{"id":969,"date":"2013-05-02T03:27:01","date_gmt":"2013-05-02T03:27:01","guid":{"rendered":"http:\/\/garysieling.com\/blog\/?p=969"},"modified":"2013-05-02T03:27:01","modified_gmt":"2013-05-02T03:27:01","slug":"case-study-10x-file-copy-performance-with-robocopy","status":"publish","type":"post","link":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/","title":{"rendered":"Case Study: 10x File Copy Performance with Robocopy"},"content":{"rendered":"<p>Source data:<\/p>\n<ul>\n<li><span style=\"line-height: 13px;\">~500,000 folders (court cases)<\/span><\/li>\n<li>~2.5-3 million documents<\/li>\n<li>Source drives is replicated x2 with RAID<\/li>\n<li>Copying to NAS over GB ethernet<\/li>\n<li>Initial un-tuned copy was set to take ~2 weeks (after switching to Robocopy &#8211; before, it was painful just to do an ls)<\/li>\n<li>Final copy took ~24 hours<\/li>\n<\/ul>\n<p>Monitoring:<\/p>\n<ul>\n<li><span style=\"line-height: 13px;\">Initially I saw 20-40 Kbps in traffic in DD-WRT, clearly too low. After some changes this is still generally low, but with spikes up to 650 Kbps.<\/span><\/li>\n<li>CPU use &#8211; 4\/8 cores in use, even with &gt;8 threads assigned to Robocopy<\/li>\n<li>In Computer Management -&gt; Performance monitoring, the disk being copied is Reading as fast as it can (set to 100 all the time)<\/li>\n<li>The number called &#8220;Split IO \/ second&#8221; is very high much of the time. Research indicates this could be improved with defrag (though this might take me months to complete).<\/li>\n<\/ul>\n<p>Filesystem Lessions:<\/p>\n<ul>\n<li><span style=\"line-height: 13px;\">NTFS can hold a folder with large numbers of files but takes forever to enumerate<\/span><\/li>\n<li>When you enumerate a directory in NTFS (e.g. by opening it in Windows Explorer), Windows appears to lock the folder(!) which pauses any copy\/ls operations<\/li>\n<li>The copy does not appear to be I\/O bound &#8211; even setting Robocopy to use many threads, only 4\/8 cores are in use at 5-15% per each.<\/li>\n<li>ext4 (destination system) supports up to 64,000 items per folder, any more and you get an error.<\/li>\n<li>I split all 500k items into groups of 256*256 at random (for instance one might open \\36\\0f to see a half dozen items). These are split up using\u00a0<a href=\"http:\/\/garysieling.com\/blog\/moving-files-and-folders-into-hashed-subfolders\">md5 on the folder names<\/a> &#8211; basically this uses the filesystem as a tree map.<\/li>\n<li>One nice consequence of this is that you can estimate how far along the process is by looking at how many folders have been copied (85\/256 -&gt; 33%, etc)<\/li>\n<\/ul>\n<p>Robocopy Options:<\/p>\n<ul>\n<li><span style=\"line-height: 13px;\">Robocopy lets you remove the console logging, with \/LOG:output.txt<\/span><\/li>\n<li>Robocopy lets you set the number of threads it uses. By default this is 8, it seemed to run faster with &gt; 8, but only the first few threads made any difference.<\/li>\n<\/ul>\n<p>To investigate:<\/p>\n<ul>\n<li><span style=\"line-height: 13px;\">Ways of using virtual filesystems &#8211; it&#8217;d be nice to continue using wget to download, but split up large folders into batches for scraping.\u00a0<\/span><\/li>\n<li>One possibility is to use wget through VirtualBox, since there are more linux based virtual filesystems &#8211; not sure on the performance ovehead<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Source data: ~500,000 folders (court cases) ~2.5-3 million documents Source drives is replicated x2 with RAID Copying to NAS over GB ethernet Initial un-tuned copy was set to take ~2 weeks (after switching to Robocopy &#8211; before, it was painful just to do an ls) Final copy took ~24 hours Monitoring: Initially I saw 20-40 &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Case Study: 10x File Copy Performance with Robocopy&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[6,7],"tags":[204,377,467,535,554],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"Source data: ~500,000 folders (court cases) ~2.5-3 million documents Source drives is replicated x2 with RAID Copying to NAS over GB ethernet Initial un-tuned copy was set to take ~2 weeks (after switching to Robocopy - before, it was painful just to do an ls) Final copy took ~24 hours Monitoring: Initially I saw 20-40\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"gary\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.9\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Gary Sieling - Software Engineer\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Case Study: 10x File Copy Performance with Robocopy - Gary Sieling\" \/>\n\t\t<meta property=\"og:description\" content=\"Source data: ~500,000 folders (court cases) ~2.5-3 million documents Source drives is replicated x2 with RAID Copying to NAS over GB ethernet Initial un-tuned copy was set to take ~2 weeks (after switching to Robocopy - before, it was painful just to do an ls) Final copy took ~24 hours Monitoring: Initially I saw 20-40\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2013-05-02T03:27:01+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2013-05-02T03:27:01+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Case Study: 10x File Copy Performance with Robocopy - Gary Sieling\" \/>\n\t\t<meta name=\"twitter:description\" content=\"Source data: ~500,000 folders (court cases) ~2.5-3 million documents Source drives is replicated x2 with RAID Copying to NAS over GB ethernet Initial un-tuned copy was set to take ~2 weeks (after switching to Robocopy - before, it was painful just to do an ls) Final copy took ~24 hours Monitoring: Initially I saw 20-40\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/case-study-10x-file-copy-performance-with-robocopy\\\/#blogposting\",\"name\":\"Case Study: 10x File Copy Performance with Robocopy - Gary Sieling\",\"headline\":\"Case Study: 10x File Copy Performance with Robocopy\",\"author\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/author\\\/gary\\\/#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/#organization\"},\"datePublished\":\"2013-05-02T03:27:01+00:00\",\"dateModified\":\"2013-05-02T03:27:01+00:00\",\"inLanguage\":\"en-US\",\"commentCount\":4,\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/case-study-10x-file-copy-performance-with-robocopy\\\/#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/case-study-10x-file-copy-performance-with-robocopy\\\/#webpage\"},\"articleSection\":\"Data Science, Database Performance Tuning, etl, nas, robocopy, storytelling, tuning\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/case-study-10x-file-copy-performance-with-robocopy\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.garysieling.com\\\/blog\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/category\\\/data-science\\\/#listItem\",\"name\":\"Data Science\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/category\\\/data-science\\\/#listItem\",\"position\":2,\"name\":\"Data Science\",\"item\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/category\\\/data-science\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/case-study-10x-file-copy-performance-with-robocopy\\\/#listItem\",\"name\":\"Case Study: 10x File Copy Performance with Robocopy\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/case-study-10x-file-copy-performance-with-robocopy\\\/#listItem\",\"position\":3,\"name\":\"Case Study: 10x File Copy Performance with Robocopy\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/category\\\/data-science\\\/#listItem\",\"name\":\"Data Science\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/#organization\",\"name\":\"Gary Sieling\",\"description\":\"Software Engineer\",\"url\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/author\\\/gary\\\/#author\",\"url\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/author\\\/gary\\\/\",\"name\":\"gary\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/case-study-10x-file-copy-performance-with-robocopy\\\/#authorImage\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/0be925276d848ffe98a6a9dc8cf33e67?s=96&d=identicon&r=g\",\"width\":96,\"height\":96,\"caption\":\"gary\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/case-study-10x-file-copy-performance-with-robocopy\\\/#webpage\",\"url\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/case-study-10x-file-copy-performance-with-robocopy\\\/\",\"name\":\"Case Study: 10x File Copy Performance with Robocopy - Gary Sieling\",\"description\":\"Source data: ~500,000 folders (court cases) ~2.5-3 million documents Source drives is replicated x2 with RAID Copying to NAS over GB ethernet Initial un-tuned copy was set to take ~2 weeks (after switching to Robocopy - before, it was painful just to do an ls) Final copy took ~24 hours Monitoring: Initially I saw 20-40\",\"inLanguage\":\"en-US\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/case-study-10x-file-copy-performance-with-robocopy\\\/#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/author\\\/gary\\\/#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/author\\\/gary\\\/#author\"},\"datePublished\":\"2013-05-02T03:27:01+00:00\",\"dateModified\":\"2013-05-02T03:27:01+00:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/\",\"name\":\"Gary Sieling\",\"description\":\"Software Engineer\",\"inLanguage\":\"en-US\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"Case Study: 10x File Copy Performance with Robocopy - Gary Sieling","description":"Source data: ~500,000 folders (court cases) ~2.5-3 million documents Source drives is replicated x2 with RAID Copying to NAS over GB ethernet Initial un-tuned copy was set to take ~2 weeks (after switching to Robocopy - before, it was painful just to do an ls) Final copy took ~24 hours Monitoring: Initially I saw 20-40","canonical_url":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/#blogposting","name":"Case Study: 10x File Copy Performance with Robocopy - Gary Sieling","headline":"Case Study: 10x File Copy Performance with Robocopy","author":{"@id":"https:\/\/www.garysieling.com\/blog\/author\/gary\/#author"},"publisher":{"@id":"https:\/\/www.garysieling.com\/blog\/#organization"},"datePublished":"2013-05-02T03:27:01+00:00","dateModified":"2013-05-02T03:27:01+00:00","inLanguage":"en-US","commentCount":4,"mainEntityOfPage":{"@id":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/#webpage"},"isPartOf":{"@id":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/#webpage"},"articleSection":"Data Science, Database Performance Tuning, etl, nas, robocopy, storytelling, tuning"},{"@type":"BreadcrumbList","@id":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog#listItem","position":1,"name":"Home","item":"https:\/\/www.garysieling.com\/blog","nextItem":{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog\/category\/data-science\/#listItem","name":"Data Science"}},{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog\/category\/data-science\/#listItem","position":2,"name":"Data Science","item":"https:\/\/www.garysieling.com\/blog\/category\/data-science\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/#listItem","name":"Case Study: 10x File Copy Performance with Robocopy"},"previousItem":{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/#listItem","position":3,"name":"Case Study: 10x File Copy Performance with Robocopy","previousItem":{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog\/category\/data-science\/#listItem","name":"Data Science"}}]},{"@type":"Organization","@id":"https:\/\/www.garysieling.com\/blog\/#organization","name":"Gary Sieling","description":"Software Engineer","url":"https:\/\/www.garysieling.com\/blog\/"},{"@type":"Person","@id":"https:\/\/www.garysieling.com\/blog\/author\/gary\/#author","url":"https:\/\/www.garysieling.com\/blog\/author\/gary\/","name":"gary","image":{"@type":"ImageObject","@id":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/#authorImage","url":"https:\/\/secure.gravatar.com\/avatar\/0be925276d848ffe98a6a9dc8cf33e67?s=96&d=identicon&r=g","width":96,"height":96,"caption":"gary"}},{"@type":"WebPage","@id":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/#webpage","url":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/","name":"Case Study: 10x File Copy Performance with Robocopy - Gary Sieling","description":"Source data: ~500,000 folders (court cases) ~2.5-3 million documents Source drives is replicated x2 with RAID Copying to NAS over GB ethernet Initial un-tuned copy was set to take ~2 weeks (after switching to Robocopy - before, it was painful just to do an ls) Final copy took ~24 hours Monitoring: Initially I saw 20-40","inLanguage":"en-US","isPartOf":{"@id":"https:\/\/www.garysieling.com\/blog\/#website"},"breadcrumb":{"@id":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/#breadcrumblist"},"author":{"@id":"https:\/\/www.garysieling.com\/blog\/author\/gary\/#author"},"creator":{"@id":"https:\/\/www.garysieling.com\/blog\/author\/gary\/#author"},"datePublished":"2013-05-02T03:27:01+00:00","dateModified":"2013-05-02T03:27:01+00:00"},{"@type":"WebSite","@id":"https:\/\/www.garysieling.com\/blog\/#website","url":"https:\/\/www.garysieling.com\/blog\/","name":"Gary Sieling","description":"Software Engineer","inLanguage":"en-US","publisher":{"@id":"https:\/\/www.garysieling.com\/blog\/#organization"}}]},"og:locale":"en_US","og:site_name":"Gary Sieling - Software Engineer","og:type":"article","og:title":"Case Study: 10x File Copy Performance with Robocopy - Gary Sieling","og:description":"Source data: ~500,000 folders (court cases) ~2.5-3 million documents Source drives is replicated x2 with RAID Copying to NAS over GB ethernet Initial un-tuned copy was set to take ~2 weeks (after switching to Robocopy - before, it was painful just to do an ls) Final copy took ~24 hours Monitoring: Initially I saw 20-40","og:url":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/","article:published_time":"2013-05-02T03:27:01+00:00","article:modified_time":"2013-05-02T03:27:01+00:00","twitter:card":"summary_large_image","twitter:title":"Case Study: 10x File Copy Performance with Robocopy - Gary Sieling","twitter:description":"Source data: ~500,000 folders (court cases) ~2.5-3 million documents Source drives is replicated x2 with RAID Copying to NAS over GB ethernet Initial un-tuned copy was set to take ~2 weeks (after switching to Robocopy - before, it was painful just to do an ls) Final copy took ~24 hours Monitoring: Initially I saw 20-40"},"aioseo_meta_data":{"post_id":"969","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"limit_modified_date":false,"created":"2023-02-04 16:12:28","updated":"2026-07-06 00:53:54","ai":null,"breadcrumb_settings":null,"seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.garysieling.com\/blog\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.garysieling.com\/blog\/category\/data-science\/\" title=\"Data Science\">Data Science<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tCase Study: 10x File Copy Performance with Robocopy\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/www.garysieling.com\/blog"},{"label":"Data Science","link":"https:\/\/www.garysieling.com\/blog\/category\/data-science\/"},{"label":"Case Study: 10x File Copy Performance with Robocopy","link":"https:\/\/www.garysieling.com\/blog\/case-study-10x-file-copy-performance-with-robocopy\/"}],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/posts\/969"}],"collection":[{"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/comments?post=969"}],"version-history":[{"count":0,"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/posts\/969\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/media?parent=969"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/categories?post=969"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/tags?post=969"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}