{"id":16162,"date":"2023-02-09T21:38:12","date_gmt":"2023-02-09T16:08:12","guid":{"rendered":"https:\/\/www.interviewbit.com\/blog\/?post_type=web-story&#038;p=16162"},"modified":"2023-02-09T21:38:14","modified_gmt":"2023-02-09T16:08:14","slug":"master-real-time-data-processing-with-lambda-architecture","status":"publish","type":"web-story","link":"https:\/\/www.interviewbit.com\/blog\/web-stories\/master-real-time-data-processing-with-lambda-architecture\/","title":{"rendered":"Master Real-time Data Processing with Lambda 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=16162\"\/><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=\"Master Real-time Data Processing with Lambda Architecture\" poster-portrait-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2023\/02\/cropped-feb-9th-thu-lamda-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:3.39806%;top:62.78317%;width:83.25243%;height:36.08414%;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:0.5830903790087464% 0.5830903790087464% 0.5830903790087464% 0.5830903790087464% \/ 0.8968609865470852% 0.8968609865470852% 0.8968609865470852% 0.8968609865470852%\" id=\"el-95a17566-0eff-4d0a-a9a1-c1eab9f25976\">\n<h1 id=\"master-real-time-data-processing-with-lambda-architecture\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.8367346938775513% 0;font-family:&quot;IBM Plex Serif&quot;,serif;font-size:0.679612em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Master Real-time Data Processing with Lambda Architecture<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:62.37864%;top:96.44013%;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:3.39806%;top:99.67638%;width:85.92233%;height:5.17799%;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:0.5649717514124294% 0.5649717514124294% 0.5649717514124294% 0.5649717514124294% \/ 6.25% 6.25% 6.25% 6.25%\" id=\"el-85b4d4f4-6391-49eb-8a93-c8b4c730ba8b\">\n<h2 id=\"a-quick-overview\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1072563559322032% 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\">A Quick Overview<\/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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id=\"are-you-curious-about-how-big-data-is-processed-and-analyzed-efficiently-introducing-lambda-architecture-the-foundation-for-managing-and-computing-vast-amounts-of-data-in-real-time-and-histori\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.5257142857142856% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.485437em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Are you curious about how big data is processed and analyzed efficiently?&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 700; color: #ff85a1\">Introducing Lambda Architecture-<\/span><span style=\"color: #fff\"> the foundation for managing and computing vast amounts of data in real-time and historical data<\/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\" 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id=\"el-d5676f0b-0f33-47be-a306-a2d262bd0aa1\">\n<h1 id=\"the-three-layers-of-lambda-architecture\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.6009708737864083% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.760518em;line-height:0.9;text-align:center;padding:0.9708737864077669% 1.9417475728155338%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff5c8a\">The Three Layers of Lambda Architecture<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.03883%;top:38.02589%;width:85.43689%;height:30.74434%;opacity:1\">\n<div id=\"anim-7b3a184b-7a00-4efd-ac0f-0db66e4ff7c2\" 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-cb2e03d2-91dc-481f-939b-1af246b8e56c\" 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% \/ 1.0526315789473684% 1.0526315789473684% 1.0526315789473684% 1.0526315789473684%\" id=\"el-01463911-9ace-441d-a6f8-4307552a5552\">\n<h2 id=\"with-its-three-layers-batch-layer-serving-layer-and-speed-layer-this-architecture-provides-a-comprehensive-solution-for-computation-and-data-processing\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.5170454545454544% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.485437em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">With its three layers &#8211; Batch layer, Serving layer, and Speed layer &#8211; this architecture provides a comprehensive solution for computation and data processing.<\/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 href=\"https:\/\/www.interviewbit.com\/blog\/lambda-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=master-real-time-data-processing-with-lambda-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-106ca87f-80d0-4e9f-b72c-91ffb38fe0e0 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate(0%, 0%) scale(1.5)\",\"translate(0%, 0%) 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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% \/ 0.6430868167202572% 0.6430868167202572% 0.6430868167202572% 0.6430868167202572%\" id=\"el-ce7d5408-8184-4dbd-b803-f61bffc7fdc5\">\n<h2 id=\"1-batch-layer-the-backbone-of-lambda-architecture-this-layer-processes-large-amounts-of-historical-data-stores-it-in-a-durable-scalable-manner-also-uses-technologies-like-a\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.5170454545454544% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.485437em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff85a1\">1. Batch Layer: &nbsp;The backbone of Lambda Architecture&nbsp;<\/span><\/p>\n<p><span style=\"color: #fff\">This layer processes large amounts of historical data &amp; stores it in a durable &amp; scalable manner. Also, uses technologies like Apache Hadoop to ensure reliability &amp; efficiency in data processing.<\/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 href=\"https:\/\/www.interviewbit.com\/blog\/lambda-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=master-real-time-data-processing-with-lambda-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-0c97f0b3-e5d1-4f3f-b333-c86086223b40 [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-b9910412-8878-4c8d-88f8-5c755f2e47e0\",\"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-22ceca27-d981-4d96-9944-f1dbb5d13936\",\"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 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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-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:7.03883%;top:33.81877%;width:85.43689%;height:45.46926%;opacity:1\">\n<div id=\"anim-b9910412-8878-4c8d-88f8-5c755f2e47e0\" 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-22ceca27-d981-4d96-9944-f1dbb5d13936\" 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% \/ 0.7117437722419928% 0.7117437722419928% 0.7117437722419928% 0.7117437722419928%\" id=\"el-ab169352-b585-4fd4-a286-3db824f1749e\">\n<h2 id=\"2-speed-layer-where-data-meets-actionthis-layer-is-responsible-for-handling-real-time-data-and-making-it-available-to-the-serving-layer-it-uses-stream-processing-technology-to-index-incoming-data\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.5170454545454544% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.485437em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff85a1\">2. <\/span><span style=\"font-weight: 700; color: #ff85a1\">Speed Layer: Where Data Meets Action<\/span><\/p>\n<p><span style=\"color: #fff\">This layer is responsible for handling real-time data and making it available to the serving layer. It uses stream processing technology to index incoming data and reduce latency.<\/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 href=\"https:\/\/www.interviewbit.com\/blog\/lambda-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=master-real-time-data-processing-with-lambda-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-5ea8583b-721f-47e1-920f-cd402601d5ce [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-a6bff1a0-c515-4c46-83cb-398c7f7d5420\",\"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-9abfac7e-86a3-41ef-9479-5757889f5684\",\"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:#f3a673\">\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 id=\"anim-5ea8583b-721f-47e1-920f-cd402601d5ce\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\">\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-27f2951c-8b6e-4772-8cc9-8a5b431fd5c6\">\n<div style=\"position:absolute;width:266.31253%;height:100%;left:-83.15627%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1573165759995-5865a394a1aa?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw2M3x8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjY5OTAyNjU0&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=6016&amp;h=4016&amp;fit=max\" alt=\"people sitting beside rectangular brown table with laptops\" srcSet=\"https:\/\/images.unsplash.com\/photo-1573165759995-5865a394a1aa?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw2M3x8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjY5OTAyNjU0&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=6016&amp;h=4016&amp;fit=max 6016w,https:\/\/images.unsplash.com\/photo-1573165759995-5865a394a1aa?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw2M3x8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjY5OTAyNjU0&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4812&amp;h=3212&amp;fit=max 4812w,https:\/\/images.unsplash.com\/photo-1573165759995-5865a394a1aa?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw2M3x8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjY5OTAyNjU0&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3609&amp;h=2409&amp;fit=max 3609w,https:\/\/images.unsplash.com\/photo-1573165759995-5865a394a1aa?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw2M3x8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjY5OTAyNjU0&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2406&amp;h=1606&amp;fit=max 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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-f24b57dc-e5b9-416a-be22-4a071ebd4794\">\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:50.32362%;opacity:1\">\n<div id=\"anim-a6bff1a0-c515-4c46-83cb-398c7f7d5420\" 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-9abfac7e-86a3-41ef-9479-5757889f5684\" 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% \/ 0.6430868167202572% 0.6430868167202572% 0.6430868167202572% 0.6430868167202572%\" id=\"el-0e9f278e-2f12-49bf-9e9c-60f21bd5d367\">\n<h2 id=\"3-serving-layer-real-time-data-processing-this-layer-indexes-the-batch-view-and-speed-layer-data-to-provide-real-time-query-capabilities-it-leverages-stream-processing-software-like-apache-st\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.5170454545454544% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.485437em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff85a1\">3. Serving Layer: Real-Time Data Processing&nbsp;<\/span><\/p>\n<p><span style=\"color: #fff\">This layer indexes the batch view and speed layer data to provide real-time query capabilities. It leverages stream processing software like Apache Storm to index incoming data &amp; reduces latency.<\/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 href=\"https:\/\/www.interviewbit.com\/blog\/lambda-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=master-real-time-data-processing-with-lambda-architecture\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"b8234b44-a606-4bf3-8434-df5aa1b2c440\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-20aed4ea-707e-4608-8419-0f5e8fa63198 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate(0%, 0%) scale(1.5)\",\"translate(0%, 0%) 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1203w,https:\/\/images.unsplash.com\/photo-1573165706511-3ffde6ef1fe3?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwxM3x8c29mdHdhcmUlMjBkZXZlbG9wZXJzfGVufDB8fHx8MTY3MjkyMDQ4OQ&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-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 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:21.19741%;opacity:1\">\n<div id=\"anim-91a528b9-1962-468c-9637-a30c374960ca\" 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-a92c0257-e028-400e-b81a-41cc6b735dcb\" 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% \/ 1.5267175572519083% 1.5267175572519083% 1.5267175572519083% 1.5267175572519083%\" id=\"el-1ec0a8bf-8a24-4146-9ba7-4ed73a79da57\">\n<h2 id=\"check-out-the-inner-workings-of-this-revolutionary-solution-and-understand-its-capabilities-in-ensuring-reliability-and-resilience\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.5170454545454544% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.485437em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Check out the inner workings of this revolutionary solution and understand its capabilities in ensuring reliability and resilience.<\/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:18.4466%;opacity:1\">\n<div id=\"anim-20618fa7-8c0a-4e0e-ad4c-62e9bd09ea23\" 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-a589f5dc-bb17-4977-af5b-eeea8f6ee798\" 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% \/ 1.7543859649122806% 1.7543859649122806% 1.7543859649122806% 1.7543859649122806%;background-clip:content-box;background-color:rgba(89,13,34,0.7)\" id=\"el-1526ef03-c6f9-49c7-9752-c64d00435cd0\">\n<h1 id=\"how-does-lambda-architecture-work\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.6009708737864083% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.760518em;line-height:0.9;text-align:center;padding:0.9708737864077669% 1.9417475728155338%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff5c8a\">How Does Lambda Architecture Work?<\/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-Lambda-Architecture.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/lambda-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=master-real-time-data-processing-with-lambda-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-364ded81-c15e-4d61-980a-a1ab909cc7b3\",\"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-a216c664-859f-4d74-aae4-999a95ce2b4e\",\"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-b3670da8-e1ef-4924-b41a-c82d01da57c6\",\"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=\"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:7.28155%;top:32.03883%;width:85.43689%;height:35.76052%;opacity:1\">\n<div id=\"anim-364ded81-c15e-4d61-980a-a1ab909cc7b3\" 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-a216c664-859f-4d74-aae4-999a95ce2b4e\" 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% \/ 0.904977375565611% 0.904977375565611% 0.904977375565611% 0.904977375565611%\" id=\"el-1e02645e-dac3-4aa9-8082-1d5bf3478a4a\">\n<h2 id=\"1-no-software-management-2-scalability-3-built-in-fault-tolerance-4-business-agility-want-to-explore-its-disadvantages\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.5170454545454544% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.485437em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">1. No software management&nbsp;<\/span><br \/>\n<span style=\"color: #fff\">2. Scalability&nbsp;<\/span><br \/>\n<span style=\"color: #fff\">3. Built-in fault tolerance&nbsp;<\/span><br \/>\n<span style=\"color: #fff\">4. Business agility &nbsp;<\/span><\/p>\n<p><span style=\"color: #fff\">Want to explore its disadvantages?<\/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:18.4466%;opacity:1\">\n<div id=\"anim-b3670da8-e1ef-4924-b41a-c82d01da57c6\" 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-1b4a4071-11d6-40f3-a4a5-622fc2fe2de5\" 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% \/ 1.7543859649122806% 1.7543859649122806% 1.7543859649122806% 1.7543859649122806%;background-clip:content-box;background-color:rgba(89,13,34,0.7)\" id=\"el-d94fe8e1-04f5-49ce-8e31-f38ee0aa8e79\">\n<h1 id=\"advantages-of-lambda-architecture\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.6009708737864083% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.760518em;line-height:0.9;text-align:center;padding:0.9708737864077669% 1.9417475728155338%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff5c8a\">Advantages of Lambda 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-Lambda-Architecture.png\"><a 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disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.28155%;top:32.20065%;width:85.43689%;height:30.74434%;opacity:1\">\n<div id=\"anim-1bd083bf-5421-411e-85b9-f06ca9d656f1\" 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-cbb15b45-5b82-496b-927d-25a2dbf7ba22\" 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% \/ 1.0526315789473684% 1.0526315789473684% 1.0526315789473684% 1.0526315789473684%\" id=\"el-7c769354-4921-4337-a05a-7238fbd3f23c\">\n<h2 id=\"1-photo-sharing-applications-2-data-analysis-using-dynamodb-discover-the-full-potential-of-this-solution\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.5170454545454544% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.485437em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">1. Photo-sharing applications&nbsp;<\/span><br \/>\n<span style=\"color: #fff\">2. Data analysis using DynamoDB. &nbsp;<\/span><\/p>\n<p><span style=\"color: #fff\">Discover the full potential of this solution.<\/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:18.4466%;opacity:1\">\n<div id=\"anim-a6735504-8a20-4ac2-828f-13030d06f073\" 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-45661c8f-9556-49af-b45b-1630e6f09834\" 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% \/ 1.7543859649122806% 1.7543859649122806% 1.7543859649122806% 1.7543859649122806%;background-clip:content-box;background-color:rgba(89,13,34,0.7)\" id=\"el-bb22c475-b2bf-43d5-921f-8d715afa517e\">\n<h1 id=\"typical-lambda-applications\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.6009708737864083% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.760518em;line-height:0.9;text-align:center;padding:0.9708737864077669% 1.9417475728155338%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff5c8a\">Typical Lambda Applications<\/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-Lambda-Architecture.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/lambda-architecture\/?utm_source=Ib&amp;utm_medium=webstories&amp;utm_campaign=master-real-time-data-processing-with-lambda-architecture\" rel=\"\">Click here<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"936b559d-4dc0-423a-9d89-b4d4ba99b081\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-927cb570-c1bf-49e8-806f-1394215a19ef\",\"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 type=\"application\/json\">[{\"selector\":\"#anim-7c15fb03-3d16-4c59-8aef-e5ba7a086097\",\"keyframes\":{\"transform\":[\"translate3d(-105.04451%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 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851w,https:\/\/images.unsplash.com\/photo-1451187580459-43490279c0fa?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzfHxiaWclMjBkYXRhfGVufDB8fHx8MTY3MjY2MDQyNA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=226&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 121vh, 268vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.4)\"><\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.4)\"><\/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:4.12621%;top:41.10032%;width:81.79612%;height:40.7767%;opacity:1\">\n<div id=\"anim-927cb570-c1bf-49e8-806f-1394215a19ef\" 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-7c15fb03-3d16-4c59-8aef-e5ba7a086097\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-105.04451%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-3842812c-d804-48f9-b479-cbae6e5ee4fe\">\n<h2 id=\"ready-to-take-a-closer-look-at-lambda-architecture-and-understand-its-inner-workings\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.8122913575667656% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.647249em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #faf4ea\">Ready to take a closer look at Lambda Architecture and understand its inner workings?<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.12621%;top:83.33333%;width:88.34951%;height:4.69256%;opacity:1\">\n<div id=\"anim-cc40f81f-d2e8-476e-a258-0dc757379531\" 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-83fc5650-b93c-4e7f-a131-3dfb2dcf56dc\" class=\"animation-wrapper\" 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