738%;width:89.32039%;height:5.01618%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5434782608695652% 0.5434782608695652% 0.5434782608695652% 0.5434782608695652% \/ 6.451612903225806% 6.451612903225806% 6.451612903225806% 6.451612903225806%\" id=\"el-85b4d4f4-6391-49eb-8a93-c8b4c730ba8b\">\n<h2 id=\"unleash-the-power-of-data\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10317595108695633% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #ff4d6d\">Unleash the power of data&#8230;<\/span><\/span><\/h2>\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\" 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disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.52427%;top:37.05502%;width:84.95146%;height:33.33333%;opacity:1\">\n<div id=\"anim-600f950c-5a20-43c5-943b-39aa471feb88\" 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-37c2ffe0-8a90-4adb-97b2-63308e94b44a\" 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:0.5714285714285714% 0.5714285714285714% 0.5714285714285714% 0.5714285714285714% \/ 0.9708737864077669% 0.9708737864077669% 0.9708737864077669% 0.9708737864077669%\" id=\"el-4f14ba1f-d23d-45d8-8111-4a0de6353f74\">\n<h2 id=\"are-you-struggling-with-managing-and-analyzing-large-amounts-of-data-look-no-further-than-data-lake-architecture-a-centralized-repository\" 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\">Are you struggling with managing and analyzing large amounts of data? &nbsp;<\/span><\/p>\n<p><span style=\"color: #fff\">Look no further than data lake architecture- A centralized repository.<\/span><\/span><\/h2>\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 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id=\"el-d5676f0b-0f33-47be-a306-a2d262bd0aa1\">\n<h1 id=\"what-is-data-lake\" 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\">What is Data Lake?<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.03883%;top:35.43689%;width:85.43689%;height:28.80259%;opacity:1\">\n<div id=\"anim-d67b7fd1-fc6a-40e6-83e4-137e525d0383\" 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-0b0d4a68-0a58-470d-b2a3-e9142af39a00\" 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% \/ 1.1235955056179776% 1.1235955056179776% 1.1235955056179776% 1.1235955056179776%\" id=\"el-01463911-9ace-441d-a6f8-4307552a5552\">\n<h2 id=\"a-modern-approach-to-data-management-that-allows-you-to-store-large-amounts-of-structured-and-unstructured-data-in-its-native-format-making-it-easier-to-analyze-and-access\" 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 modern approach to data management that allows you to store large amounts of structured and unstructured data in its native format, making it easier to analyze and access.<\/span><\/span><\/h2>\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\/Data-Lake-Architecture-2048x1152.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/data-lake-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=a-quick-overview-of-data-lake-architecture\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"89c46d12-909f-4a7b-b582-777f409a4ac2\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-9b0b6b77-ded6-4610-84fa-8f15c114d1e4 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate(0%, 0%) scale(1.5)\",\"translate(0%, 0%) scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-df93431d-1ab0-4c84-afce-3ec1e64acedd\",\"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\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-eec215d6-4e1a-4bea-b6b8-52e9f189790e\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script 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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\" 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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:46.92557%;opacity:1\">\n<div id=\"anim-df93431d-1ab0-4c84-afce-3ec1e64acedd\" 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-eec215d6-4e1a-4bea-b6b8-52e9f189790e\" 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% \/ 0.6896551724137931% 0.6896551724137931% 0.6896551724137931% 0.6896551724137931%\" id=\"el-ce7d5408-8184-4dbd-b803-f61bffc7fdc5\">\n<h2 id=\"simplify-data-analysis-generate-insights-offer-fast-query-processing-scalability-cleaner-data-for-bi-tools-handle-various-types-of-data-images-vid\" 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\">\u2013 Simplify data analysis &amp; generate insights.<\/span><\/p>\n<p><span style=\"color: #fff\">\u2013 Offer fast query processing, scalability, &amp; cleaner data for BI tools.<\/span><\/p>\n<p><span style=\"color: #fff\">\u2013 Handle various types of data &nbsp;(images, videos, traditional sources like ERP).<\/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:10.84142%;opacity:1\">\n<div id=\"anim-208ab65c-ddc3-4bb2-9ece-798761b27dd9\" 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-0dcd3940-b172-4350-bc69-a9be3e8100fc\" 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% \/ 2.9850746268656714% 2.9850746268656714% 2.9850746268656714% 2.9850746268656714%;background-clip:content-box;background-color:rgba(89,13,34,0.7)\" id=\"el-b7cfec95-c7cf-45c4-b617-31d71cbda967\">\n<h1 id=\"why-data-lake\" 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\">Why Data Lake?<\/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\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2022\/06\/Cover-Salesforce-Architecture-2048x1152.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/data-lake-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=a-quick-overview-of-data-lake-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-a76bcffb-3580-428b-9182-8366e265079b [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate(0%, 0%) scale(1.5)\",\"translate(0%, 0%) scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-6acb51df-7f4e-4f70-b7fa-5fb5888264f1\",\"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\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-42dc30e9-bc82-4950-9ebf-dda897e93771\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-af226d97-924b-4acb-86d0-fa761e81cee1\",\"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\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-e753a0be-4985-4ebf-9032-5329a4103b96\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-65ccdcd6-0613-4af2-969f-062259041098\",\"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\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-0e9f9105-5d81-4035-98e1-dcfb034d0b71\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#d9d9d9\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div 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6016w,https:\/\/images.unsplash.com\/photo-1573164574511-73c773193279?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwxMDh8fHNvZnR3YXJlJTIwZGV2ZWxvcGVyfGVufDB8fHx8MTY3MDMzNjMzMA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4812&amp;h=3212&amp;fit=max 4812w,https:\/\/images.unsplash.com\/photo-1573164574511-73c773193279?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwxMDh8fHNvZnR3YXJlJTIwZGV2ZWxvcGVyfGVufDB8fHx8MTY3MDMzNjMzMA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3609&amp;h=2409&amp;fit=max 3609w,https:\/\/images.unsplash.com\/photo-1573164574511-73c773193279?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwxMDh8fHNvZnR3YXJlJTIwZGV2ZWxvcGVyfGVufDB8fHx8MTY3MDMzNjMzMA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2406&amp;h=1606&amp;fit=max 2406w,https:\/\/images.unsplash.com\/photo-1573164574511-73c773193279?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwxMDh8fHNvZnR3YXJlJTIwZGV2ZWxvcGVyfGVufDB8fHx8MTY3MDMzNjMzMA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1203&amp;h=803&amp;fit=max 1203w,https:\/\/images.unsplash.com\/photo-1573164574511-73c773193279?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwxMDh8fHNvZnR3YXJlJTIwZGV2ZWxvcGVyfGVufDB8fHx8MTY3MDMzNjMzMA&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-ca607fc3-47ce-46f2-be0f-336346011aab\">\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:7.28155%;top:28.47896%;width:85.43689%;height:28.80259%;opacity:1\">\n<div id=\"anim-6acb51df-7f4e-4f70-b7fa-5fb5888264f1\" 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-42dc30e9-bc82-4950-9ebf-dda897e93771\" 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% \/ 1.1235955056179776% 1.1235955056179776% 1.1235955056179776% 1.1235955056179776%\" id=\"el-ab169352-b585-4fd4-a286-3db824f1749e\">\n<h2 id=\"a-step-by-step-process-for-designing-and-maintaining-a-data-lake-to-retain-data-without-a-predefined-structure-with-emphasis-on-monitoring-and-security\" 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 step-by-step process for designing and maintaining a data lake to retain data without a predefined structure, with emphasis on monitoring and security.<\/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:10.84142%;opacity:1\">\n<div id=\"anim-af226d97-924b-4acb-86d0-fa761e81cee1\" 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-e753a0be-4985-4ebf-9032-5329a4103b96\" 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% \/ 2.9850746268656714% 2.9850746268656714% 2.9850746268656714% 2.9850746268656714%;background-clip:content-box;background-color:rgba(89,13,34,0.7)\" id=\"el-f07bf615-6a59-4567-a938-b9be36f43abb\">\n<h1 id=\"data-lake-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\">Data Lake Architecture<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.28155%;top:86.08414%;width:85.43689%;height:7.60518%;opacity:1\">\n<div id=\"anim-65ccdcd6-0613-4af2-969f-062259041098\" 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-0e9f9105-5d81-4035-98e1-dcfb034d0b71\" 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% \/ 4.25531914893617% 4.25531914893617% 4.25531914893617% 4.25531914893617%\" id=\"el-2e24d2e0-08e6-48c6-a34b-d87e0a28a23c\">\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=\"color: #ff85a1\">Want to see primary aspects of an effective Data Lake 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 layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2022\/06\/Data-Lake-Architecture-2048x1152.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/data-lake-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=a-quick-overview-of-data-lake-architecture\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"9e5d6a53-c17c-415a-b590-e6df6d6fd3f4\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-a8438351-a4ad-4f86-83dd-30596d3970d2 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate(0%, 0%) scale(1.5)\",\"translate(0%, 0%) scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-65453511-da6d-4a52-8bcb-3df6035715d9\",\"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\" trigger=\"visibility\"><script 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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% \/ 0.8547008547008548% 0.8547008547008548% 0.8547008547008548% 0.8547008547008548%\" id=\"el-87fa8f67-5d62-45e0-ab69-6bd4299c07b0\">\n<h2 id=\"1-ingestion-layerresponsible-for-processing-raw-data-into-data-inside-the-data-lake-without-modifying-the-raw-data-it-can-be-either-a-front-end-or-back-end-depending-on-the-application-requirement\" 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: #ff85a1\">1. <\/span><span style=\"font-weight: 700; color: #ff85a1\">Ing<\/span><span style=\"font-weight: 700; color: #ff85a1\">estion Layer<\/span><\/p>\n<p><span style=\"color: #fff\">Responsible for processing raw data into data inside the data lake, without modifying the raw data. It can be either a front-end or back-end depending on the application requirements.<\/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-be98264a-4cf6-4f13-862f-75a07591b253\" 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-6d00a50b-2f27-4317-8ad0-4572121a7c43\" 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-ff8c1ac0-70fd-4568-a33d-83dac8b17f08\">\n<h1 id=\"key-components-of-data-lake-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\">Key Components of Data Lake Architecture<\/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\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2022\/06\/Cover-Salesforce-Architecture-2048x1152.png\"><a 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0.8547008547008548% 0.8547008547008548% 0.8547008547008548% 0.8547008547008548%\" id=\"el-d3806965-bc6c-454c-87ff-8257d404235f\">\n<h2 id=\"2-distillation-layertransforms-structured-data-into-an-ingestible-form-for-ingestion-layer-known-as-data-cleansing-or-purging-once-transformed-data-is-clear-cut-formatted-ready-for-busines\" 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: #ff85a1\">2. Distillation Layer<\/span><\/p>\n<p><span style=\"color: #fff\">Transforms structured data into an ingestible form for Ingestion Layer, known as data cleansing or purging. Once transformed, data is clear-cut &amp; formatted, ready for business users.<\/span><\/span><\/h2>\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\/data-lake-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=a-quick-overview-of-data-lake-architecture\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"eb9f334e-0b48-417d-b801-854e7318dd3b\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-f5920764-aff4-4de2-b328-5ad1b67d2a58 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate(0%, 0%) scale(1.5)\",\"translate(0%, 0%) 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Processing Layer<\/span><\/p>\n<p><span style=\"color: #fff\">It involves designing data stores &amp; analytical tools, determining which parts of the system will execute complex queries, &amp; transforming structured data into usable information.<\/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-2a7312d1-880a-4321-91ee-1b7869f8fd33\" 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-d2f59b18-da8b-48e7-b396-893920614512\" 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 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id=\"how-does-data-lake-differ-from-data-warehouse\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.0079195205479463% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.776699em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #faf4ea\">How does Data Lake differ from Data warehouse?<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:2.6699%;top:75.88997%;width:88.34951%;height:13.91586%;opacity:1\">\n<div id=\"anim-7ed5fc89-5a73-4500-aa50-1e9727988332\" 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-e9d4f85e-f819-4872-aa87-4be01fa64993\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-103.02197%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5494505494505495% 0.5494505494505495% 0.5494505494505495% 0.5494505494505495% \/ 2.3255813953488373% 2.3255813953488373% 2.3255813953488373% 2.3255813953488373%\" id=\"el-bc91112d-c904-45a4-9837-6f2e84a75670\">\n<h3 id=\"check-out-our-detailed-guide-for-a-deep-dive-into-the-world-of-data-lakes\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.09271978021977982% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.388350em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #ff4d6d\">Check out our detailed guide for a deep dive into the world of Data Lakes.<\/span><\/span><\/h3>\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\/Data-Lake-Architecture-2048x1152.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/data-lake-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=a-quick-overview-of-data-lake-architecture\" rel=\"\">SWIPE UP<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"bbe57f87-8353-468a-a809-bda0471c90a1\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-6b2ee193-dc1d-43a3-84ce-15cd3fe92e56\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script 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web stories.&nbsp;<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.85437%;top:4.36893%;width:19.66019%;height:45.79288%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-69e81b17-9793-4630-9992-c3cfbca54884\">\n<h1 id=\"\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:49.876543209876516% 0;font-family:&quot;Poppins&quot;,sans-serif;font-size:3.268608em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">\u201c<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\"><a href=\"https:\/\/www.interviewbit.com\/blog\/web-stories\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=unlimited-learning-with-engaging-web-stories\" 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