{"id":1493,"date":"2020-02-28T18:03:00","date_gmt":"2020-02-28T18:03:00","guid":{"rendered":"https:\/\/ptp.cloud\/ptp\/?p=1493"},"modified":"2025-06-23T23:31:05","modified_gmt":"2025-06-24T03:31:05","slug":"cloud-economics-for-engineers-life-sciences","status":"publish","type":"post","link":"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/","title":{"rendered":"Cloud Economics 101 for Engineers in Life Sciences"},"content":{"rendered":"[et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;0px|||||&#8221; da_disable_devices=&#8221;off|off|off&#8221; global_colors_info=&#8221;{}&#8221; da_is_popup=&#8221;off&#8221; da_exit_intent=&#8221;off&#8221; da_has_close=&#8221;on&#8221; da_alt_close=&#8221;off&#8221; da_dark_close=&#8221;off&#8221; da_not_modal=&#8221;on&#8221; da_is_singular=&#8221;off&#8221; da_with_loader=&#8221;off&#8221; da_has_shadow=&#8221;on&#8221;][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;0px||0px|||&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]\n<p data-start=\"681\" data-end=\"1039\">At PTP, we work with biotech and life sciences companies every day that are leveraging the cloud to innovate faster. These organizations are steadily advancing in cloud maturity, maximizing agility and scalability while managing costs more intentionally. One trend we see consistently: engineering teams are now making financial decisions they never used to.<\/p>\n<p data-start=\"1041\" data-end=\"1560\">Traditionally, network engineers would spec out fixed monthly circuits, procure physical routers, firewalls, and switches upfront, then set them up and move on. But today, engineers in life sciences organizations designing cloud environments face a very different reality. They must weigh the per-byte cost of data transfer, choose router instance sizes, select licensing models for firewalls, and even consider the geographic region where traffic flows\u2014all of which directly affect the ROI and total cost of ownership.<\/p>\n<p data-start=\"1562\" data-end=\"1798\">This is especially relevant for engineers working in highly regulated environments that demand life sciences compliance. One misconfigured architecture decision can cost thousands\u2014or introduce risk to data integrity, privacy, or uptime.<\/p>\n<p data-start=\"1800\" data-end=\"2058\">We\u2019ve seen teams preparing for the AWS Cloud Practitioner or Networking Specialty exams hit a wall in the cloud billing sections. Not because the material is difficult\u2014but because traditional engineering roles rarely focused on cost modeling. That\u2019s changed.<\/p>\n<p data-start=\"2060\" data-end=\"2362\">From our experience, life sciences IT support teams benefit most when they have real-time visibility into cloud spend and can tie design decisions back to business outcomes. That\u2019s why cloud engineering and FinOps now go hand-in-hand\u2014especially for biotech startups and clinical research organizations.<\/p>\n<p data-start=\"2364\" data-end=\"2599\">Whether you\u2019re optimizing high-throughput data pipelines or deploying scientific computing platforms, every decision impacts cost. The right cloud assessment can reveal where your architecture is bleeding budget\u2014or scaling efficiently.<\/p>\n[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#f2f2f2&#8243; custom_margin=&#8221;27px|auto||auto||&#8221; custom_padding=&#8221;18px|18px|18px|18px|true|true&#8221; border_radii=&#8221;on|5px|5px|5px|5px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]\n<p data-start=\"359\" data-end=\"580\"><strong data-start=\"443\" data-end=\"501\">Are Your Cloud Costs Aligned with Your Research Goals?<\/strong><br data-start=\"501\" data-end=\"504\" \/>Get a free cloud assessment from PTP to uncover inefficiencies, validate architectural decisions, and improve cost performance across your life sciences workloads.<\/p>\n[\/et_pb_text][dsm_button button_one_text=&#8221;\ud83d\udc49 Request your Free Cloud Assessment&#8221; button_one_url=&#8221;https:\/\/ptp.cloud\/services\/cloudops\/cloud-assessment\/&#8221; button_two_text=&#8221;\ud83d\udc49 PTP&#8217;s AWS Marketplace Offers&#8221; button_two_url=&#8221;https:\/\/aws.amazon.com\/marketplace\/seller-profile?id=40aef862-90e2-4a5f-9d98-2ef74b6cbf15&#8243; button_alignment=&#8221;left&#8221; separator_text=&#8221;or explore&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_button_one=&#8221;on&#8221; button_one_text_size=&#8221;14px&#8221; button_one_text_color=&#8221;#ffffff&#8221; button_one_bg_color=&#8221;#0eabf4&#8243; button_one_border_width=&#8221;0px&#8221; button_one_border_radius=&#8221;3px&#8221; button_one_font=&#8221;|600|||||||&#8221; button_one_use_icon=&#8221;off&#8221; button_one_custom_margin=&#8221;|11px|||false|false&#8221; custom_button_two=&#8221;on&#8221; button_two_text_size=&#8221;14px&#8221; button_two_text_color=&#8221;#ffffff&#8221; button_two_bg_color=&#8221;#0eabf4&#8243; button_two_border_width=&#8221;0px&#8221; button_two_border_radius=&#8221;3px&#8221; button_two_font=&#8221;|600|||||||&#8221; button_two_use_icon=&#8221;off&#8221; custom_margin=&#8221;|||0px|false|false&#8221; box_shadow_style_button_one=&#8221;preset2&#8243; box_shadow_style_button_two=&#8221;preset2&#8243; box_shadow_blur_button_two=&#8221;19px&#8221; global_colors_info=&#8221;{}&#8221;][\/dsm_button][\/et_pb_column][\/et_pb_row][\/et_pb_section]\n<span class=\"et_bloom_bottom_trigger\"><\/span>","protected":false},"excerpt":{"rendered":"<p>At PTP, we work with biotech and life sciences companies every day that are leveraging the cloud to innovate faster. These organizations are steadily advancing in cloud maturity, maximizing agility and scalability while managing costs more intentionally. One trend we see consistently: engineering teams are now making financial decisions they never used to. Traditionally, network [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1497,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","content-type":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[189,9,34],"tags":[],"table_tags":[],"class_list":["post-1493","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-archive","category-cloudops-archive","category-finops-archive"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.1.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Cloud Cost Design for Life Sciences: What Every Engineer Should Know<\/title>\n<meta name=\"description\" content=\"Learn how network design decisions impact AWS cloud costs\u2014and how to avoid hidden expenses in life sciences IT.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Cloud Cost Design for Life Sciences: What Every Engineer Should Know\" \/>\n<meta property=\"og:description\" content=\"Learn how network design decisions impact AWS cloud costs\u2014and how to avoid hidden expenses in life sciences IT.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/\" \/>\n<meta property=\"og:site_name\" content=\"PTP | Cloud Experts | Biotech Enablers\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/PTPCloud\" \/>\n<meta property=\"article:published_time\" content=\"2020-02-28T18:03:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-24T03:31:05+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/10\/cloud-economics-post-feature.png\" \/>\n\t<meta property=\"og:image:width\" content=\"451\" \/>\n\t<meta property=\"og:image:height\" content=\"330\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"PTPstaff\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@PTPCloud\" \/>\n<meta name=\"twitter:site\" content=\"@PTPCloud\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"PTPstaff\" \/>\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:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/\"},\"author\":{\"name\":\"PTPstaff\",\"@id\":\"https:\/\/ptp.cloud\/#\/schema\/person\/23219285c14844480b63688ae98ff7c5\"},\"headline\":\"Cloud Economics 101 for Engineers in Life Sciences\",\"datePublished\":\"2020-02-28T18:03:00+00:00\",\"dateModified\":\"2025-06-24T03:31:05+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/\"},\"wordCount\":664,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/ptp.cloud\/#organization\"},\"image\":{\"@id\":\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/10\/cloud-economics-post-feature.png\",\"articleSection\":[\"Blog\",\"CloudOps\",\"FinOps\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/\",\"url\":\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/\",\"name\":\"Cloud Cost Design for Life Sciences: What Every Engineer Should Know\",\"isPartOf\":{\"@id\":\"https:\/\/ptp.cloud\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/10\/cloud-economics-post-feature.png\",\"datePublished\":\"2020-02-28T18:03:00+00:00\",\"dateModified\":\"2025-06-24T03:31:05+00:00\",\"description\":\"Learn how network design decisions impact AWS cloud costs\u2014and how to avoid hidden expenses in life sciences IT.\",\"breadcrumb\":{\"@id\":\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#primaryimage\",\"url\":\"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/10\/cloud-economics-post-feature.png\",\"contentUrl\":\"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/10\/cloud-economics-post-feature.png\",\"width\":451,\"height\":330,\"caption\":\"Leveraging Cloud Networking for Innovation\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/ptp.cloud\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Cloud Economics 101 for Engineers in Life Sciences\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/ptp.cloud\/#website\",\"url\":\"https:\/\/ptp.cloud\/\",\"name\":\"PTP | Cloud Experts | Biotech Enablers\",\"description\":\"Helping innovative life sciences companies to get treatments to market faster.\",\"publisher\":{\"@id\":\"https:\/\/ptp.cloud\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/ptp.cloud\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/ptp.cloud\/#organization\",\"name\":\"Pinnacle Technology Partners\",\"alternateName\":\"PTP\",\"url\":\"https:\/\/ptp.cloud\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/ptp.cloud\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/ptp.cloud\/wp-content\/uploads\/2021\/08\/ptp_logo.png\",\"contentUrl\":\"https:\/\/ptp.cloud\/wp-content\/uploads\/2021\/08\/ptp_logo.png\",\"width\":409,\"height\":181,\"caption\":\"Pinnacle Technology Partners\"},\"image\":{\"@id\":\"https:\/\/ptp.cloud\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/PTPCloud\",\"https:\/\/x.com\/PTPCloud\",\"https:\/\/www.linkedin.com\/company\/pinnacletechpartners\",\"https:\/\/www.youtube.com\/@ptp4766\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/ptp.cloud\/#\/schema\/person\/23219285c14844480b63688ae98ff7c5\",\"name\":\"PTPstaff\",\"sameAs\":[\"https:\/\/ptpcloud.mystagingwebsite.com\/ptp\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Cloud Cost Design for Life Sciences: What Every Engineer Should Know","description":"Learn how network design decisions impact AWS cloud costs\u2014and how to avoid hidden expenses in life sciences IT.","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:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/","og_locale":"en_US","og_type":"article","og_title":"Cloud Cost Design for Life Sciences: What Every Engineer Should Know","og_description":"Learn how network design decisions impact AWS cloud costs\u2014and how to avoid hidden expenses in life sciences IT.","og_url":"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/","og_site_name":"PTP | Cloud Experts | Biotech Enablers","article_publisher":"https:\/\/www.facebook.com\/PTPCloud","article_published_time":"2020-02-28T18:03:00+00:00","article_modified_time":"2025-06-24T03:31:05+00:00","og_image":[{"width":451,"height":330,"url":"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/10\/cloud-economics-post-feature.png","type":"image\/png"}],"author":"PTPstaff","twitter_card":"summary_large_image","twitter_creator":"@PTPCloud","twitter_site":"@PTPCloud","twitter_misc":{"Written by":"PTPstaff","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#article","isPartOf":{"@id":"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/"},"author":{"name":"PTPstaff","@id":"https:\/\/ptp.cloud\/#\/schema\/person\/23219285c14844480b63688ae98ff7c5"},"headline":"Cloud Economics 101 for Engineers in Life Sciences","datePublished":"2020-02-28T18:03:00+00:00","dateModified":"2025-06-24T03:31:05+00:00","mainEntityOfPage":{"@id":"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/"},"wordCount":664,"commentCount":0,"publisher":{"@id":"https:\/\/ptp.cloud\/#organization"},"image":{"@id":"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#primaryimage"},"thumbnailUrl":"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/10\/cloud-economics-post-feature.png","articleSection":["Blog","CloudOps","FinOps"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/","url":"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/","name":"Cloud Cost Design for Life Sciences: What Every Engineer Should Know","isPartOf":{"@id":"https:\/\/ptp.cloud\/#website"},"primaryImageOfPage":{"@id":"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#primaryimage"},"image":{"@id":"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#primaryimage"},"thumbnailUrl":"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/10\/cloud-economics-post-feature.png","datePublished":"2020-02-28T18:03:00+00:00","dateModified":"2025-06-24T03:31:05+00:00","description":"Learn how network design decisions impact AWS cloud costs\u2014and how to avoid hidden expenses in life sciences IT.","breadcrumb":{"@id":"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#primaryimage","url":"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/10\/cloud-economics-post-feature.png","contentUrl":"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/10\/cloud-economics-post-feature.png","width":451,"height":330,"caption":"Leveraging Cloud Networking for Innovation"},{"@type":"BreadcrumbList","@id":"https:\/\/ptp.cloud\/cloud-economics-for-engineers-life-sciences\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/ptp.cloud\/"},{"@type":"ListItem","position":2,"name":"Cloud Economics 101 for Engineers in Life Sciences"}]},{"@type":"WebSite","@id":"https:\/\/ptp.cloud\/#website","url":"https:\/\/ptp.cloud\/","name":"PTP | Cloud Experts | Biotech Enablers","description":"Helping innovative life sciences companies to get treatments to market faster.","publisher":{"@id":"https:\/\/ptp.cloud\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ptp.cloud\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/ptp.cloud\/#organization","name":"Pinnacle Technology Partners","alternateName":"PTP","url":"https:\/\/ptp.cloud\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ptp.cloud\/#\/schema\/logo\/image\/","url":"https:\/\/ptp.cloud\/wp-content\/uploads\/2021\/08\/ptp_logo.png","contentUrl":"https:\/\/ptp.cloud\/wp-content\/uploads\/2021\/08\/ptp_logo.png","width":409,"height":181,"caption":"Pinnacle Technology Partners"},"image":{"@id":"https:\/\/ptp.cloud\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/PTPCloud","https:\/\/x.com\/PTPCloud","https:\/\/www.linkedin.com\/company\/pinnacletechpartners","https:\/\/www.youtube.com\/@ptp4766"]},{"@type":"Person","@id":"https:\/\/ptp.cloud\/#\/schema\/person\/23219285c14844480b63688ae98ff7c5","name":"PTPstaff","sameAs":["https:\/\/ptpcloud.mystagingwebsite.com\/ptp"]}]}},"jetpack_featured_media_url":"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/10\/cloud-economics-post-feature.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ptp.cloud\/wp-json\/wp\/v2\/posts\/1493","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ptp.cloud\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ptp.cloud\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ptp.cloud\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ptp.cloud\/wp-json\/wp\/v2\/comments?post=1493"}],"version-history":[{"count":5,"href":"https:\/\/ptp.cloud\/wp-json\/wp\/v2\/posts\/1493\/revisions"}],"predecessor-version":[{"id":17057,"href":"https:\/\/ptp.cloud\/wp-json\/wp\/v2\/posts\/1493\/revisions\/17057"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ptp.cloud\/wp-json\/wp\/v2\/media\/1497"}],"wp:attachment":[{"href":"https:\/\/ptp.cloud\/wp-json\/wp\/v2\/media?parent=1493"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ptp.cloud\/wp-json\/wp\/v2\/categories?post=1493"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ptp.cloud\/wp-json\/wp\/v2\/tags?post=1493"},{"taxonomy":"table_tags","embeddable":true,"href":"https:\/\/ptp.cloud\/wp-json\/wp\/v2\/table_tags?post=1493"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}