{"id":31748,"date":"2023-11-16T10:54:37","date_gmt":"2023-11-16T09:54:37","guid":{"rendered":"https:\/\/staging.univga.org\/?p=31748"},"modified":"2023-11-16T10:54:37","modified_gmt":"2023-11-16T09:54:37","slug":"data-engineer-in-big-data-analysis","status":"publish","type":"post","link":"https:\/\/univga.org\/en\/metier-dingenieur-en-analyse-de-donnees-massives\/","title":{"rendered":"Data Engineer in Big Data Analysis"},"content":{"rendered":"

Job Description of a Data Engineer in Big Data Analysis:<\/strong><\/p>\n

A data engineer in big data analysis, or Big Data engineer, is a professional specialized in managing, processing, and analyzing large volumes of data. These experts work with appropriate tools and technologies to extract meaningful insights from massive, often heterogeneous and unstructured data. The responsibilities of a data engineer in big data analysis include:<\/p>\n

    \n
  1. Managing massive data<\/strong> : Designing and implementing data infrastructures capable of storing, processing, and managing massive volumes of data.<\/li>\n
  2. Parallel processing<\/strong> : Using parallel processing frameworks such as Apache Hadoop and Apache Spark to efficiently distribute computations across server clusters.<\/li>\n
  3. Predictive analysis and modeling<\/strong> : Applying advanced predictive analysis techniques and statistical modeling to derive trends and forecasts from data.<\/li>\n
  4. Developing data pipelines<\/strong> : Creating data pipelines to ingest, clean, and transform large-scale data.<\/li>\n
  5. Data security<\/strong> : Implementing security measures to protect massive data against threats and unauthorized access.<\/li>\n
  6. Performance optimization<\/strong> : Optimizing queries and processes to ensure efficient performance in a Big Data environment.<\/li>\n<\/ol>\n

    Opportunities for Data Engineers in Big Data Analysis:<\/strong><\/p>\n

    Data engineers in big data analysis can work in various environments, including:<\/p>\n

      \n
    1. Private companies<\/strong> : Contributing to data analysis to improve decision-making, service personalization, and optimize operations.<\/li>\n
    2. E-commerce industry<\/strong> : Working on analyzing purchasing behaviors, product recommendations, and personalizing user experience.<\/li>\n
    3. Healthcare sector<\/strong> : Applying data analysis for medical research, managing electronic health records, and predicting diseases.<\/li>\n
    4. Financial industry<\/strong> : Participating in risk analysis, fraud detection, and financial modeling.<\/li>\n
    5. Scientific research<\/strong> : Working on research projects requiring the analysis of large amounts of data, for example in astronomy, genomics, or particle physics.<\/li>\n<\/ol>\n

      Benefits of the Data Engineer in Big Data Analysis Profession:<\/strong><\/p>\n

        \n
      1. Growing demand<\/strong> : Skills in big data analysis are highly sought after, with a constant demand in the job market.<\/li>\n
      2. Concrete Impact<\/strong> : Contributing to evidence-based decision-making, which can have a significant impact on business performance.<\/li>\n
      3. Technological innovation<\/strong> : Work with cutting-edge technologies and be constantly exposed to the latest advancements in Big Data.<\/li>\n
      4. Career Opportunities<\/strong> : Evolve into leadership roles, become a Big Data architect, or specialize in specific areas of data analysis.<\/li>\n
      5. Versatility<\/strong> : Apply data analysis skills across various sectors, making the work diverse and challenging.<\/li>\n<\/ol>\n

        In summary, the profession of Big Data Analyst offers exciting opportunities for those interested in using advanced technologies to extract meaningful insights from large amounts of data. These professionals play a key role in the data analysis revolution and contribute to the digital transformation of businesses.<\/p>","protected":false},"excerpt":{"rendered":"

        Description du M\u00e9tier d’Ing\u00e9nieur en Analyse de Donn\u00e9es Massives : Un ing\u00e9nieur en analyse de donn\u00e9es massives, ou ing\u00e9nieur Big Data, est un professionnel sp\u00e9cialis\u00e9 dans la gestion, le traitement et l’analyse de grandes quantit\u00e9s de donn\u00e9es. Ces experts travaillent avec des outils et des technologies adapt\u00e9s pour extraire des insights significatifs \u00e0 partir de […]<\/p>\n","protected":false},"author":6945,"featured_media":31752,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[650,173],"tags":[],"offerexpiration":[],"class_list":["post-31748","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-a-la-une","category-education"],"yoast_head":"\nM\u00e9tier d'Ing\u00e9nieur en analyse de donn\u00e9es massives - GROUPE UNIVGA<\/title>\n<meta name=\"description\" content=\"Un ing\u00e9nieur en analyse de donn\u00e9es massives, ou ing\u00e9nieur Big Data, est un professionnel sp\u00e9cialis\u00e9 dans la gestion, le traitement et l'analyse de grandes quantit\u00e9s de donn\u00e9es. Ces experts travaillent avec des outils et des technologies adapt\u00e9s pour extraire des insights significatifs \u00e0 partir de donn\u00e9es massives, souvent h\u00e9t\u00e9rog\u00e8nes et non structur\u00e9es. Les responsabilit\u00e9s d'un ing\u00e9nieur en analyse de donn\u00e9es massives comprennent\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/univga.org\/en\/data-engineer-in-big-data-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"M\u00e9tier d'Ing\u00e9nieur en analyse de donn\u00e9es massives\" \/>\n<meta property=\"og:description\" content=\"Le GROUPE UNIVGA est une \u00e9cole sup\u00e9rieure de formation en ligne, offrant aux professionnels la flexibilit\u00e9 d'apprendre \u00e0 leur rythme et de d\u00e9velopper de nouvelles comp\u00e9tences sans bouleverser leur quotidien.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/univga.org\/en\/data-engineer-in-big-data-analysis\/\" \/>\n<meta property=\"og:site_name\" content=\"GROUPE UNIVGA\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/facebook.com\/univga1\/\" \/>\n<meta property=\"article:published_time\" content=\"2023-11-16T09:54:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/univga.org\/wp-content\/uploads\/2023\/11\/jeune-analyste-indien-examine-donnees-tire-conclusions_386167-3793.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"740\" \/>\n\t<meta property=\"og:image:height\" content=\"494\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Presse UNIVGA\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@univga1\" \/>\n<meta name=\"twitter:site\" content=\"@univga1\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Presse UNIVGA\" \/>\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:\\\/\\\/univga.org\\\/metier-dingenieur-en-analyse-de-donnees-massives\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/univga.org\\\/metier-dingenieur-en-analyse-de-donnees-massives\\\/\"},\"author\":{\"name\":\"Presse UNIVGA\",\"@id\":\"https:\\\/\\\/univga.org\\\/#\\\/schema\\\/person\\\/5234499f7d304e0aac91ba471b7827eb\"},\"headline\":\"M\u00e9tier d’Ing\u00e9nieur en analyse de donn\u00e9es massives\",\"datePublished\":\"2023-11-16T09:54:37+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/univga.org\\\/metier-dingenieur-en-analyse-de-donnees-massives\\\/\"},\"wordCount\":637,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/univga.org\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/univga.org\\\/metier-dingenieur-en-analyse-de-donnees-massives\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/univga.org\\\/wp-content\\\/uploads\\\/2023\\\/11\\\/jeune-analyste-indien-examine-donnees-tire-conclusions_386167-3793.jpg\",\"articleSection\":[\"A la une\",\"Education\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/univga.org\\\/metier-dingenieur-en-analyse-de-donnees-massives\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/univga.org\\\/metier-dingenieur-en-analyse-de-donnees-massives\\\/\",\"url\":\"https:\\\/\\\/univga.org\\\/metier-dingenieur-en-analyse-de-donnees-massives\\\/\",\"name\":\"M\u00e9tier d'Ing\u00e9nieur en analyse de donn\u00e9es massives - GROUPE UNIVGA\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/univga.org\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/univga.org\\\/metier-dingenieur-en-analyse-de-donnees-massives\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/univga.org\\\/metier-dingenieur-en-analyse-de-donnees-massives\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/univga.org\\\/wp-content\\\/uploads\\\/2023\\\/11\\\/jeune-analyste-indien-examine-donnees-tire-conclusions_386167-3793.jpg\",\"datePublished\":\"2023-11-16T09:54:37+00:00\",\"description\":\"Un ing\u00e9nieur en analyse de donn\u00e9es massives, ou ing\u00e9nieur Big Data, est un professionnel sp\u00e9cialis\u00e9 dans la gestion, le traitement et l'analyse de grandes quantit\u00e9s de donn\u00e9es. Ces experts travaillent avec des outils et des technologies adapt\u00e9s pour extraire des insights significatifs \u00e0 partir de donn\u00e9es massives, souvent h\u00e9t\u00e9rog\u00e8nes et non structur\u00e9es. Les responsabilit\u00e9s d'un ing\u00e9nieur en analyse de donn\u00e9es massives comprennent\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/univga.org\\\/metier-dingenieur-en-analyse-de-donnees-massives\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/univga.org\\\/metier-dingenieur-en-analyse-de-donnees-massives\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/univga.org\\\/metier-dingenieur-en-analyse-de-donnees-massives\\\/#primaryimage\",\"url\":\"https:\\\/\\\/univga.org\\\/wp-content\\\/uploads\\\/2023\\\/11\\\/jeune-analyste-indien-examine-donnees-tire-conclusions_386167-3793.jpg\",\"contentUrl\":\"https:\\\/\\\/univga.org\\\/wp-content\\\/uploads\\\/2023\\\/11\\\/jeune-analyste-indien-examine-donnees-tire-conclusions_386167-3793.jpg\",\"width\":740,\"height\":494},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/univga.org\\\/metier-dingenieur-en-analyse-de-donnees-massives\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\\\/\\\/univga.org\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"M\u00e9tier d’Ing\u00e9nieur en analyse de donn\u00e9es massives\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/univga.org\\\/#website\",\"url\":\"https:\\\/\\\/univga.org\\\/\",\"name\":\"GROUPE UNIVGA\",\"description\":\"Formations 100% en ligne\",\"publisher\":{\"@id\":\"https:\\\/\\\/univga.org\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/univga.org\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/univga.org\\\/#organization\",\"name\":\"GROUPE UNIVGA\",\"url\":\"https:\\\/\\\/univga.org\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/univga.org\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/univga.org\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/univga1_logo-removebg-preview.png\",\"contentUrl\":\"https:\\\/\\\/univga.org\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/univga1_logo-removebg-preview.png\",\"width\":200,\"height\":200,\"caption\":\"GROUPE UNIVGA\"},\"image\":{\"@id\":\"https:\\\/\\\/univga.org\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/facebook.com\\\/univga1\\\/\",\"https:\\\/\\\/x.com\\\/univga1\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/univga1\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/univga.org\\\/#\\\/schema\\\/person\\\/5234499f7d304e0aac91ba471b7827eb\",\"name\":\"Presse UNIVGA\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/univga.org\\\/wp-content\\\/uploads\\\/letter-avatar\\\/dbdadae354219e56ef3696a27f022e40.svg\",\"url\":\"https:\\\/\\\/univga.org\\\/wp-content\\\/uploads\\\/letter-avatar\\\/dbdadae354219e56ef3696a27f022e40.svg\",\"contentUrl\":\"https:\\\/\\\/univga.org\\\/wp-content\\\/uploads\\\/letter-avatar\\\/dbdadae354219e56ef3696a27f022e40.svg\",\"caption\":\"Presse UNIVGA\"},\"sameAs\":[\"https:\\\/\\\/univga.org\"],\"url\":\"https:\\\/\\\/univga.org\\\/en\\\/author\\\/redaction\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Data Engineer in Big Data Analysis - UNIVGA GROUP","description":"A data engineer in big data analysis, or Big Data engineer, is a professional specialized in managing, processing, and analyzing large volumes of data. These experts work with appropriate tools and technologies to extract meaningful insights from massive, often heterogeneous and unstructured data. The responsibilities of a data engineer in big data analysis include","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:\/\/univga.org\/en\/data-engineer-in-big-data-analysis\/","og_locale":"en_US","og_type":"article","og_title":"M\u00e9tier d'Ing\u00e9nieur en analyse de donn\u00e9es massives","og_description":"Le GROUPE UNIVGA est une \u00e9cole sup\u00e9rieure de formation en ligne, offrant aux professionnels la flexibilit\u00e9 d'apprendre \u00e0 leur rythme et de d\u00e9velopper de nouvelles comp\u00e9tences sans bouleverser leur quotidien.","og_url":"https:\/\/univga.org\/en\/data-engineer-in-big-data-analysis\/","og_site_name":"GROUPE UNIVGA","article_publisher":"https:\/\/facebook.com\/univga1\/","article_published_time":"2023-11-16T09:54:37+00:00","og_image":[{"width":740,"height":494,"url":"https:\/\/univga.org\/wp-content\/uploads\/2023\/11\/jeune-analyste-indien-examine-donnees-tire-conclusions_386167-3793.jpg","type":"image\/jpeg"}],"author":"Presse UNIVGA","twitter_card":"summary_large_image","twitter_creator":"@univga1","twitter_site":"@univga1","twitter_misc":{"Written by":"Presse UNIVGA","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/univga.org\/metier-dingenieur-en-analyse-de-donnees-massives\/#article","isPartOf":{"@id":"https:\/\/univga.org\/metier-dingenieur-en-analyse-de-donnees-massives\/"},"author":{"name":"Presse UNIVGA","@id":"https:\/\/univga.org\/#\/schema\/person\/5234499f7d304e0aac91ba471b7827eb"},"headline":"M\u00e9tier d’Ing\u00e9nieur en analyse de donn\u00e9es massives","datePublished":"2023-11-16T09:54:37+00:00","mainEntityOfPage":{"@id":"https:\/\/univga.org\/metier-dingenieur-en-analyse-de-donnees-massives\/"},"wordCount":637,"commentCount":0,"publisher":{"@id":"https:\/\/univga.org\/#organization"},"image":{"@id":"https:\/\/univga.org\/metier-dingenieur-en-analyse-de-donnees-massives\/#primaryimage"},"thumbnailUrl":"https:\/\/univga.org\/wp-content\/uploads\/2023\/11\/jeune-analyste-indien-examine-donnees-tire-conclusions_386167-3793.jpg","articleSection":["A la une","Education"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/univga.org\/metier-dingenieur-en-analyse-de-donnees-massives\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/univga.org\/metier-dingenieur-en-analyse-de-donnees-massives\/","url":"https:\/\/univga.org\/metier-dingenieur-en-analyse-de-donnees-massives\/","name":"Data Engineer in Big Data Analysis - UNIVGA GROUP","isPartOf":{"@id":"https:\/\/univga.org\/#website"},"primaryImageOfPage":{"@id":"https:\/\/univga.org\/metier-dingenieur-en-analyse-de-donnees-massives\/#primaryimage"},"image":{"@id":"https:\/\/univga.org\/metier-dingenieur-en-analyse-de-donnees-massives\/#primaryimage"},"thumbnailUrl":"https:\/\/univga.org\/wp-content\/uploads\/2023\/11\/jeune-analyste-indien-examine-donnees-tire-conclusions_386167-3793.jpg","datePublished":"2023-11-16T09:54:37+00:00","description":"A data engineer in big data analysis, or Big Data engineer, is a professional specialized in managing, processing, and analyzing large volumes of data. These experts work with appropriate tools and technologies to extract meaningful insights from massive, often heterogeneous and unstructured data. The responsibilities of a data engineer in big data analysis include","breadcrumb":{"@id":"https:\/\/univga.org\/metier-dingenieur-en-analyse-de-donnees-massives\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/univga.org\/metier-dingenieur-en-analyse-de-donnees-massives\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/univga.org\/metier-dingenieur-en-analyse-de-donnees-massives\/#primaryimage","url":"https:\/\/univga.org\/wp-content\/uploads\/2023\/11\/jeune-analyste-indien-examine-donnees-tire-conclusions_386167-3793.jpg","contentUrl":"https:\/\/univga.org\/wp-content\/uploads\/2023\/11\/jeune-analyste-indien-examine-donnees-tire-conclusions_386167-3793.jpg","width":740,"height":494},{"@type":"BreadcrumbList","@id":"https:\/\/univga.org\/metier-dingenieur-en-analyse-de-donnees-massives\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/univga.org\/"},{"@type":"ListItem","position":2,"name":"M\u00e9tier d’Ing\u00e9nieur en analyse de donn\u00e9es massives"}]},{"@type":"WebSite","@id":"https:\/\/univga.org\/#website","url":"https:\/\/univga.org\/","name":"UNIVGA Group","description":"100% Online Training Courses","publisher":{"@id":"https:\/\/univga.org\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/univga.org\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/univga.org\/#organization","name":"UNIVGA Group","url":"https:\/\/univga.org\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/univga.org\/#\/schema\/logo\/image\/","url":"https:\/\/univga.org\/wp-content\/uploads\/2025\/03\/univga1_logo-removebg-preview.png","contentUrl":"https:\/\/univga.org\/wp-content\/uploads\/2025\/03\/univga1_logo-removebg-preview.png","width":200,"height":200,"caption":"GROUPE UNIVGA"},"image":{"@id":"https:\/\/univga.org\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/facebook.com\/univga1\/","https:\/\/x.com\/univga1","https:\/\/www.linkedin.com\/company\/univga1"]},{"@type":"Person","@id":"https:\/\/univga.org\/#\/schema\/person\/5234499f7d304e0aac91ba471b7827eb","name":"UNIVGA Press","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/univga.org\/wp-content\/uploads\/letter-avatar\/dbdadae354219e56ef3696a27f022e40.svg","url":"https:\/\/univga.org\/wp-content\/uploads\/letter-avatar\/dbdadae354219e56ef3696a27f022e40.svg","contentUrl":"https:\/\/univga.org\/wp-content\/uploads\/letter-avatar\/dbdadae354219e56ef3696a27f022e40.svg","caption":"Presse UNIVGA"},"sameAs":["https:\/\/univga.org"],"url":"https:\/\/univga.org\/en\/author\/redaction\/"}]}},"_links":{"self":[{"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/posts\/31748","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/users\/6945"}],"replies":[{"embeddable":true,"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/comments?post=31748"}],"version-history":[{"count":0,"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/posts\/31748\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/media\/31752"}],"wp:attachment":[{"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/media?parent=31748"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/categories?post=31748"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/tags?post=31748"},{"taxonomy":"offerexpiration","embeddable":true,"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/offerexpiration?post=31748"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}