{"id":8923,"date":"2026-03-23T06:28:32","date_gmt":"2026-03-23T06:28:32","guid":{"rendered":"https:\/\/www.aiproblog.com\/index.php\/2026\/03\/23\/safely-deploying-ml-models-to-production-four-controlled-strategies-a-b-canary-interleaved-shadow-testing-marktechpost\/"},"modified":"2026-03-23T06:28:32","modified_gmt":"2026-03-23T06:28:32","slug":"safely-deploying-ml-models-to-production-four-controlled-strategies-a-b-canary-interleaved-shadow-testing-marktechpost","status":"publish","type":"post","link":"https:\/\/www.aiproblog.com\/index.php\/2026\/03\/23\/safely-deploying-ml-models-to-production-four-controlled-strategies-a-b-canary-interleaved-shadow-testing-marktechpost\/","title":{"rendered":"Safely Deploying ML Models to Production: Four Controlled Strategies (A\/B, Canary, Interleaved, Shadow Testing) &#8211; MarkTechPost"},"content":{"rendered":"<p>Author: <\/p>\n<div><a href=\"https:\/\/news.google.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?oc=5\" target=\"_blank\" rel=\"noopener\">Safely Deploying ML Models to Production: Four Controlled Strategies (A\/B, Canary, Interleaved, Shadow Testing)<\/a>\u00a0\u00a0<font color=\"#6f6f6f\">MarkTechPost<\/font><\/div>\n<p><a href=\"https:\/\/news.google.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?oc=5&#038;hl=en-US&#038;gl=US&#038;ceid=US:en\">Go to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Author: Safely Deploying ML Models to Production: Four Controlled Strategies (A\/B, Canary, Interleaved, Shadow Testing)\u00a0\u00a0MarkTechPost Go to Source<\/p>\n","protected":false},"author":1,"featured_media":469,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[24],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/8923"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=8923"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/8923\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/463"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=8923"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=8923"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=8923"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}