{"id":5373,"date":"2023-11-22T11:58:26","date_gmt":"2023-11-22T11:58:26","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=5373"},"modified":"2023-11-22T11:58:26","modified_gmt":"2023-11-22T11:58:26","slug":"data-replication-in-distributed-systems","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/data-replication-in-distributed-systems\/","title":{"rendered":"Data Replication in Distributed Systems"},"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 href=\"https:\/\/fonts.googleapis.com\/css2?display=swap&amp;family=Alegreya%3Awght%40700&amp;family=Roboto%3Awght%40400%3B700\" rel=\"stylesheet\"\/><link 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margin-bottom: 16px;\n                text-align: center;\n              }\n              <\/style>\n<p><meta name=\"web-stories-replace-head-start\"\/><title>Data Replication in Distributed Systems<\/p>\n<p><\/title><link rel=\"canonical\" href=\"https:\/\/pickl.ai\/blog\/?post_type=web-story&amp;p=5373\"\/><meta name=\"web-stories-replace-head-end\"\/><\/head><body><amp-story standalone=\"\" publisher=\"Pickl.AI\" publisher-logo-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/01\/cropped-cropped-favicon.png\" title=\"Data Replication in Distributed Systems\n \n\" poster-portrait-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/cropped-Blue-Modern-Data-Analysis-Your-Story-1.png\"><amp-story-page id=\"8a9fa40b-9204-460e-86d3-33a780e19b18\" 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:#254654\">\n<div 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style=\"background-color:rgba(255,245,153,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0.24272%;top:-5.98706%;width:100%;height:46.60194%;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-b50396d4-99ed-4e83-b340-2ddb252ed040\">\n<div class=\"fill\" style=\"background-color:rgba(255,245,153,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:0;width:80.09709%;height:35.59871%;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-df7601fa-941c-40c6-97db-ca9ab7fb05d6\">\n<div style=\"position:absolute;width:100%;height:100.01952%;left:0%;top:-0.00976%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/tht_m590_01-scaled.jpg\" alt=\"Cloud data center Illustration concept on white background\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/tht_m590_01-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/tht_m590_01-2048x1365.jpg 2048w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/tht_m590_01-1536x1024.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/tht_m590_01-1024x683.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/tht_m590_01-900x600.jpg 900w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/tht_m590_01-768x512.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/tht_m590_01-300x200.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/tht_m590_01-150x100.jpg 150w\" sizes=\"(min-width: 1024px) 36vh, 80vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.23301%;top:43.3657%;width:76.94175%;height:16.01942%;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:0.6309148264984227% 0.6309148264984227% 0.6309148264984227% 0.6309148264984227% \/ 2.0202020202020203% 2.0202020202020203% 2.0202020202020203% 2.0202020202020203%\" id=\"el-3c654036-662c-4828-a9f8-9a5106ac3068\">\n<h1 id=\"understanding-data-replication\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.0518927444794959% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.631068em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline; color: #dbca09\">Understanding Data Replication<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.96117%;top:62.13592%;width:63.34951%;height:28.64078%;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:0.7662835249042145% 0.7662835249042145% 0.7662835249042145% 0.7662835249042145% \/ 1.1299435028248588% 1.1299435028248588% 1.1299435028248588% 1.1299435028248588%\" id=\"el-3ae8d391-b9ce-431f-877e-098e5ab64dda\">\n<h3 id=\"creating-and-maintaining-copies-of-data-across-multiple-nodes-or-servers-in-a-distributed-system-this-redundancy-enhances-data-availability-and-reliability\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.11314655172413779% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.339806em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\"># Creating and maintaining copies of data across multiple nodes or servers in a distributed system.<\/span><br \/>\n<span style=\"color: #fff\"># This redundancy enhances data availability and reliability.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:30.82524%;top:95.79288%;width:35.19417%;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:1.3793103448275863% 1.3793103448275863% 1.3793103448275863% 1.3793103448275863% \/ 6.451612903225806% 6.451612903225806% 6.451612903225806% 6.451612903225806%\" id=\"el-34a8fa15-5417-47cc-abc1-998d774859b9\"><a href=\"https:\/\/pickl.ai\/blog\/data-replication-in-distributed-systems\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/Data-Replication-in-Distributed-System.jpg\" data-tooltip-text=\"Data Replication: Ensuring Data&#x27;s Vitality in Distributed Systems\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.26185344827586154% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #dbca09\">Learn More<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:79.85437%;top:102.42718%;width:13.1068%;height:4.69256%;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-9ddd2949-6884-4f85-bc8d-5ff134a12aa5\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 17 9\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Arrow<\/title><path d=\"M15.9436 4.43653c.2145-.21452.2145-.56234 0-.77687L12.4477.163723c-.2146-.2145286-.5624-.2145286-.7769 0-.2145.214527-.2145.562346 0 .776874L14.7783 4.0481l-3.1075 3.10749c-.2145.21453-.2145.56235 0 .77688s.5623.21453.7769 0l3.4959-3.49594zm-15.769772.1609H15.5552V3.49876H.173828v1.09867z\" fill=\"#FFECE3\"><\/path><\/svg><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"ae7842a4-ab66-492c-abb7-c94db7da5300\" 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:#19313c\">\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 style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-3b0ea02c-aa28-439b-ab6b-ac1732b1d765\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/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:1.69903%;top:64.88673%;width:100%;height:46.60194%;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-e0ea415b-9047-45bc-8862-9d4834fd8936\">\n<div class=\"fill\" style=\"background-color:rgba(255,245,153,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:15.29126%;top:3.39806%;width:67.96117%;height:16.01942%;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:0.7142857142857143% 0.7142857142857143% 0.7142857142857143% 0.7142857142857143% \/ 2.0202020202020203% 2.0202020202020203% 2.0202020202020203% 2.0202020202020203%\" id=\"el-63fabd23-9695-4cee-8367-601577b86e08\">\n<h1 id=\"benefits-of-data-replication\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.1908928571428579% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.631068em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline; color: #dbca09\">Benefits of Data Replication<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:23.54369%;top:27.02265%;width:59.70874%;height:22.65372%;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:0.8130081300813009% 0.8130081300813009% 0.8130081300813009% 0.8130081300813009% \/ 1.4285714285714286% 1.4285714285714286% 1.4285714285714286% 1.4285714285714286%\" id=\"el-888432d7-d262-4cbf-a826-de6b570c3f3d\">\n<h2 id=\"fault-tolerance-load-balancing-low-latency-scalability\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.16577743902438968% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.469256em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\"># Fault Tolerance<\/span><br \/>\n<span style=\"color: #fff\"># Load Balancing<\/span><br \/>\n<span style=\"color: #fff\"># Low Latency<\/span><br \/>\n<span style=\"color: #fff\"># Scalability<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div 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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:-2.6699%;top:41.10032%;width:108.25243%;height:17.96117%;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-98a9742b-f7d3-47c1-b9a2-0d69edf53f59\">\n<div class=\"fill\" style=\"background-color:rgba(255,245,153,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.74757%;top:42.39482%;width:64.07767%;height:15.21036%;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:0.7575757575757576% 0.7575757575757576% 0.7575757575757576% 0.7575757575757576% \/ 2.127659574468085% 2.127659574468085% 2.127659574468085% 2.127659574468085%\" id=\"el-fde15497-13a6-461d-8a4f-ce8ba97ce24d\">\n<h1 id=\"data-replication-strategies\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.198295454545454% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.598706em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline; color: #dbca09\">Data Replication Strategies<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.63107%;top:61.8123%;width:61.65049%;height:32.36246%;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:0.7874015748031495% 0.7874015748031495% 0.7874015748031495% 0.7874015748031495% \/ 1% 1% 1% 1%\" id=\"el-226e85fb-f425-41bd-a7dd-fba833136e48\">\n<h3 id=\"eager-replication-immediate-synchronization-of-data-to-all-replicas-%c2%b7lazy-replication-data-synchronization-is-deferred-until-a-certain-condition-is-met\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.11626476377952742% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.339806em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #dbca09\">Eager Replication:<\/span><span style=\"color: #fff\"> Immediate synchronization of data to all replicas.<\/span><br \/>\n<span style=\"color: #fff\">\u00b7<\/span><span style=\"font-weight: 700; color: #dbca09\">Lazy Replication:<\/span><span style=\"color: #fff\"> Data synchronization is deferred until a certain condition is met.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:-10.84142%;width:100%;height:45.30744%;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-446ece19-7013-400a-9583-2752973734a5\">\n<div style=\"position:absolute;width:101.92183%;height:100%;left:-0.96092%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/79y_68p30cpeeso32d1edoo30c9e6gqt189ee0r2sd1l-scaled.jpg\" alt=\"Flat business people with light bulb work together\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/79y_68p30cpeeso32d1edoo30c9e6gqt189ee0r2sd1l-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/79y_68p30cpeeso32d1edoo30c9e6gqt189ee0r2sd1l-2048x1365.jpg 2048w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/79y_68p30cpeeso32d1edoo30c9e6gqt189ee0r2sd1l-1536x1024.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/79y_68p30cpeeso32d1edoo30c9e6gqt189ee0r2sd1l-1024x683.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/79y_68p30cpeeso32d1edoo30c9e6gqt189ee0r2sd1l-900x600.jpg 900w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/79y_68p30cpeeso32d1edoo30c9e6gqt189ee0r2sd1l-768x512.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/79y_68p30cpeeso32d1edoo30c9e6gqt189ee0r2sd1l-300x200.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/79y_68p30cpeeso32d1edoo30c9e6gqt189ee0r2sd1l-150x100.jpg 150w\" sizes=\"(min-width: 1024px) 45vh, 100vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:29.61165%;top:97.08738%;width:51.21359%;height:5.82524%;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:0.9478672985781991% 0.9478672985781991% 0.9478672985781991% 0.9478672985781991% \/ 5.555555555555555% 5.555555555555555% 5.555555555555555% 5.555555555555555%\" id=\"el-76e6d2e0-c868-4282-a4fa-d3343596c4d7\"><a href=\"https:\/\/pickl.ai\/blog\/what-is-data-science-comprehensive-guide\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/09\/blog34-img.jpg\" data-tooltip-text=\"What is Data Science? | Lifecycle, Applications, Prerequisites &amp; Tools\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-2\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.20660545023696583% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.501618em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #dbca09\">Learn More&nbsp;<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-5.33981%;top:93.85113%;width:108.25243%;height:17.96117%;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-86def2d6-2b12-410a-855f-36bfbb611937\">\n<div class=\"fill\" style=\"background-color:rgba(255,245,153,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:79.85437%;top:102.42718%;width:13.1068%;height:4.69256%;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-075d24a2-d9aa-41a3-8f34-d88576f5d4eb\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 17 9\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Arrow<\/title><path d=\"M15.9436 4.43653c.2145-.21452.2145-.56234 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style=\"will-change:transform\"><\/div>\n<\/div>\n<\/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:16.74757%;top:88.67314%;width:67.96117%;height:13.91586%;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-3622e571-46a3-46cb-b49e-e4da145fc05b\">\n<div class=\"fill\" style=\"background-color:rgba(255,245,153,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.96117%;top:41.26214%;width:62.62136%;height:14.56311%;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:0.7751937984496124% 0.7751937984496124% 0.7751937984496124% 0.7751937984496124% \/ 2.2222222222222223% 2.2222222222222223% 2.2222222222222223% 2.2222222222222223%\" id=\"el-4c1747f2-a172-440a-a18a-5056e3cf940f\">\n<h2 id=\"challenges-of-data-replication\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.1598837209302324% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.566343em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline; color: #dbca09\">Challenges of Data Replication<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.74757%;top:62.13592%;width:63.59223%;height:20.22654%;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:0.7633587786259541% 0.7633587786259541% 0.7633587786259541% 0.7633587786259541% \/ 1.6% 1.6% 1.6% 1.6%\" id=\"el-1674f133-3da8-4c9f-b6ae-9d4c29096361\">\n<h3 id=\"%c2%b7-consistency-management%c2%b7-network-overhead%c2%b7-conflict-resolution\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1395515267175571% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.420712em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">\u00b7 &nbsp;Consistency Management<\/span><br \/>\n<span style=\"color: #fff\">\u00b7 &nbsp;Network Overhead<\/span><br \/>\n<span style=\"color: #fff\">\u00b7 &nbsp;Conflict Resolution<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.70874%;width:100%;height:45.30744%;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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style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:1.0869565217391304% 1.0869565217391304% 1.0869565217391304% 1.0869565217391304% \/ 5.263157894736842% 5.263157894736842% 5.263157894736842% 5.263157894736842%\" id=\"el-33f2a49f-610c-48b4-bd31-bb10a0073cdb\"><a href=\"https:\/\/pickl.ai\/blog\/what-is-data-cleaning-in-machine-learning\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/09\/blog32-img.jpg\" data-tooltip-text=\"WHAT IS DATA CLEANING IN MACHINE LEARNING? - PICKL.AI\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-3\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.244565217391304% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.517799em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #dbca09\">Learn More<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Dive into the field of data replication in distributed systems, learning about its different types, benefits, problems, and implementation methods.\n","protected":false},"author":1,"featured_media":5383,"template":"","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"web_stories_publisher_logo":935,"web_stories_poster":[],"web_stories_products":[],"footnotes":""},"web_story_category":[],"web_story_tag":[],"class_list":["post-5373","web-story","type-web-story","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Data Replication in Distributed Systems - Pickl.AI<\/title>\n<meta name=\"description\" content=\"Dive into the field of data replication in distributed systems, learning about its different types, benefits, problems, and implementation methods.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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