{"id":13990,"date":"2026-02-06T08:56:48","date_gmt":"2026-02-06T07:56:48","guid":{"rendered":"https:\/\/www.optimalways.com\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/"},"modified":"2026-02-06T16:37:46","modified_gmt":"2026-02-06T15:37:46","slug":"the-right-combination-of-data-the-one-that-leads-to-a-decision","status":"publish","type":"post","link":"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/","title":{"rendered":"The right combination of data: the one that leads to a decision"},"content":{"rendered":"<p id=\"ember630\" class=\"ember-view reader-text-block__paragraph\"><strong>100 rows. 6 columns. 3 hours of analysis. <\/strong>And in the end, <strong>no decision<\/strong>. It&#8217;s a pattern we see on a regular basis.<\/p>\n<h3 id=\"ember631\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udde0 The findings<\/h3>\n<p id=\"ember632\" class=\"ember-view reader-text-block__paragraph\">In digital analytics, we&#8217;re encouraged to cross-reference everything: more dimensions, more metrics, more depth.<\/p>\n<p id=\"ember633\" class=\"ember-view reader-text-block__paragraph\">Result:<\/p>\n<ul>\n<li>dense relationships<\/li>\n<li>complex tables<\/li>\n<li>teams that spend more time <strong>exploring<\/strong> than <strong>deciding<\/strong><\/li>\n<\/ul>\n<p id=\"ember635\" class=\"ember-view reader-text-block__paragraph\">\ud83d\udc49 The problem isn <strong>&#8216;t the data<\/strong>. \ud83d\udc49 The problem is <strong>the lack of a clear question before opening it<\/strong>.<\/p>\n<h3 id=\"ember636\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udfaf The filter that changes everything<\/h3>\n<p id=\"ember637\" class=\"ember-view reader-text-block__paragraph\">Before any crossbreeding, just one question:<\/p>\n<p id=\"ember638\" class=\"ember-view reader-text-block__paragraph\"><strong>&#8220;If we find a significant discrepancy, what decision do we make on Monday morning?&#8221;<\/strong><\/p>\n<ul>\n<li>No clear answer?<\/li>\n<li>No obvious action?<\/li>\n<\/ul>\n<p id=\"ember640\" class=\"ember-view reader-text-block__paragraph\">\ud83d\udc49 Then this crossing is probably <strong>not a priority<\/strong>.<\/p>\n<h3 id=\"ember641\" class=\"ember-view reader-text-block__heading-3\">\ud83e\uddea Concrete example<\/h3>\n<p id=\"ember642\" class=\"ember-view reader-text-block__paragraph\"><strong>\u274c Crossroads difficult to exploit Device \u00d7 Viewed pages<\/strong><\/p>\n<ul>\n<li>Cell phones generate fewer page views<\/li>\n<li>Without conversion rate or business impact, it&#8217;s impossible to close \u27a1\ufe0f Interesting but non-actionable observation<\/li>\n<\/ul>\n<p id=\"ember644\" class=\"ember-view reader-text-block__paragraph\"><strong>\u2705 Actionable intersection Product category \u00d7 Traffic source<\/strong><\/p>\n<ul>\n<li>Observation: office furnishings perform well via paid search \u27a1\ufe0f Clear basis for <strong>reallocating budgets by range<\/strong><\/li>\n<\/ul>\n<h3 id=\"ember646\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udd01 Three often useful crosses<\/h3>\n<p id=\"ember647\" class=\"ember-view reader-text-block__paragraph\"><strong>1. Source of traffic \u00d7 Tunnel stage <\/strong>Allows you to identify <strong>where things get stuck, channel by channel<\/strong>. Example: paid generates traffic, but cart abandonment is high \u2192 possible mismatch between advertising promise and on-site experience.<\/p>\n<p id=\"ember648\" class=\"ember-view reader-text-block__paragraph\"><strong>2. User segment \u00d7 Cart abandonment <\/strong>Highlights differentiated behaviors. Example: new visitors give up more at checkout \u2192 reassurance at stake (delivery, returns, payment methods).<\/p>\n<p id=\"ember649\" class=\"ember-view reader-text-block__paragraph\"><strong>3. Product category \u00d7 Acquisition channel <\/strong>Each range has its own performing channels. \u27a1\ufe0f Helps to <strong>prioritize investments<\/strong> more accurately.<\/p>\n<h3 id=\"ember650\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udded Three questions to frame any analysis<\/h3>\n<p id=\"ember651\" class=\"ember-view reader-text-block__paragraph\"><strong>1. What business problem are we trying to understand? <\/strong>Not &#8220;what does the data say&#8221;, but \ud83d\udc49 &#8220;Why are we losing customers at checkout?&#8221;<\/p>\n<p id=\"ember652\" class=\"ember-view reader-text-block__paragraph\"><strong>2. If a discrepancy is found, what action can be taken? <\/strong>Modify a campaign, adjust a page, alert a team. \ud83d\udc49 If the answer is vague, the cross-reference is no less so.<\/p>\n<p id=\"ember653\" class=\"ember-view reader-text-block__paragraph\"><strong>3. Do we have the necessary (and reliable) data? <\/strong>It&#8217;s best to check <strong>before<\/strong> investing time in analysis.<\/p>\n<h3 id=\"ember654\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udca1 To remember<\/h3>\n<p id=\"ember655\" class=\"ember-view reader-text-block__paragraph\">The good analyst isn&#8217;t the one who cross-references the most data. It&#8217;s often the one who knows <strong>which ones to leave out<\/strong>.<\/p>\n<p id=\"ember656\" class=\"ember-view reader-text-block__paragraph\">\ud83d\udc49 <strong>And what crossroads have you already used to unlock a concrete decision?<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>100 rows. 6 columns. 3 hours of analysis. And in the end, no decision. It&#8217;s a pattern we see on a regular basis. \ud83e\udde0 The findings In digital analytics, we&#8217;re encouraged to cross-reference everything: more dimensions, more metrics, more depth. Result: dense relationships complex tables teams that spend more time exploring than deciding \ud83d\udc49 The [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":13991,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[42,41],"tags":[],"class_list":["post-13990","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-new-things","category-news"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.6 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>The right combination of data: the one that leads to a decision - Optimal Ways, l&#039;agence de digital analytics et d&#039;optimisation pour l&#039;ecommerce (Paris, Lille)<\/title>\n<meta name=\"description\" content=\"100 rows. 6 columns. 3 hours of analysis. And in the end, no decision. It&#039;s a pattern we see on a regular basis. \ud83e\udde0 The findings In digital analytics,\" \/>\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.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The right combination of data: the one that leads to a decision\" \/>\n<meta property=\"og:description\" content=\"100 rows. 6 columns. 3 hours of analysis. And in the end, no decision. It&#039;s a pattern we see on a regular basis. \ud83e\udde0 The findings In digital analytics,\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/\" \/>\n<meta property=\"og:site_name\" content=\"Optimal Ways, l&#039;agence de digital analytics et d&#039;optimisation pour l&#039;ecommerce (Paris, Lille)\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-06T07:56:48+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-06T15:37:46+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.optimalways.com\/wp-content\/uploads\/2026\/02\/1770385140003.png\" \/>\n\t<meta property=\"og:image:width\" content=\"752\" \/>\n\t<meta property=\"og:image:height\" content=\"423\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Paul Vaisseau\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Paul Vaisseau\" \/>\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:\\\/\\\/www.optimalways.com\\\/en\\\/2026\\\/02\\\/the-right-combination-of-data-the-one-that-leads-to-a-decision\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/2026\\\/02\\\/the-right-combination-of-data-the-one-that-leads-to-a-decision\\\/\"},\"author\":{\"name\":\"Paul Vaisseau\",\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/#\\\/schema\\\/person\\\/93b7bf070e34223a551aca246d6dbb75\"},\"headline\":\"The right combination of data: the one that leads to a decision\",\"datePublished\":\"2026-02-06T07:56:48+00:00\",\"dateModified\":\"2026-02-06T15:37:46+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/2026\\\/02\\\/the-right-combination-of-data-the-one-that-leads-to-a-decision\\\/\"},\"wordCount\":361,\"publisher\":{\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/2026\\\/02\\\/the-right-combination-of-data-the-one-that-leads-to-a-decision\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.optimalways.com\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/1770385140003.png\",\"articleSection\":[\"New thing\",\"News\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/2026\\\/02\\\/the-right-combination-of-data-the-one-that-leads-to-a-decision\\\/\",\"url\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/2026\\\/02\\\/the-right-combination-of-data-the-one-that-leads-to-a-decision\\\/\",\"name\":\"The right combination of data: the one that leads to a decision - Optimal Ways, l&#039;agence de digital analytics et d&#039;optimisation pour l&#039;ecommerce (Paris, Lille)\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/2026\\\/02\\\/the-right-combination-of-data-the-one-that-leads-to-a-decision\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/2026\\\/02\\\/the-right-combination-of-data-the-one-that-leads-to-a-decision\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.optimalways.com\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/1770385140003.png\",\"datePublished\":\"2026-02-06T07:56:48+00:00\",\"dateModified\":\"2026-02-06T15:37:46+00:00\",\"description\":\"100 rows. 6 columns. 3 hours of analysis. And in the end, no decision. It's a pattern we see on a regular basis. \ud83e\udde0 The findings In digital analytics,\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/2026\\\/02\\\/the-right-combination-of-data-the-one-that-leads-to-a-decision\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.optimalways.com\\\/en\\\/2026\\\/02\\\/the-right-combination-of-data-the-one-that-leads-to-a-decision\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/2026\\\/02\\\/the-right-combination-of-data-the-one-that-leads-to-a-decision\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.optimalways.com\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/1770385140003.png\",\"contentUrl\":\"https:\\\/\\\/www.optimalways.com\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/1770385140003.png\",\"width\":752,\"height\":423},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/2026\\\/02\\\/the-right-combination-of-data-the-one-that-leads-to-a-decision\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/home\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"The right combination of data: the one that leads to a decision\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/\",\"name\":\"Optimal Ways, l'agence de digital analytics et d'optimisation pour l'ecommerce (Paris, Lille)\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/#organization\",\"name\":\"Optimal Ways\",\"url\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.optimalways.com\\\/wp-content\\\/uploads\\\/2024\\\/12\\\/optimal-ways.png\",\"contentUrl\":\"https:\\\/\\\/www.optimalways.com\\\/wp-content\\\/uploads\\\/2024\\\/12\\\/optimal-ways.png\",\"width\":515,\"height\":110,\"caption\":\"Optimal Ways\"},\"image\":{\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/company\\\/optimal-ways\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.optimalways.com\\\/en\\\/#\\\/schema\\\/person\\\/93b7bf070e34223a551aca246d6dbb75\",\"name\":\"Paul Vaisseau\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e7f2fc35b80c6fdc76d374d8eeb28ca0ed5c77feb6ae33e567a1e842c6b2f9da?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e7f2fc35b80c6fdc76d374d8eeb28ca0ed5c77feb6ae33e567a1e842c6b2f9da?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e7f2fc35b80c6fdc76d374d8eeb28ca0ed5c77feb6ae33e567a1e842c6b2f9da?s=96&d=mm&r=g\",\"caption\":\"Paul Vaisseau\"}}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"The right combination of data: the one that leads to a decision - Optimal Ways, l&#039;agence de digital analytics et d&#039;optimisation pour l&#039;ecommerce (Paris, Lille)","description":"100 rows. 6 columns. 3 hours of analysis. And in the end, no decision. It's a pattern we see on a regular basis. \ud83e\udde0 The findings In digital analytics,","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.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/","og_locale":"en_US","og_type":"article","og_title":"The right combination of data: the one that leads to a decision","og_description":"100 rows. 6 columns. 3 hours of analysis. And in the end, no decision. It's a pattern we see on a regular basis. \ud83e\udde0 The findings In digital analytics,","og_url":"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/","og_site_name":"Optimal Ways, l&#039;agence de digital analytics et d&#039;optimisation pour l&#039;ecommerce (Paris, Lille)","article_published_time":"2026-02-06T07:56:48+00:00","article_modified_time":"2026-02-06T15:37:46+00:00","og_image":[{"width":752,"height":423,"url":"https:\/\/www.optimalways.com\/wp-content\/uploads\/2026\/02\/1770385140003.png","type":"image\/png"}],"author":"Paul Vaisseau","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Paul Vaisseau","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/#article","isPartOf":{"@id":"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/"},"author":{"name":"Paul Vaisseau","@id":"https:\/\/www.optimalways.com\/en\/#\/schema\/person\/93b7bf070e34223a551aca246d6dbb75"},"headline":"The right combination of data: the one that leads to a decision","datePublished":"2026-02-06T07:56:48+00:00","dateModified":"2026-02-06T15:37:46+00:00","mainEntityOfPage":{"@id":"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/"},"wordCount":361,"publisher":{"@id":"https:\/\/www.optimalways.com\/en\/#organization"},"image":{"@id":"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/#primaryimage"},"thumbnailUrl":"https:\/\/www.optimalways.com\/wp-content\/uploads\/2026\/02\/1770385140003.png","articleSection":["New thing","News"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/","url":"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/","name":"The right combination of data: the one that leads to a decision - Optimal Ways, l&#039;agence de digital analytics et d&#039;optimisation pour l&#039;ecommerce (Paris, Lille)","isPartOf":{"@id":"https:\/\/www.optimalways.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/#primaryimage"},"image":{"@id":"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/#primaryimage"},"thumbnailUrl":"https:\/\/www.optimalways.com\/wp-content\/uploads\/2026\/02\/1770385140003.png","datePublished":"2026-02-06T07:56:48+00:00","dateModified":"2026-02-06T15:37:46+00:00","description":"100 rows. 6 columns. 3 hours of analysis. And in the end, no decision. It's a pattern we see on a regular basis. \ud83e\udde0 The findings In digital analytics,","breadcrumb":{"@id":"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/#primaryimage","url":"https:\/\/www.optimalways.com\/wp-content\/uploads\/2026\/02\/1770385140003.png","contentUrl":"https:\/\/www.optimalways.com\/wp-content\/uploads\/2026\/02\/1770385140003.png","width":752,"height":423},{"@type":"BreadcrumbList","@id":"https:\/\/www.optimalways.com\/en\/2026\/02\/the-right-combination-of-data-the-one-that-leads-to-a-decision\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/www.optimalways.com\/en\/home\/"},{"@type":"ListItem","position":2,"name":"The right combination of data: the one that leads to a decision"}]},{"@type":"WebSite","@id":"https:\/\/www.optimalways.com\/en\/#website","url":"https:\/\/www.optimalways.com\/en\/","name":"Optimal Ways, l'agence de digital analytics et d'optimisation pour l'ecommerce (Paris, Lille)","description":"","publisher":{"@id":"https:\/\/www.optimalways.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.optimalways.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.optimalways.com\/en\/#organization","name":"Optimal Ways","url":"https:\/\/www.optimalways.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.optimalways.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/www.optimalways.com\/wp-content\/uploads\/2024\/12\/optimal-ways.png","contentUrl":"https:\/\/www.optimalways.com\/wp-content\/uploads\/2024\/12\/optimal-ways.png","width":515,"height":110,"caption":"Optimal Ways"},"image":{"@id":"https:\/\/www.optimalways.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/optimal-ways\/"]},{"@type":"Person","@id":"https:\/\/www.optimalways.com\/en\/#\/schema\/person\/93b7bf070e34223a551aca246d6dbb75","name":"Paul Vaisseau","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/e7f2fc35b80c6fdc76d374d8eeb28ca0ed5c77feb6ae33e567a1e842c6b2f9da?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/e7f2fc35b80c6fdc76d374d8eeb28ca0ed5c77feb6ae33e567a1e842c6b2f9da?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/e7f2fc35b80c6fdc76d374d8eeb28ca0ed5c77feb6ae33e567a1e842c6b2f9da?s=96&d=mm&r=g","caption":"Paul Vaisseau"}}]}},"_links":{"self":[{"href":"https:\/\/www.optimalways.com\/en\/wp-json\/wp\/v2\/posts\/13990","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.optimalways.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.optimalways.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.optimalways.com\/en\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.optimalways.com\/en\/wp-json\/wp\/v2\/comments?post=13990"}],"version-history":[{"count":1,"href":"https:\/\/www.optimalways.com\/en\/wp-json\/wp\/v2\/posts\/13990\/revisions"}],"predecessor-version":[{"id":13993,"href":"https:\/\/www.optimalways.com\/en\/wp-json\/wp\/v2\/posts\/13990\/revisions\/13993"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.optimalways.com\/en\/wp-json\/wp\/v2\/media\/13991"}],"wp:attachment":[{"href":"https:\/\/www.optimalways.com\/en\/wp-json\/wp\/v2\/media?parent=13990"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.optimalways.com\/en\/wp-json\/wp\/v2\/categories?post=13990"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.optimalways.com\/en\/wp-json\/wp\/v2\/tags?post=13990"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}