{"id":35247,"date":"2023-01-27T11:20:20","date_gmt":"2023-01-27T11:20:20","guid":{"rendered":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/"},"modified":"2023-01-27T11:21:23","modified_gmt":"2023-01-27T11:21:23","slug":"tech-debt-and-user-training-slowed-metas-data-migration-the-register","status":"publish","type":"post","link":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/","title":{"rendered":"Tech debt and user training slowed Meta&#8217;s data migration \u2022 The Register"},"content":{"rendered":"<p> <a href=\"https:\/\/go.fiverr.com\/visit\/?bta=1052423&nci=17043\" Target=\"_Top\"><img loading=\"lazy\" decoding=\"async\" border=\"0\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/fiverr.ck-cdn.com\/tn\/serve\/?cid=40081059\"  width=\"601\" height=\"201\"><\/a>\n<\/p>\n<div id=\"body\">\n<p>Right here\u2019s one from the \u201cwelcome to the actual world, children, now we have no sympathy on your plight\u201d information: social media large Meta\u2019s engineering crew has bemoaned the complexity of migrating from legacy know-how.<\/p>\n<p>In a Thursday <a target=\"_blank\" href=\"https:\/\/engineering.fb.com\/2023\/01\/26\/data-infrastructure\/tulip-modernizing-metas-data-platform\/\" rel=\"noopener\">post<\/a> detailing migration of exabyte-scale knowledge shops to new schemas, a quartet of Meta software program engineers provided the next perception into their work.<\/p>\n<p>Fellas, we\u2019re going to allow you to in on a secret: everybody will get technical debt, and everybody has hassle educating customers about new programs.<\/p>\n<p>Meta will not be particular. It&#8217;s not a lovely and distinctive snowflake. It&#8217;s the identical form of decaying assortment of cobbled-together tech that each different organisation accrues over time.<\/p>\n<p>On this case, the decrepit tech was \u201cquite a few heterogeneous providers, equivalent to warehouse knowledge storage and varied real-time programs, that make up Meta\u2019s knowledge platform \u2014 all exchanging massive quantities of knowledge amongst themselves as they impart through service APIs.\u201d<\/p>\n<div aria-hidden=\"true\" class=\"adun\" data-pos=\"top\" data-raptor=\"condor\" data-xsm=\",fluid,mpu,\" data-sm=\",fluid,mpu,\" data-md=\",fluid,mpu,\">\n        <noscript><br \/>\n            <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_software\/databases&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=2&amp;c=2Y9OzdPSAx2agOegUjX8R@AAAAMk&amp;t=ct%3Dns%26unitnum%3D2%26raptor%3Dcondor%26pos%3Dtop%26test%3D0\" target=\"_blank\" rel=\"noopener\"><br \/>\n                <img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_software\/databases&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=2&amp;c=2Y9OzdPSAx2agOegUjX8R@AAAAMk&amp;t=ct%3Dns%26unitnum%3D2%26raptor%3Dcondor%26pos%3Dtop%26test%3D0\" alt=\"\"\/><br \/>\n            <\/a><br \/>\n        <\/noscript>\n    <\/div>\n<p>As Meta <a target=\"_blank\" href=\"https:\/\/engineering.fb.com\/2022\/11\/09\/developer-tools\/tulip-schematizing-metas-data-platform\/\" rel=\"noopener\">detailed<\/a> in December 2022, these programs struggled to scale because the data-harvesting large constructed extra AI workloads that wanted to entry knowledge from numerous sources.<\/p>\n<div aria-hidden=\"true\" class=\"adun\" data-pos=\"top\" data-raptor=\"falcon\" data-xmd=\",fluid,mpu,leaderboard,\" data-lg=\",fluid,mpu,leaderboard,\" data-xlg=\",fluid,billboard,superleaderboard,mpu,leaderboard,\" data-xxlg=\",fluid,billboard,superleaderboard,brandwidth,brandimpact,leaderboard,mpu,\">\n            <noscript><br \/>\n                <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_software\/databases&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=4&amp;c=44Y9OzdPSAx2agOegUjX8R@AAAAMk&amp;t=ct%3Dns%26unitnum%3D4%26raptor%3Dfalcon%26pos%3Dmid%26test%3D0\" target=\"_blank\" rel=\"noopener\"><br \/>\n                    <img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_software\/databases&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=4&amp;c=44Y9OzdPSAx2agOegUjX8R@AAAAMk&amp;t=ct%3Dns%26unitnum%3D426raptor%3Dfalcon%26pos%3Dmid%26test%3D0\" alt=\"\"\/><br \/>\n                <\/a><br \/>\n            <\/noscript>\n        <\/div>\n<div class=\"adun_eagle_desktop_story_wrapper\">\n<div aria-hidden=\"true\" class=\"adun\" data-pos=\"mid\" data-raptor=\"eagle\" data-xxlg=\",mpu,dmpu,\">\n                <noscript><br \/>\n                    <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_software\/databases&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=3&amp;c=33Y9OzdPSAx2agOegUjX8R@AAAAMk&amp;t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0\" target=\"_blank\" rel=\"noopener\"><br \/>\n                        <img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_software\/databases&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=3&amp;c=33Y9OzdPSAx2agOegUjX8R@AAAAMk&amp;t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0\" alt=\"\"\/><br \/>\n                    <\/a><br \/>\n                <\/noscript>\n            <\/div>\n<\/p><\/div>\n<p>Improved knowledge logging and serialization was the reply, in order that knowledge might describe itself extra successfully and subsequently be extra simply ingested by numerous purposes.<\/p>\n<p>Meta constructed a system known as \u201cTulip\u201d to type that out. And was satisfied that the codecs it used required 40 % to 85 % fewer bytes and makes use of 50 % to 90 % fewer CPU cycles.<\/p>\n<p>As Meta\u2019s Thursday submit explains, Tulip could have been prime tech however making it work was arduous, not least as a result of the social media large employed over 30,000 logging schemas.<\/p>\n<p>Throughout the four-year effort to undertake Tulip, Meta engineers discovered some knowledge wasn\u2019t capable of be simply ingested or transformed, or that doing so was computationally costly. Some instruments designed to ease migration created issues as they ran, so engineers created fee limiters in order that points didn\u2019t snowball.<\/p>\n<div aria-hidden=\"true\" class=\"adun\" data-pos=\"top\" data-raptor=\"falcon\" data-xsm=\",fluid,mpu,\" data-sm=\",fluid,mpu,\" data-md=\",fluid,mpu,\">\n            <noscript><br \/>\n                <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_software\/databases&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=4&amp;c=44Y9OzdPSAx2agOegUjX8R@AAAAMk&amp;t=ct%3Dns%26unitnum%3D4%26raptor%3Dfalcon%26pos%3Dmid%26test%3D0\" target=\"_blank\" rel=\"noopener\"><br \/>\n                    <img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_software\/databases&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=4&amp;c=44Y9OzdPSAx2agOegUjX8R@AAAAMk&amp;t=ct%3Dns%26unitnum%3D426raptor%3Dfalcon%26pos%3Dmid%26test%3D0\" alt=\"\"\/><br \/>\n                <\/a><br \/>\n            <\/noscript>\n        <\/div>\n<p>After which there have been these pesky customers, whose function planting Tulip in Meta\u2019s tech backyard necessitated the creation of a migration information, an tutorial video, plus a help crew.<\/p>\n<p>\u201cMaking big bets such because the transformation of serialization codecs throughout your complete knowledge platform is difficult within the quick time period, however it provides long-term advantages and results in evolution over time,\u201d the submit winds up.<\/p>\n<p>\u201cDesigning and architecting options which might be cognizant of each the technical in addition to nontechnical elements of performing a migration at this scale are vital for achievement,\u201d the submit provides. \u201cWe hope that now we have been capable of present a glimpse of the challenges we confronted and options we used throughout this course of.\u201d<\/p>\n<div aria-hidden=\"true\" class=\"adun\" id=\"story_eagle_xsm_sm_md_xmd_lg_xlg\" data-pos=\"mid\" data-raptor=\"eagle\" data-xsm=\",mpu,dmpu,\" data-sm=\",mpu,dmpu,\" data-md=\",mpu,dmpu,\" data-xmd=\",mpu,dmpu,\" data-lg=\",mpu,dmpu,\" data-xlg=\",mpu,dmpu,\">\n            <noscript><br \/>\n                <a href=\"https:\/\/pubads.g.doubleclick.net\/gampad\/jump?co=1&amp;iu=\/6978\/reg_software\/databases&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=3&amp;c=33Y9OzdPSAx2agOegUjX8R@AAAAMk&amp;t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0\" target=\"_blank\" rel=\"noopener\"><br \/>\n                    <img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/pubads.g.doubleclick.net\/gampad\/ad?co=1&amp;iu=\/6978\/reg_software\/databases&amp;sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&amp;tile=3&amp;c=33Y9OzdPSAx2agOegUjX8R@AAAAMk&amp;t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0\" alt=\"\"\/><br \/>\n                <\/a><br \/>\n            <\/noscript>\n        <\/div>\n<p>Meta\u2019s 4 engineers most likely have provided helpful insights for individuals who face related data-wrangling challenges. The remainder of you who&#8217;ve lived by legacy migrations? Possibly much less so.<\/p>\n<p>And for everybody else, the perception right here is that Met has turn out to be extra environment friendly at wielding exabytes of knowledge. A lot of it gathered from, and about, you. \u00ae<\/p>\n<\/p><\/div>\n<iframe data-lazy=\"true\" data-src=\"https:\/\/www.fiverr.com\/gig_widgets?id=U2FsdGVkX18x7XQvttUTrv1oEqmGNGTgvvCUiUoJ\/AP4z\/UyMz8lXGOLpu15jIMxBbTR0gmD5uBoFvhC4KWeALQRp3h\/X\/AwcVD0K8Wj9H\/ZzYKzcCNHosB9oS4SCJJFWiN85P9ICAc4OgCoE\/wHKIY7CDkf2\/DQ1vqGvk4smVe5cRDEmrLPCWi4FC8p40VUhSmWQ5udCm0zoJtorgWv3vbDQw0kKYkwn39ozAnQXDe+YvWMxkLFWA+O3TFwkJvdkIK+\/AUSnRssPKt5WHY0FhNOxnSPcLslEL4G4\/RfP95ve99U+kRnDy3X+KtzdQLY+u935ghON\/o3UE4IMv9oN6JX9RnxzL\/LRcOgnHigxStSGPKsZYtnz8RWNVT\/rOLAibqiWJadC5MYHRbekF3eg6FOGrQGkXYbsn0+a5aovnlLCbLwIqY9fcS17UX8J235iQ6cdmHNbrPeS84CMm34RA==&affiliate_id=1052423&strip_google_tagmanager=true\" loading=\"lazy\" data-with-title=\"true\" class=\"fiverr_nga_frame\" frameborder=\"0\" height=\"350\" width=\"100%\" referrerpolicy=\"no-referrer-when-downgrade\" data-mode=\"random_gigs\" onload=\" var frame = this; var script = document.createElement('script'); script.addEventListener('load', function() { window.FW_SDK.register(frame); }); script.setAttribute('src', 'https:\/\/www.fiverr.com\/gig_widgets\/sdk'); document.body.appendChild(script); \" ><\/iframe>\n<br \/><a href=\"https:\/\/go.theregister.com\/feed\/www.theregister.com\/2023\/01\/27\/meta_tulip_technical_debt\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Right here\u2019s one from the \u201cwelcome to the actual world, children, now we have no sympathy on your plight\u201d information: social media large Meta\u2019s engineering&#8230;<\/p>\n","protected":false},"author":1,"featured_media":35248,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-35247","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-universe"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Tech debt and user training slowed Meta&#039;s data migration \u2022 The Register - mailinvest.blog<\/title>\n<meta name=\"description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tech debt and user training slowed Meta&#039;s data migration \u2022 The Register - mailinvest.blog\" \/>\n<meta property=\"og:description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/\" \/>\n<meta property=\"og:site_name\" content=\"mailinvest.blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/freelanceracademic\/\" \/>\n<meta property=\"article:published_time\" content=\"2023-01-27T11:20:20+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-01-27T11:21:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mailinvest.blog\/wp-content\/uploads\/2023\/01\/shutterstock_facebook_thumb_smile_heart.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"admin@mailinvest.blog\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin@mailinvest.blog\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2023\\\/01\\\/27\\\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2023\\\/01\\\/27\\\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\\\/\"},\"author\":{\"name\":\"admin@mailinvest.blog\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#\\\/schema\\\/person\\\/012701c4c204d4e4ebd34f926cfd31a4\"},\"headline\":\"Tech debt and user training slowed Meta&#8217;s data migration \u2022 The Register\",\"datePublished\":\"2023-01-27T11:20:20+00:00\",\"dateModified\":\"2023-01-27T11:21:23+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2023\\\/01\\\/27\\\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\\\/\"},\"wordCount\":532,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2023\\\/01\\\/27\\\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2023\\\/01\\\/shutterstock_facebook_thumb_smile_heart.jpg\",\"articleSection\":[\"Tech Universe\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2023\\\/01\\\/27\\\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2023\\\/01\\\/27\\\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\\\/\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2023\\\/01\\\/27\\\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\\\/\",\"name\":\"Tech debt and user training slowed Meta's data migration \u2022 The Register - mailinvest.blog\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2023\\\/01\\\/27\\\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2023\\\/01\\\/27\\\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2023\\\/01\\\/shutterstock_facebook_thumb_smile_heart.jpg\",\"datePublished\":\"2023-01-27T11:20:20+00:00\",\"dateModified\":\"2023-01-27T11:21:23+00:00\",\"description\":\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what's new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2023\\\/01\\\/27\\\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2023\\\/01\\\/27\\\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2023\\\/01\\\/27\\\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\\\/#primaryimage\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2023\\\/01\\\/shutterstock_facebook_thumb_smile_heart.jpg\",\"contentUrl\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2023\\\/01\\\/shutterstock_facebook_thumb_smile_heart.jpg\",\"width\":1200,\"height\":600},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/2023\\\/01\\\/27\\\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/mailinvest.blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Tech debt and user training slowed Meta&#8217;s data migration \u2022 The Register\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#website\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/\",\"name\":\"mailinvest.blog\",\"description\":\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis. mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\",\"publisher\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/mailinvest.blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#organization\",\"name\":\"mailinvest\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2022\\\/01\\\/default.png\",\"contentUrl\":\"https:\\\/\\\/mailinvest.blog\\\/wp-content\\\/uploads\\\/2022\\\/01\\\/default.png\",\"width\":1000,\"height\":1000,\"caption\":\"mailinvest\"},\"image\":{\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/freelanceracademic\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/mailinvest.blog\\\/#\\\/schema\\\/person\\\/012701c4c204d4e4ebd34f926cfd31a4\",\"name\":\"admin@mailinvest.blog\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g\",\"caption\":\"admin@mailinvest.blog\"},\"sameAs\":[\"https:\\\/\\\/mailinvest.blog\",\"admin@mailinvest.blog\"],\"url\":\"https:\\\/\\\/mailinvest.blog\\\/index.php\\\/author\\\/adminmailinvest-blog\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Tech debt and user training slowed Meta's data migration \u2022 The Register - mailinvest.blog","description":"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what's new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/","og_locale":"en_US","og_type":"article","og_title":"Tech debt and user training slowed Meta's data migration \u2022 The Register - mailinvest.blog","og_description":"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what's new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.","og_url":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/","og_site_name":"mailinvest.blog","article_publisher":"https:\/\/www.facebook.com\/freelanceracademic\/","article_published_time":"2023-01-27T11:20:20+00:00","article_modified_time":"2023-01-27T11:21:23+00:00","og_image":[{"width":1200,"height":600,"url":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2023\/01\/shutterstock_facebook_thumb_smile_heart.jpg","type":"image\/jpeg"}],"author":"admin@mailinvest.blog","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin@mailinvest.blog","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/#article","isPartOf":{"@id":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/"},"author":{"name":"admin@mailinvest.blog","@id":"https:\/\/mailinvest.blog\/#\/schema\/person\/012701c4c204d4e4ebd34f926cfd31a4"},"headline":"Tech debt and user training slowed Meta&#8217;s data migration \u2022 The Register","datePublished":"2023-01-27T11:20:20+00:00","dateModified":"2023-01-27T11:21:23+00:00","mainEntityOfPage":{"@id":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/"},"wordCount":532,"commentCount":0,"publisher":{"@id":"https:\/\/mailinvest.blog\/#organization"},"image":{"@id":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/#primaryimage"},"thumbnailUrl":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2023\/01\/shutterstock_facebook_thumb_smile_heart.jpg","articleSection":["Tech Universe"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/","url":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/","name":"Tech debt and user training slowed Meta's data migration \u2022 The Register - mailinvest.blog","isPartOf":{"@id":"https:\/\/mailinvest.blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/#primaryimage"},"image":{"@id":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/#primaryimage"},"thumbnailUrl":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2023\/01\/shutterstock_facebook_thumb_smile_heart.jpg","datePublished":"2023-01-27T11:20:20+00:00","dateModified":"2023-01-27T11:21:23+00:00","description":"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what's new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.","breadcrumb":{"@id":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/#primaryimage","url":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2023\/01\/shutterstock_facebook_thumb_smile_heart.jpg","contentUrl":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2023\/01\/shutterstock_facebook_thumb_smile_heart.jpg","width":1200,"height":600},{"@type":"BreadcrumbList","@id":"https:\/\/mailinvest.blog\/index.php\/2023\/01\/27\/tech-debt-and-user-training-slowed-metas-data-migration-the-register\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/mailinvest.blog\/"},{"@type":"ListItem","position":2,"name":"Tech debt and user training slowed Meta&#8217;s data migration \u2022 The Register"}]},{"@type":"WebSite","@id":"https:\/\/mailinvest.blog\/#website","url":"https:\/\/mailinvest.blog\/","name":"mailinvest.blog","description":"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis. mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.","publisher":{"@id":"https:\/\/mailinvest.blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mailinvest.blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/mailinvest.blog\/#organization","name":"mailinvest","url":"https:\/\/mailinvest.blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mailinvest.blog\/#\/schema\/logo\/image\/","url":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2022\/01\/default.png","contentUrl":"https:\/\/mailinvest.blog\/wp-content\/uploads\/2022\/01\/default.png","width":1000,"height":1000,"caption":"mailinvest"},"image":{"@id":"https:\/\/mailinvest.blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/freelanceracademic\/"]},{"@type":"Person","@id":"https:\/\/mailinvest.blog\/#\/schema\/person\/012701c4c204d4e4ebd34f926cfd31a4","name":"admin@mailinvest.blog","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/98ed217bd0f3d6a6dcae2d9b0c76e305b049a07275e315e1407e19ec8b08e139?s=96&d=mm&r=g","caption":"admin@mailinvest.blog"},"sameAs":["https:\/\/mailinvest.blog","admin@mailinvest.blog"],"url":"https:\/\/mailinvest.blog\/index.php\/author\/adminmailinvest-blog\/"}]}},"_links":{"self":[{"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/posts\/35247","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/comments?post=35247"}],"version-history":[{"count":1,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/posts\/35247\/revisions"}],"predecessor-version":[{"id":35249,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/posts\/35247\/revisions\/35249"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/media\/35248"}],"wp:attachment":[{"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/media?parent=35247"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/categories?post=35247"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mailinvest.blog\/index.php\/wp-json\/wp\/v2\/tags?post=35247"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}