{"id":18294,"date":"2020-05-08T09:23:42","date_gmt":"2020-05-08T15:23:42","guid":{"rendered":"https:\/\/www.fullcontact.com\/?p=18294"},"modified":"2025-01-06T04:29:57","modified_gmt":"2025-01-06T11:29:57","slug":"resolve-building-the-identity-resolution-engine","status":"publish","type":"post","link":"https:\/\/www.fullcontact.com\/blog\/engineering\/resolve-building-the-identity-resolution-engine\/","title":{"rendered":"Resolve: Building the Identity Resolution Engine"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">The following is the start of a multi-part series offering a glimpse of the behind-the-scenes advancements we achieved to deliver our Resolve API. The series, while technical in nature, will span from security to performant APIs, but by staying at a high level caters more towards the technical and product leaders. The series will tee up some deeper dives for future posts written by our engineers and hence more technical in nature for the salivating engineer. I hope you enjoy reading about our journey as we strive to become the recognized leader in Identity Resolution.<\/span><\/p>\n<h2>Part 1: Birth of an Identity Graph<\/h2>\n<p><span style=\"font-weight: 400;\">When we first started FullContact, our mission was to solve the world\u2019s Contact Problem by providing the \u201cone-stop-shop\u201d for personalized contact management. We wanted to make the Rolodex obsolete. This new world needed a digitized Address Book to simplify the portability and accessibility of the people in our daily lives. FullContact created a tool that allowed me as a consumer to connect to all the platforms where I had connections to people and load them into a single view.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The first major challenge we faced was how to reconcile all the duplicated people in our own address books. There really wasn\u2019t one true and holistic representation of my friends and family when I connected my Gmail, phone, Twitter, and whatever other social platforms I used. Each person came in as a partial view of their identity &#8212; my iPhone provided names and phone numbers; my social accounts provided names, usernames, and sometimes photos; my work Gmail showed a view into my business contacts &#8212; providing emails, names and company information, and it goes on. Not only did we have fragmented views of a person, but the data wasn\u2019t always clean or consistent. Personalized names, nicknames, and manually entered details easily confused our systems that were meant to organize the data. It quickly became clear that there was a need for something more robust and sophisticated than our basic \u2018exact\/fuzzy matching\u2019 logic.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">As we embarked on creating a feature called \u201cDe-deduplication\u201d to reign in the chaos of messy contacts, we serendipitously gave birth to our <a href=\"https:\/\/www.fullcontact.com\/identity-graph\/\">Identity Graph<\/a> which would go on to become FullContact\u2019s <\/span><span style=\"font-weight: 400;\">patented cornerstone<\/span><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nine years later, our journey has led us to a place where our <a href=\"https:\/\/www.fullcontact.com\/identity-resolution\/\">Identity Resolution<\/a> capabilities differentiate us from the competition. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">The Identity Graph:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">is fast, dynamic, and fluid in the data it streams<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">works at parity between both API and Batch<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">is accurate, powering Identity Verification solutions<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">spans from terrestrial to digital spheres, and everything in between<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">can be completely rebuilt from scratch in mere hours<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">And as of Mid April 2020, we have productized it and named it <a href=\"https:\/\/www.fullcontact.com\/products\/resolve\/\">Resolve<\/a>.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-18300\" src=\"https:\/\/www.fullcontact.com\/wp-content\/uploads\/2020\/05\/fc-identity-graph-300x271.png\" alt=\"\" width=\"300\" height=\"271\" srcset=\"https:\/\/www.fullcontact.com\/wp-content\/uploads\/2020\/05\/fc-identity-graph-300x271.png 300w, https:\/\/www.fullcontact.com\/wp-content\/uploads\/2020\/05\/fc-identity-graph-768x694.png 768w, https:\/\/www.fullcontact.com\/wp-content\/uploads\/2020\/05\/fc-identity-graph.png 850w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">In short, Resolve allows you as a customer to load up your contact fragments, from one or more data sources, and when embedded in your person-oriented workflows, it provides insight into who your customers are as they interact with your company.\u00a0<\/span><\/p>\n<h2>New Ingredients for an Identity Graph<\/h2>\n<p><span style=\"font-weight: 400;\">Resolve begins with just a slice of an identity. Depending on the use case and workflow, it may be through a call center and thus a phone number, or an email written to customer support about a problem, or your lists of marketing leads that include duplicates, requiring cleanup and consolidation. All of these are valid and real-world ways people interact with brands (directly and indirectly), and each brings its own flavor of input fields, volume of requests, and timeliness requirements for fulfilling requests.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To support a wide range of use cases where the requirements are so varied, we aimed to create a broad and flexible product. Historically we dealt in the Online and Offline worlds, but as part of Resolve, we wanted to further bridge into the digital world, where Cookies and <a href=\"https:\/\/www.fullcontact.com\/maids\/\">Mobile Ad IDs (MAIDs)<\/a> rule. We added MAIDs into our Identity Graph to span these classes of identity:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Offline World of Name \/ Address<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Online World of Email and Social<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Digital World of MAIDs and Cookie<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Having expanded into the digital realm we can now offer assistance on web and mobile platforms, equipping our customers with tools to offer more genuine and less disjointed Customer Experiences.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If adding digital capabilities was not enough, we actually took it one step further in our Resolve API. We enabled our customers and partners to securely connect their own fragments of identities to our graph. This activates further insight into the workflows of our partners and customers by conceptually creating a private cloud.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In <a href=\"https:\/\/www.fullcontact.com\/blog\/2020\/05\/15\/resolve-building-the-identity-resolution-engine-part-2\/\">the second post<\/a>, we talk about the thought process that we put into defining our IDs from both ease of use and baked in security principles. <\/span><span style=\"font-weight: 400;\"><a href=\"https:\/\/www.fullcontact.com\/blog\/2020\/05\/22\/resolve-building-the-identity-resolution-engine-part-3\/\">The third post in the series <\/a>focuses on building customer trust through security capabilities, and <a href=\"https:\/\/www.fullcontact.com\/blog\/2020\/05\/29\/resolve-building-the-identity-resolution-engine-part-4\/\">the final post<\/a> covers being API-first and choosing our bedrock. Enjoy!\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The following is the start of a multi-part series offering a glimpse of the behind-the-scenes advancements we achieved to deliver our Resolve API. The series, while technical in nature, will span from security to performant APIs, but by staying at a high level caters more towards the technical and product leaders. The series will tee [&hellip;]<\/p>\n","protected":false},"author":42,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_improvement_type_select":"improve_an_existing","_thumb_yes_seoaic":false,"_frame_yes_seoaic":false,"seoaic_generate_description":"","seoaic_improve_instructions_prompt":"","seoaic_rollback_content_improvement":"","seoaic_idea_thumbnail_generator":"","thumbnail_generated":false,"thumbnail_generate_prompt":"","seoaic_article_description":"","seoaic_article_subtitles":[],"footnotes":""},"categories":[679,656],"tags":[720,674,75,478,50],"class_list":["post-18294","post","type-post","status-publish","format-standard","hentry","category-resolve","category-engineering","tag-unifying-data","tag-resolve","tag-api-challenge","tag-identity-graph","tag-api"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.1 (Yoast SEO v27.1.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Resolve: Building the Identity Resolution Engine | FullContact<\/title>\n<meta name=\"description\" content=\"The following is the start of a multi-part series offering a glimpse of the behind-the-scenes advancements we achieved to deliver our Resolve API. The\" \/>\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.fullcontact.com\/blog\/engineering\/resolve-building-the-identity-resolution-engine\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Resolve: Building the Identity Resolution Engine\" \/>\n<meta property=\"og:description\" content=\"The following is the start of a multi-part series offering a glimpse of the behind-the-scenes advancements we achieved to deliver our Resolve API.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.fullcontact.com\/blog\/engineering\/resolve-building-the-identity-resolution-engine\/\" \/>\n<meta property=\"og:site_name\" content=\"FullContact\" \/>\n<meta property=\"article:published_time\" content=\"2020-05-08T15:23:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-01-06T11:29:57+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.fullcontact.com\/wp-content\/uploads\/2020\/05\/engineering-resolve-li.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Ken Michie\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Resolve: Building the Identity Resolution Engine\" \/>\n<meta name=\"twitter:description\" content=\"The following is the start of a multi-part series offering a glimpse of the behind-the-scenes advancements we achieved to deliver our Resolve API.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/www.fullcontact.com\/wp-content\/uploads\/2020\/05\/engineering-resolve-tw.png\" \/>\n<meta name=\"twitter:creator\" content=\"@fullcontact\" \/>\n<meta name=\"twitter:site\" content=\"@fullcontact\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ken Michie\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.fullcontact.com\/blog\/engineering\/resolve-building-the-identity-resolution-engine\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.fullcontact.com\/blog\/engineering\/resolve-building-the-identity-resolution-engine\/\"},\"author\":{\"name\":\"Ken Michie\",\"@id\":\"https:\/\/www.fullcontact.com\/#\/schema\/person\/763f69f799a4cd2a2188fea684c3f337\"},\"headline\":\"Resolve: Building the Identity Resolution Engine\",\"datePublished\":\"2020-05-08T15:23:42+00:00\",\"dateModified\":\"2025-01-06T11:29:57+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.fullcontact.com\/blog\/engineering\/resolve-building-the-identity-resolution-engine\/\"},\"wordCount\":809,\"publisher\":{\"@id\":\"https:\/\/www.fullcontact.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.fullcontact.com\/blog\/engineering\/resolve-building-the-identity-resolution-engine\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.fullcontact.com\/wp-content\/uploads\/2020\/05\/fc-identity-graph-300x271.png\",\"keywords\":[\"Unifying data\",\"Resolve\",\"api challenge\",\"identity graph\",\"API\"],\"articleSection\":[\"Resolve\",\"Engineering\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.fullcontact.com\/blog\/engineering\/resolve-building-the-identity-resolution-engine\/\",\"url\":\"https:\/\/www.fullcontact.com\/blog\/engineering\/resolve-building-the-identity-resolution-engine\/\",\"name\":\"Resolve: Building the Identity Resolution Engine | FullContact\",\"isPartOf\":{\"@id\":\"https:\/\/www.fullcontact.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.fullcontact.com\/blog\/engineering\/resolve-building-the-identity-resolution-engine\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.fullcontact.com\/blog\/engineering\/resolve-building-the-identity-resolution-engine\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.fullcontact.com\/wp-content\/uploads\/2020\/05\/fc-identity-graph-300x271.png\",\"datePublished\":\"2020-05-08T15:23:42+00:00\",\"dateModified\":\"2025-01-06T11:29:57+00:00\",\"description\":\"The following is the start of a multi-part series offering a glimpse of the behind-the-scenes advancements we achieved to deliver our Resolve API. 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