{"id":12900,"date":"2023-03-04T09:16:49","date_gmt":"2023-03-04T14:16:49","guid":{"rendered":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/?p=12900"},"modified":"2023-03-04T09:16:49","modified_gmt":"2023-03-04T14:16:49","slug":"the-complex-data-models-behind-shopifys-tax-insights-feature","status":"publish","type":"post","link":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/the-complex-data-models-behind-shopifys-tax-insights-feature\/12900\/","title":{"rendered":"The Complex Data Models Behind Shopify&#8217;s Tax Insights Feature"},"content":{"rendered":"Originally published in Shopify Engineering, Feb 8, 2023. A business\u2019s taxes can be difficult to manage, especially in the United States. Tax laws are complicated and vary state-to-state, city-to-city, and product-to-product, further adding to the complexity. When merchants start their businesses or as their businesses grow, it\u2019s a challenge to figure out when they\u2019re liable for sales tax\u2014or when they have nexus. In 2018, the U.S. Supreme Court overturned a longstanding law that only required retailers to collect and remit sales tax if they had a physical presence in a state. Now, most states require out-of-state businesses to <a href=\"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/the-complex-data-models-behind-shopifys-tax-insights-feature\/12900\/\" class=\"more-link\">(more&hellip;)<\/a>","protected":false},"excerpt":{"rendered":"<p>Originally published in Shopify Engineering, Feb 8, 2023. A business\u2019s taxes can be difficult to manage, especially in the United States. Tax laws are complicated and vary state-to-state, city-to-city, and product-to-product, further adding to the complexity. When merchants start their businesses or as their businesses grow, it\u2019s a challenge to figure out when they\u2019re liable [&hellip;]<\/p>\n","protected":false},"author":72,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[11,48],"tags":[879,368,1281,243,8],"class_list":["post-12900","post","type-post","status-publish","format-standard","hentry","category-industry-news","category-left-hand","tag-ai","tag-artificial-intelligence","tag-data-models","tag-machine-learning","tag-predictive-analytics"],"_links":{"self":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/12900","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\/72"}],"replies":[{"embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/comments?post=12900"}],"version-history":[{"count":1,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/12900\/revisions"}],"predecessor-version":[{"id":12901,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/12900\/revisions\/12901"}],"wp:attachment":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/media?parent=12900"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/categories?post=12900"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/tags?post=12900"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}