{"id":99,"date":"2022-08-11T10:45:36","date_gmt":"2022-08-11T10:45:36","guid":{"rendered":"https:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/"},"modified":"2022-08-15T08:37:11","modified_gmt":"2022-08-15T08:37:11","slug":"bid-shading-making-the-most-of-first-price-auctions","status":"publish","type":"page","link":"https:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/","title":{"rendered":"Bid Shading &#8211; Making the Most of First-Price Auctions"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>Bid shading,<\/strong> a practice used by programmatic bidders to eliminate the risk of overbidding in the realm of first-price auctions, is gaining traction in the programmatic industry. Before getting to know bid shading better, let\u2019s take a dive into a brief history of auction types in programmatic ad auctions.<\/p>\n\n\n\n<h2 class=\"wp-block-heading is-style-tape-blue\">Industrial Shift to First-Price Auctions<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In <a href=\"https:\/\/persona.ly\/glossary\/real-time-bidding\/the-basics-of-rtb\/\">RTB<\/a> (Real-Time Bidding), multiple <a href=\"https:\/\/persona.ly\/glossary\/real-time-bidding\/choosing-a-dsp\/\">DSPs<\/a> (demand-side platforms) compete to display an ad to a specific user on the publisher\u2019s inventory (i.e., ad space within an app or website). As essentially all major SSPs (supply-side platforms) operate with the CPM model, their direct interest is to sell the inventory at a higher price to maximize the publisher&#8217;s ad revenue (and, obviously, their share of it).\u00a0<br>For over a decade, all SSPs operated with the second-price auction model. In the second-price auction, a bidder would pay the price of the second-highest bid +$0.01.<br>This all began to change when SSPs started moving to the first-price auction model, where the highest bidder pays the full price of their bid. Google was the first to make the change to its entire inventory, and all exchanges followed suit within a couple of years.<\/p>\n\n\n<aside class=\"inline-cta\">\t<div class=\"lead lead--inline\">\n\t\t<p class=\"lead__title\">Looking for app growth opportunities?<\/p>\n\t\t<p class=\"lead__text\">Leave your email and we\u2019ll get back to you!<\/p>\n\t\t<form class=\"lead-form\" novalidate data-placement=\"inline\">\n\t\t\t<label class=\"screen-reader-text\" for=\"lead-email-1\">Work email<\/label>\n\t\t\t<input class=\"lead-form__email\" id=\"lead-email-1\" type=\"email\" name=\"email\" autocomplete=\"email\" placeholder=\"Enter your email\" required>\n\t\t\t<button class=\"button button--green lead-form__submit\" type=\"submit\">Get in touch<\/button>\n\t\t\t<p class=\"lead-form__error\" role=\"alert\" hidden>Please enter a valid email address.<\/p>\n\t\t<\/form>\n\t\t<p class=\"lead-form__thanks\" role=\"status\" hidden>Thank you for your interest! Our team will contact you with more details.<\/p>\n\t<\/div>\n\t<\/aside>\n\n\n\n<figure class=\"wp-block-image size-full is-style-framed\"><img loading=\"lazy\" decoding=\"async\" width=\"1382\" height=\"728\" src=\"https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2020\/10\/illustration_first_price_auction_1a.png\" alt=\"Illustration of first-price auction\" class=\"wp-image-65\" srcset=\"https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2020\/10\/illustration_first_price_auction_1a.png 1382w, https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2020\/10\/illustration_first_price_auction_1a-300x158.png 300w, https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2020\/10\/illustration_first_price_auction_1a-1024x539.png 1024w, https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2020\/10\/illustration_first_price_auction_1a-768x405.png 768w\" sizes=\"auto, (max-width: 1382px) 100vw, 1382px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">While publishers and SSPs are the direct beneficiaries in the chain from first-price auctions, the buyers (advertisers and DSPs) are forced to be more cost-aware and not \u201coverbid\u201d the market by too much.<br>These days, the vast majority of SSPs are running on a first-price auction model. This forces buyers to face the dilemma of how high they should bid to win the auction without overpaying above its market value. The industry shift made DSPs adjust to the current situation and develop solutions to make sure they pay exactly as much as needed to win the impression.<\/p>\n\n\n\n<h2 class=\"wp-block-heading is-style-tape-blue\">What Is Bid Shading?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Bid shading<\/em> is a practice used by programmatic bidders to predict the market price of auctions based on historical data and bid accordingly. By correcting your bid to be just high enough to win the auction, bid shading helps you avoid significant overpaying.\u00a0<br>Having access to the historical record of what amount was spent in the past for the same bid\u2014taking into consideration the app, placement, ad format, historical user data (for Android campaigns), and at what price the previous bids were lost\u2014the algorithm on the DSP side can decide how much to bid on the impression.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">The Essence of Bid Shading<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">To understand the essence of bid shading, imagine you need to take a bus that circulates once an hour.<br>Sometimes the bus arrives on time, but it can frequently arrive a few minutes earlier or later. If you miss the bus, you will have to wait an extra hour for the next one. At the same time, you don\u2019t want to be at the bus stop too early and waste precious time.\u00a0<br>Now, you have historical data that allows you to estimate how much earlier the bus can arrive, on average. Based on this historical data (that you painfully gathered showing up to the office an hour late), the natural thing to do is to arrive a couple of minutes earlier, just on time to catch the bus if it arrives before its scheduled time. And, worst case scenario, you\u2019ll end up waiting a few more minutes if it\u2019s running late.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-style-framed\"><img loading=\"lazy\" decoding=\"async\" width=\"1317\" height=\"430\" src=\"https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2022\/08\/Frame-144-1.png\" alt=\"bid shading in programmatic\" class=\"wp-image-98\" srcset=\"https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2022\/08\/Frame-144-1.png 1317w, https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2022\/08\/Frame-144-1-300x98.png 300w, https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2022\/08\/Frame-144-1-1024x334.png 1024w, https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2022\/08\/Frame-144-1-768x251.png 768w\" sizes=\"auto, (max-width: 1317px) 100vw, 1317px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Internally, we call this bus-shading. And no, it\u2019s not weird that we obsess over industry terms and let it leak into our commute considerations\u2014you don\u2019t have to be so judgemental.<br>Bid shading works in the same way: The algorithm is adjusted to win the auction and helps advertisers avoid overpaying for the impression.<\/p>\n\n\n\n<div class=\"wp-block-group is-style-note\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"note-title wp-block-paragraph\"><strong>Taking Bid Shading Further<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Smart players take bid shading even further. Combining machine learning capabilities, unattributed first-party data analysis, historical data from\u00a0the\u00a0a\u00a0DMP, and data received from SSPs, DSPs predict the LTV of a user. This allows them to adjust the bid price in real-time based on the perceived value of the user and how high the ROAS will be for the user.<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">As such, DSPs can identify which users are likely to fit the \u201cperfect\u201d user criteria and bid higher while bidding lower on those who are still relevant but bring lower LTV.<\/p>\n\n\n\n<h2 class=\"wp-block-heading is-style-tape-blue\">Who Benefits from Bid Shading?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Among DSPs, only a few of the most sophisticated players can actually claim that they\u2019ve implemented bid shading in their toolkit. These are the players who have gathered sufficient data throughout years of extensive work and research, armed with machine learning capabilities and having access to major data points needed to build high-probability prediction models.<\/p>\n\n\n\n<div class=\"wp-block-group is-style-note-blue\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"note-title wp-block-paragraph\"><strong>Making the Most of Bid Shading<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Most savvy advertisers working directly with major <em>ML-driven DSPs<\/em>, like Persona.ly, gain the most from using the technology as their spend per acquired\/retargeted user decreases while the ROAS increases.<\/p>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Bid shading, a practice used by programmatic bidders to eliminate the risk of overbidding in the realm of first-price auctions, is gaining traction in the programmatic industry. Before getting to know bid shading better, let\u2019s take a dive into a brief history of auction types in programmatic ad auctions. Industrial Shift to First-Price Auctions In [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":9,"menu_order":1,"comment_status":"closed","ping_status":"closed","template":"","meta":{"gl_intro":"","gl_hero_image":0,"gl_subtitle":"","gl_icon":0,"gl_bullet":0,"gl_terms":"bid shading","gl_related":[],"gl_sidebar_items":"[{\"type\":\"cta\"}]","gl_autolink_off":false,"gl_hidden":false,"footnotes":""},"class_list":["post-99","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Bid Shading - Making the Most of First-Price Auctions - The UA Glossary - Persona.ly<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Bid Shading - Making the Most of First-Price Auctions - The UA Glossary - Persona.ly\" \/>\n<meta property=\"og:description\" content=\"Bid shading, a practice used by programmatic bidders to eliminate the risk of overbidding in the realm of first-price auctions, is gaining traction in the programmatic industry. Before getting to know bid shading better, let\u2019s take a dive into a brief history of auction types in programmatic ad auctions. Industrial Shift to First-Price Auctions In [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/\" \/>\n<meta property=\"og:site_name\" content=\"The UA Glossary - Persona.ly\" \/>\n<meta property=\"article:modified_time\" content=\"2022-08-15T08:37:11+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2020\/10\/illustration_first_price_auction_1a.png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/real-time-bidding\\\/bid-shading-making-the-most-of-first-price-auctions\\\/\",\"url\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/real-time-bidding\\\/bid-shading-making-the-most-of-first-price-auctions\\\/\",\"name\":\"Bid Shading - Making the Most of First-Price Auctions - The UA Glossary - Persona.ly\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/real-time-bidding\\\/bid-shading-making-the-most-of-first-price-auctions\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/real-time-bidding\\\/bid-shading-making-the-most-of-first-price-auctions\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/wp-content\\\/uploads\\\/2020\\\/10\\\/illustration_first_price_auction_1a.png\",\"datePublished\":\"2022-08-11T10:45:36+00:00\",\"dateModified\":\"2022-08-15T08:37:11+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/real-time-bidding\\\/bid-shading-making-the-most-of-first-price-auctions\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/persona.ly\\\/glossary\\\/real-time-bidding\\\/bid-shading-making-the-most-of-first-price-auctions\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/real-time-bidding\\\/bid-shading-making-the-most-of-first-price-auctions\\\/#primaryimage\",\"url\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/wp-content\\\/uploads\\\/2020\\\/10\\\/illustration_first_price_auction_1a.png\",\"contentUrl\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/wp-content\\\/uploads\\\/2020\\\/10\\\/illustration_first_price_auction_1a.png\",\"width\":1382,\"height\":728,\"caption\":\"Illustration of first-price auction\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/real-time-bidding\\\/bid-shading-making-the-most-of-first-price-auctions\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Real-time bidding\",\"item\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/real-time-bidding\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Bid Shading &#8211; Making the Most of First-Price Auctions\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/#website\",\"url\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/\",\"name\":\"The UA Glossary - Persona.ly\",\"description\":\"Programmatic, attribution and retargeting, explained simply\",\"publisher\":{\"@id\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/#organization\",\"name\":\"Persona.ly\",\"url\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/wp-content\\\/uploads\\\/2020\\\/02\\\/logo.png\",\"contentUrl\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/wp-content\\\/uploads\\\/2020\\\/02\\\/logo.png\",\"width\":32,\"height\":32,\"caption\":\"Persona.ly\"},\"image\":{\"@id\":\"https:\\\/\\\/persona.ly\\\/glossary\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Bid Shading - Making the Most of First-Price Auctions - The UA Glossary - Persona.ly","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:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/","og_locale":"en_US","og_type":"article","og_title":"Bid Shading - Making the Most of First-Price Auctions - The UA Glossary - Persona.ly","og_description":"Bid shading, a practice used by programmatic bidders to eliminate the risk of overbidding in the realm of first-price auctions, is gaining traction in the programmatic industry. Before getting to know bid shading better, let\u2019s take a dive into a brief history of auction types in programmatic ad auctions. Industrial Shift to First-Price Auctions In [&hellip;]","og_url":"https:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/","og_site_name":"The UA Glossary - Persona.ly","article_modified_time":"2022-08-15T08:37:11+00:00","og_image":[{"url":"https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2020\/10\/illustration_first_price_auction_1a.png","type":"","width":"","height":""}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/","url":"https:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/","name":"Bid Shading - Making the Most of First-Price Auctions - The UA Glossary - Persona.ly","isPartOf":{"@id":"https:\/\/persona.ly\/glossary\/#website"},"primaryImageOfPage":{"@id":"https:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/#primaryimage"},"image":{"@id":"https:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/#primaryimage"},"thumbnailUrl":"https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2020\/10\/illustration_first_price_auction_1a.png","datePublished":"2022-08-11T10:45:36+00:00","dateModified":"2022-08-15T08:37:11+00:00","breadcrumb":{"@id":"https:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/#primaryimage","url":"https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2020\/10\/illustration_first_price_auction_1a.png","contentUrl":"https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2020\/10\/illustration_first_price_auction_1a.png","width":1382,"height":728,"caption":"Illustration of first-price auction"},{"@type":"BreadcrumbList","@id":"https:\/\/persona.ly\/glossary\/real-time-bidding\/bid-shading-making-the-most-of-first-price-auctions\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/persona.ly\/glossary\/"},{"@type":"ListItem","position":2,"name":"Real-time bidding","item":"https:\/\/persona.ly\/glossary\/real-time-bidding\/"},{"@type":"ListItem","position":3,"name":"Bid Shading &#8211; Making the Most of First-Price Auctions"}]},{"@type":"WebSite","@id":"https:\/\/persona.ly\/glossary\/#website","url":"https:\/\/persona.ly\/glossary\/","name":"The UA Glossary - Persona.ly","description":"Programmatic, attribution and retargeting, explained simply","publisher":{"@id":"https:\/\/persona.ly\/glossary\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/persona.ly\/glossary\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/persona.ly\/glossary\/#organization","name":"Persona.ly","url":"https:\/\/persona.ly\/glossary\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/persona.ly\/glossary\/#\/schema\/logo\/image\/","url":"https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2020\/02\/logo.png","contentUrl":"https:\/\/persona.ly\/glossary\/wp-content\/uploads\/2020\/02\/logo.png","width":32,"height":32,"caption":"Persona.ly"},"image":{"@id":"https:\/\/persona.ly\/glossary\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/persona.ly\/glossary\/wp-json\/wp\/v2\/pages\/99","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/persona.ly\/glossary\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/persona.ly\/glossary\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/persona.ly\/glossary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/persona.ly\/glossary\/wp-json\/wp\/v2\/comments?post=99"}],"version-history":[{"count":0,"href":"https:\/\/persona.ly\/glossary\/wp-json\/wp\/v2\/pages\/99\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/persona.ly\/glossary\/wp-json\/wp\/v2\/pages\/9"}],"wp:attachment":[{"href":"https:\/\/persona.ly\/glossary\/wp-json\/wp\/v2\/media?parent=99"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}