{"id":1638,"date":"2016-03-02T05:43:51","date_gmt":"2016-03-02T05:43:51","guid":{"rendered":"https:\/\/www.apixel.com.sg\/blog\/?p=1638"},"modified":"2016-03-02T05:46:32","modified_gmt":"2016-03-02T05:46:32","slug":"big-data-becomes-faster-now","status":"publish","type":"post","link":"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/","title":{"rendered":"Big Data Becomes Faster Now!"},"content":{"rendered":"<p><strong><a href=\"http:\/\/www.alluxio.org\/\" target=\"_blank\">Alluxio<\/a><\/strong>, formerly known as Tachyan is a memory-centric, virtual\u00a0distributed file system. And now is giving big data applications fast, unified access to the storage.<br \/>\n<a href=\"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2016\/03\/Alluxio_logo-200x56.png\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-1640 aligncenter\" src=\"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2016\/03\/Alluxio_logo-200x56.png\" alt=\"Alluxio_logo-200x56\" width=\"324\" height=\"98\" \/><\/a><\/p>\n<p>Alluxio now, at version 1.0 provides frameworks, such as <span style=\"color: #ff9900;\"><strong>Spark, Flink, MapReduce<\/strong><\/span>, or <strong><span style=\"color: #ff9900;\">Presto<\/span> <\/strong>along offering access to multiple storage types. This access also supports major cloud storage providers including <span style=\"color: #ff9900;\"><strong>Amazon S3, Google Cloud Storage, and OpenStack Swift,<\/strong><\/span> alongside storage vendors EMC and NetApp.<\/p>\n<p><a href=\"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2016\/03\/alluxio-stack-768x404.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1639\" src=\"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2016\/03\/alluxio-stack-768x404.jpg\" alt=\"alluxio-stack-768x404\" width=\"541\" height=\"288\" \/><\/a><\/p>\n<p>Alluxio, from outside, might seem like an in-memory caching system such as<span style=\"color: #ff9900;\"><strong> Mem-cached or <a style=\"color: #ff9900;\" href=\"https:\/\/en.wikipedia.org\/wiki\/Redis\" target=\"_blank\">Redis<\/a><\/strong><\/span><a href=\"https:\/\/en.wikipedia.org\/wiki\/Redis\" target=\"_blank\">.<\/a> Rather, it&#8217;s a layer that resides between distributed computing applications and storage and gives the former access to the latter via a unified API. All these applications can make use of Alluxio&#8217;s API, offering the <span style=\"color: #ff9900;\"><strong>highest possible speed<\/strong><\/span>. As an alternate, they can also use legacy APIs, which are slower but more compatible.<\/p>\n<p>Earlier, engineers at Intel explained the working of <span style=\"color: #ff9900;\"><strong>Alluxio <\/strong><\/span>and that how it helps in addressing few common issues with big data frameworks, like sharing data between applications. Instead of writing data to HDFS and reading it back out again, users can write data to <span style=\"color: #ff9900;\"><strong>Alluxio&#8217;s in-memory store<\/strong><\/span> and read it back out at much greater speed.<\/p>\n<p>Similarly, the <span style=\"color: #ff9900;\"><strong>JVM&#8217;s garbage collection<\/strong><\/span> and <span style=\"color: #ff9900;\"><strong>on-heap cache issues<\/strong><\/span> that are worsened by frameworks like Spark can be repaired by using Alluxio. Seeing this, IBM has demanded that back in the Tachyon days, Alluxio outdid in-memory HDFS by 110x for writes and <span style=\"color: #ff9900;\">&#8220;<strong>improves the end-to-end latency of a realistic workflow by 4x.&#8221;<\/strong><\/span><\/p>\n<p>Alluxio also offers other solutions, for example <strong><a href=\"https:\/\/arrow.apache.org\/\" target=\"_blank\">Apache Arrow<\/a><\/strong>, fastens the data processing by making it available to an application in a format that suits modern CPUs. And the data requested by Arrow would be procured from storage and provided by Alluxio.<\/p>\n<p style=\"text-align: center;\"><strong>Alluxio drew support from several big data projects in its Tachyon incarnation wherein Spark was the chief among them. The company now plans to continue building support from other big data projects and storage system vendors.<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Alluxio is offering a fast and unified access to the big data applications fast for the storage, where their data resides.<\/p>\n","protected":false},"author":1,"featured_media":1640,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[148],"class_list":["post-1638","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-big-data"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Big Data Becomes Faster Now!<\/title>\n<meta name=\"description\" content=\"Alluxio is offering a fast and unified access to the big data applications fast for the storage, where their data resides.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Big Data Becomes Faster Now!\" \/>\n<meta property=\"og:description\" content=\"Alluxio is offering a fast and unified access to the big data applications fast for the storage, where their data resides.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/\" \/>\n<meta property=\"og:site_name\" content=\"Apixel&#039;s Blog | IT Support | IT Services Latest News\" \/>\n<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/ApixelITSupport\" \/>\n<meta property=\"article:published_time\" content=\"2016-03-02T05:43:51+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2016-03-02T05:46:32+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2016\/03\/Alluxio_logo-200x56.png\" \/>\n\t<meta property=\"og:image:width\" content=\"200\" \/>\n\t<meta property=\"og:image:height\" content=\"56\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Ng Wei Khang\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@https:\/\/twitter.com\/ApixelITSupport\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ng Wei Khang\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/big-data-becomes-faster-now\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/big-data-becomes-faster-now\\\/\"},\"author\":{\"name\":\"Ng Wei Khang\",\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/#\\\/schema\\\/person\\\/e0c5e68283e95e09bac53a8f5f761264\"},\"headline\":\"Big Data Becomes Faster Now!\",\"datePublished\":\"2016-03-02T05:43:51+00:00\",\"dateModified\":\"2016-03-02T05:46:32+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/big-data-becomes-faster-now\\\/\"},\"wordCount\":328,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/big-data-becomes-faster-now\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/wp-content\\\/uploads\\\/2016\\\/03\\\/Alluxio_logo-200x56.png\",\"keywords\":[\"Big Data\"],\"articleSection\":[\"Blog\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/big-data-becomes-faster-now\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/big-data-becomes-faster-now\\\/\",\"url\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/big-data-becomes-faster-now\\\/\",\"name\":\"Big Data Becomes Faster Now!\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/big-data-becomes-faster-now\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/big-data-becomes-faster-now\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/wp-content\\\/uploads\\\/2016\\\/03\\\/Alluxio_logo-200x56.png\",\"datePublished\":\"2016-03-02T05:43:51+00:00\",\"dateModified\":\"2016-03-02T05:46:32+00:00\",\"description\":\"Alluxio is offering a fast and unified access to the big data applications fast for the storage, where their data resides.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/big-data-becomes-faster-now\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/big-data-becomes-faster-now\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/big-data-becomes-faster-now\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/wp-content\\\/uploads\\\/2016\\\/03\\\/Alluxio_logo-200x56.png\",\"contentUrl\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/wp-content\\\/uploads\\\/2016\\\/03\\\/Alluxio_logo-200x56.png\",\"width\":200,\"height\":56},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/big-data-becomes-faster-now\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Big Data Becomes Faster Now!\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/\",\"name\":\"Apixel&#039;s Blog | IT Support | IT Services Latest News\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/#organization\",\"name\":\"Apixel IT Support Singapore\",\"url\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/wp-content\\\/uploads\\\/2016\\\/01\\\/apixel-it-support-logo.png\",\"contentUrl\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/wp-content\\\/uploads\\\/2016\\\/01\\\/apixel-it-support-logo.png\",\"width\":248,\"height\":105,\"caption\":\"Apixel IT Support Singapore\"},\"image\":{\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/#\\\/schema\\\/person\\\/e0c5e68283e95e09bac53a8f5f761264\",\"name\":\"Ng Wei Khang\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/wp-content\\\/uploads\\\/2020\\\/08\\\/author.png\",\"url\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/wp-content\\\/uploads\\\/2020\\\/08\\\/author.png\",\"contentUrl\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/wp-content\\\/uploads\\\/2020\\\/08\\\/author.png\",\"caption\":\"Ng Wei Khang\"},\"description\":\"Ng Wei Khang is a CEO of Apixel IT Support. Having one goal in mind to deliver the highest quality IT Support services to businesses in Singapore and to provide Proactive IT maintenance services through our fat rate Manage IT Support services. To know more Click Here\",\"sameAs\":[\"https:\\\/\\\/www.apixel.com.sg\\\/\",\"https:\\\/\\\/www.facebook.com\\\/ApixelITSupport\",\"https:\\\/\\\/x.com\\\/https:\\\/\\\/twitter.com\\\/ApixelITSupport\"],\"url\":\"https:\\\/\\\/www.apixel.com.sg\\\/blog\\\/author\\\/ngweikhang-2-2\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Big Data Becomes Faster Now!","description":"Alluxio is offering a fast and unified access to the big data applications fast for the storage, where their data resides.","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:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/","og_locale":"en_US","og_type":"article","og_title":"Big Data Becomes Faster Now!","og_description":"Alluxio is offering a fast and unified access to the big data applications fast for the storage, where their data resides.","og_url":"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/","og_site_name":"Apixel&#039;s Blog | IT Support | IT Services Latest News","article_author":"https:\/\/www.facebook.com\/ApixelITSupport","article_published_time":"2016-03-02T05:43:51+00:00","article_modified_time":"2016-03-02T05:46:32+00:00","og_image":[{"width":200,"height":56,"url":"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2016\/03\/Alluxio_logo-200x56.png","type":"image\/png"}],"author":"Ng Wei Khang","twitter_card":"summary_large_image","twitter_creator":"@https:\/\/twitter.com\/ApixelITSupport","twitter_misc":{"Written by":"Ng Wei Khang","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/#article","isPartOf":{"@id":"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/"},"author":{"name":"Ng Wei Khang","@id":"https:\/\/www.apixel.com.sg\/blog\/#\/schema\/person\/e0c5e68283e95e09bac53a8f5f761264"},"headline":"Big Data Becomes Faster Now!","datePublished":"2016-03-02T05:43:51+00:00","dateModified":"2016-03-02T05:46:32+00:00","mainEntityOfPage":{"@id":"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/"},"wordCount":328,"commentCount":0,"publisher":{"@id":"https:\/\/www.apixel.com.sg\/blog\/#organization"},"image":{"@id":"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/#primaryimage"},"thumbnailUrl":"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2016\/03\/Alluxio_logo-200x56.png","keywords":["Big Data"],"articleSection":["Blog"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/","url":"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/","name":"Big Data Becomes Faster Now!","isPartOf":{"@id":"https:\/\/www.apixel.com.sg\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/#primaryimage"},"image":{"@id":"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/#primaryimage"},"thumbnailUrl":"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2016\/03\/Alluxio_logo-200x56.png","datePublished":"2016-03-02T05:43:51+00:00","dateModified":"2016-03-02T05:46:32+00:00","description":"Alluxio is offering a fast and unified access to the big data applications fast for the storage, where their data resides.","breadcrumb":{"@id":"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/#primaryimage","url":"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2016\/03\/Alluxio_logo-200x56.png","contentUrl":"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2016\/03\/Alluxio_logo-200x56.png","width":200,"height":56},{"@type":"BreadcrumbList","@id":"https:\/\/www.apixel.com.sg\/blog\/big-data-becomes-faster-now\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.apixel.com.sg\/blog\/"},{"@type":"ListItem","position":2,"name":"Big Data Becomes Faster Now!"}]},{"@type":"WebSite","@id":"https:\/\/www.apixel.com.sg\/blog\/#website","url":"https:\/\/www.apixel.com.sg\/blog\/","name":"Apixel&#039;s Blog | IT Support | IT Services Latest News","description":"","publisher":{"@id":"https:\/\/www.apixel.com.sg\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.apixel.com.sg\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.apixel.com.sg\/blog\/#organization","name":"Apixel IT Support Singapore","url":"https:\/\/www.apixel.com.sg\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.apixel.com.sg\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2016\/01\/apixel-it-support-logo.png","contentUrl":"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2016\/01\/apixel-it-support-logo.png","width":248,"height":105,"caption":"Apixel IT Support Singapore"},"image":{"@id":"https:\/\/www.apixel.com.sg\/blog\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.apixel.com.sg\/blog\/#\/schema\/person\/e0c5e68283e95e09bac53a8f5f761264","name":"Ng Wei Khang","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2020\/08\/author.png","url":"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2020\/08\/author.png","contentUrl":"https:\/\/www.apixel.com.sg\/blog\/wp-content\/uploads\/2020\/08\/author.png","caption":"Ng Wei Khang"},"description":"Ng Wei Khang is a CEO of Apixel IT Support. Having one goal in mind to deliver the highest quality IT Support services to businesses in Singapore and to provide Proactive IT maintenance services through our fat rate Manage IT Support services. To know more Click Here","sameAs":["https:\/\/www.apixel.com.sg\/","https:\/\/www.facebook.com\/ApixelITSupport","https:\/\/x.com\/https:\/\/twitter.com\/ApixelITSupport"],"url":"https:\/\/www.apixel.com.sg\/blog\/author\/ngweikhang-2-2\/"}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.apixel.com.sg\/blog\/wp-json\/wp\/v2\/posts\/1638","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.apixel.com.sg\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.apixel.com.sg\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.apixel.com.sg\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.apixel.com.sg\/blog\/wp-json\/wp\/v2\/comments?post=1638"}],"version-history":[{"count":3,"href":"https:\/\/www.apixel.com.sg\/blog\/wp-json\/wp\/v2\/posts\/1638\/revisions"}],"predecessor-version":[{"id":1643,"href":"https:\/\/www.apixel.com.sg\/blog\/wp-json\/wp\/v2\/posts\/1638\/revisions\/1643"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.apixel.com.sg\/blog\/wp-json\/wp\/v2\/media\/1640"}],"wp:attachment":[{"href":"https:\/\/www.apixel.com.sg\/blog\/wp-json\/wp\/v2\/media?parent=1638"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.apixel.com.sg\/blog\/wp-json\/wp\/v2\/categories?post=1638"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.apixel.com.sg\/blog\/wp-json\/wp\/v2\/tags?post=1638"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}