{"id":14118,"date":"2026-03-18T03:52:07","date_gmt":"2026-03-18T07:52:07","guid":{"rendered":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/?p=14118"},"modified":"2026-03-18T03:52:27","modified_gmt":"2026-03-18T07:52:27","slug":"how-instacart-uses-machine-learning-to-suggest-replacements-for-out-of-stock-products","status":"publish","type":"post","link":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/how-instacart-uses-machine-learning-to-suggest-replacements-for-out-of-stock-products\/14118\/","title":{"rendered":"How Instacart Uses Machine Learning to Suggest Replacements for Out-of-Stock Products"},"content":{"rendered":"Originally published in\u00a0tech-at-instacart Key contributors: Sharath Rao Karikurve, Jagannath Putrevu, Haixun Wang, Allan Stewart and Weian Sheng Imagine this: You\u2019re at home, preparing to rely on Instacart for your grocery delivery. You\u2019ve carefully chosen each item, but then you\u2019re notified that some products might not be in stock at the store. That\u2019s where Instacart\u2019s machine learning model steps in, facing the challenge of accurately predicting suitable replacements that match your preferences. This blog post will explore the complex challenges Instacart overcomes in building a robust replacement recommendation model and the innovative solutions implemented to ensure smooth and satisfactory <a href=\"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/how-instacart-uses-machine-learning-to-suggest-replacements-for-out-of-stock-products\/14118\/\" class=\"more-link\">(more&hellip;)<\/a>","protected":false},"excerpt":{"rendered":"<p>Originally published in\u00a0tech-at-instacart Key contributors: Sharath Rao Karikurve, Jagannath Putrevu, Haixun Wang, Allan Stewart and Weian Sheng Imagine this: You\u2019re at home, preparing to rely on Instacart for your grocery delivery. You\u2019ve carefully chosen each item, but then you\u2019re notified that some products might not be in stock at the store. That\u2019s where Instacart\u2019s machine [&hellip;]<\/p>\n","protected":false},"author":13468,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[11,48],"tags":[],"class_list":["post-14118","post","type-post","status-publish","format-standard","hentry","category-industry-news","category-left-hand"],"_links":{"self":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/14118","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/users\/13468"}],"replies":[{"embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/comments?post=14118"}],"version-history":[{"count":13,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/14118\/revisions"}],"predecessor-version":[{"id":14142,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/14118\/revisions\/14142"}],"wp:attachment":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/media?parent=14118"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/categories?post=14118"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/tags?post=14118"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}