{"id":476672,"date":"2023-08-09T07:31:20","date_gmt":"2023-08-09T07:31:20","guid":{"rendered":""},"modified":"2023-09-05T11:13:12","modified_gmt":"2023-09-05T11:13:12","slug":"data-mesh","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/data-mesh\/","title":{"rendered":"\u0921\u0947\u091f\u093e \u091c\u093e\u0932"},"content":{"rendered":"<p>\u0921\u0947\u091f\u093e \u092e\u0947\u0936 \u0921\u0947\u091f\u093e \u0915\u094b \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u0930\u0928\u0947 \u0915\u093e \u090f\u0915 \u0928\u092f\u093e \u0924\u0930\u0940\u0915\u093e \u0939\u0948 \u091c\u094b \u0921\u0947\u091f\u093e \u0921\u094b\u092e\u0947\u0928 \u0915\u0947 \u0935\u093f\u0915\u0947\u0902\u0926\u094d\u0930\u0940\u0915\u0930\u0923 \u092a\u0930 \u0905\u0927\u093f\u0915 \u091c\u094b\u0930 \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0907\u0938 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\u0924\u093e\u0932\u093f\u0915\u093e \u0909\u0928\u0915\u0947 \u092e\u0941\u0916\u094d\u092f \u0905\u0902\u0924\u0930\u094b\u0902 \u0915\u094b \u0926\u0930\u094d\u0936\u093e\u0924\u0940 \u0939\u0948:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0905\u0935\u0927\u093e\u0930\u0923\u093e<\/th>\n<th>\u0915\u0947\u0902\u0926\u094d\u0930\u0940\u0915\u0943\u0924\/\u0935\u093f\u0915\u0947\u0902\u0926\u094d\u0930\u0940\u0915\u0943\u0924<\/th>\n<th>\u0921\u0947\u091f\u093e \u0938\u094d\u0935\u093e\u092e\u093f\u0924\u094d\u0935<\/th>\n<th>\u0905\u0928\u0941\u092e\u093e\u092a\u0915\u0924\u093e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0921\u0947\u091f\u093e \u091c\u093e\u0932<\/td>\n<td>\u0935\u093f\u0915\u0947\u0928\u094d\u0926\u094d\u0930\u0940\u0915\u0943\u0924<\/td>\n<td>\u091f\u0940\u092e\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u0924\u0930\u093f\u0924<\/td>\n<td>\u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u092e\u093e\u092a\u0928\u0940\u092f<\/td>\n<\/tr>\n<tr>\n<td>\u0921\u0947\u091f\u093e \u0932\u0947\u0915<\/td>\n<td>\u0915\u0947\u0902\u0926\u094d\u0930\u0940\u0915\u0943\u0924<\/td>\n<td>\u090f\u0915\u0932 \u091f\u0940\u092e \u0938\u094d\u0935\u093e\u092e\u093f\u0924\u094d\u0935<\/td>\n<td>\u0938\u094d\u0915\u0947\u0932\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u090f\u0915 \u091a\u0941\u0928\u094c\u0924\u0940 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948<\/td>\n<\/tr>\n<tr>\n<td>\u0921\u0947\u091f\u093e \u0935\u0947\u092f\u0930\u0939\u093e\u0909\u0938<\/td>\n<td>\u0915\u0947\u0902\u0926\u094d\u0930\u0940\u0915\u0943\u0924<\/td>\n<td>\u090f\u0915\u0932 \u091f\u0940\u092e \u0938\u094d\u0935\u093e\u092e\u093f\u0924\u094d\u0935<\/td>\n<td>\u0938\u094d\u0915\u0947\u0932\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u090f\u0915 \u091a\u0941\u0928\u094c\u0924\u0940 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948<\/td>\n<\/tr>\n<tr>\n<td>\u0921\u0947\u091f\u093e \u0939\u092c<\/td>\n<td>\u0915\u0947\u0902\u0926\u094d\u0930\u0940\u0915\u0943\u0924<\/td>\n<td>\u090f\u0915\u0932 \u091f\u0940\u092e \u0938\u094d\u0935\u093e\u092e\u093f\u0924\u094d\u0935<\/td>\n<td>\u092e\u0927\u094d\u092f\u092e \u092e\u093e\u092a\u0928\u0940\u092f\u0924\u093e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0921\u0947\u091f\u093e \u092e\u0947\u0936 \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0940 \u0938\u0902\u092d\u093e\u0935\u0928\u093e\u090f\u0902<\/h2>\n<p>\u0921\u0947\u091f\u093e \u092e\u0947\u0936 \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f \u0906\u0936\u093e\u091c\u0928\u0915 \u0932\u0917 \u0930\u0939\u093e \u0939\u0948 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u091c\u093c\u094d\u092f\u093e\u0926\u093e\u0924\u0930 \u0938\u0902\u0917\u0920\u0928 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0921\u0947\u091f\u093e \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u0940 \u0938\u0940\u092e\u093e\u0913\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928 \u0930\u0939\u0947 \u0939\u0948\u0902\u0964 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e \u0914\u0930 \u091c\u091f\u093f\u0932 \u0921\u0947\u091f\u093e \u092a\u093e\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u0915\u0940 \u0924\u0902\u0924\u094d\u0930 \u0915\u0947 \u0909\u0926\u092f \u0915\u0947 \u0938\u093e\u0925, \u0921\u0947\u091f\u093e \u092e\u0947\u0936 \u0915\u093e \u0935\u093f\u0915\u0947\u0902\u0926\u094d\u0930\u0940\u0915\u0943\u0924 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u090f\u0915 \u0910\u0938\u093e \u0938\u092e\u093e\u0927\u093e\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u094b \u0909\u092d\u0930\u0924\u0947 \u0939\u0941\u090f \u0935\u094d\u092f\u093e\u0935\u0938\u093e\u092f\u093f\u0915 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u0930\u0947\u0916\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u0907\u0938\u0915\u0947 \u0905\u0932\u093e\u0935\u093e, \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u0940 \u092e\u0947\u0902 \u092a\u094d\u0930\u0917\u0924\u093f \u0915\u0947 \u0938\u093e\u0925, \u0921\u0947\u091f\u093e \u092e\u0947\u0936 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0909\u092a\u0915\u0930\u0923 \u0905\u0927\u093f\u0915 \u092a\u094d\u0930\u091a\u0932\u093f\u0924 \u0939\u094b \u0930\u0939\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0907\u0938\u0915\u0947 \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0902 \u0914\u0930 \u0935\u0943\u0926\u094d\u0927\u093f \u0939\u094b \u0930\u0939\u0940 \u0939\u0948\u0964 \u092f\u0947 \u0909\u092a\u0915\u0930\u0923 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u091f\u0940\u092e\u094b\u0902 \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0909\u0924\u094d\u092a\u093e\u0926\u094b\u0902 \u0915\u094b \u092c\u0928\u093e\u0928\u0947 \u0914\u0930 \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0938\u0930\u0932 \u092c\u0928\u093e\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<h2>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0914\u0930 \u0921\u0947\u091f\u093e \u092e\u0947\u0936<\/h2>\n<p>\u0921\u0947\u091f\u093e \u092e\u0947\u0936 \u0915\u0947 \u0938\u0902\u0926\u0930\u094d\u092d \u092e\u0947\u0902, \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0921\u0947\u091f\u093e \u0909\u0924\u094d\u092a\u093e\u0926\u094b\u0902 \u092f\u093e \u0921\u094b\u092e\u0947\u0928 \u0915\u0947 \u092c\u0940\u091a \u0921\u0947\u091f\u093e \u090f\u0915\u094d\u0938\u0947\u0938 \u0914\u0930 \u0938\u0902\u091a\u093e\u0930 \u0915\u094b \u0938\u0941\u0935\u093f\u0927\u093e\u091c\u0928\u0915 \u092c\u0928\u093e\u0928\u0947 \u092e\u0947\u0902 \u090f\u0915 \u0906\u0935\u0936\u094d\u092f\u0915 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u091a\u0942\u0902\u0915\u093f \u0921\u0947\u091f\u093e \u092e\u0947\u0936 \u092e\u0947\u0902 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u091f\u0940\u092e\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u0924\u0930\u093f\u0924 \u0921\u0947\u091f\u093e \u0909\u0924\u094d\u092a\u093e\u0926 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902, \u0907\u0938\u0932\u093f\u090f \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u092e\u0927\u094d\u092f\u0938\u094d\u0925 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u093e\u092e \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0914\u0930 \u0915\u0941\u0936\u0932 \u0921\u0947\u091f\u093e \u090f\u0915\u094d\u0938\u091a\u0947\u0902\u091c \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u092f\u0926\u093f \u0915\u094b\u0908 \u091f\u0940\u092e \u0915\u093f\u0938\u0940 \u0905\u0928\u094d\u092f \u0921\u094b\u092e\u0947\u0928 \u0938\u0947 \u0921\u0947\u091f\u093e \u090f\u0915\u094d\u0938\u0947\u0938 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u0924\u0940 \u0939\u0948, \u0924\u094b \u0935\u0947 \u0921\u0947\u091f\u093e \u0909\u0924\u094d\u092a\u093e\u0926 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0940\u0927\u0947 \u0938\u0902\u092a\u0930\u094d\u0915 \u0915\u093f\u090f \u092c\u093f\u0928\u093e \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0910\u0938\u093e \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0907\u0938\u0938\u0947 \u0921\u0947\u091f\u093e \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u092a\u094d\u0930\u0936\u093e\u0938\u0928 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0921\u0947\u091f\u093e \u090f\u0915\u094d\u0938\u0947\u0938 \u0915\u094b \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u093f\u0924 \u0914\u0930 \u0932\u0949\u0917 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<h2>\u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n<p>\u0921\u0947\u091f\u093e \u092e\u0947\u0936 \u0915\u094b \u0914\u0930 \u0905\u0927\u093f\u0915 \u0938\u092e\u091d\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u0940 \u0905\u0928\u0941\u0936\u0902\u0938\u093e \u0915\u0940 \u091c\u093e\u0924\u0940 \u0939\u0948:<\/p>\n<ol>\n<li><a href=\"https:\/\/martinfowler.com\/articles\/data-mesh-principles.html\" target=\"_new\" rel=\"noopener nofollow\">\u0921\u0947\u091f\u093e \u092e\u0947\u0936: \u090f\u0915 \u0928\u090f \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0924\u093f\u092e\u093e\u0928 \u0915\u0940 \u0913\u0930<\/a><\/li>\n<li><a href=\"https:\/\/www.thoughtworks.com\/insights\/blog\/introducing-data-mesh\" target=\"_new\" rel=\"noopener nofollow\">\u0921\u0947\u091f\u093e \u092e\u0947\u0936 \u0915\u093e \u092a\u0930\u093f\u091a\u092f<\/a><\/li>\n<li><a href=\"https:\/\/www.turing.com\/blog\/data-mesh-explained\/\" target=\"_new\" rel=\"noopener nofollow\">\u0921\u0947\u091f\u093e \u092e\u0947\u0936 \u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e<\/a><\/li>\n<li><a href=\"https:\/\/datameshlearning.com\/\" target=\"_new\" rel=\"noopener nofollow\">\u0921\u0947\u091f\u093e \u092e\u0947\u0936 \u0932\u0930\u094d\u0928\u093f\u0902\u0917<\/a><\/li>\n<\/ol>\n<p>\u092f\u0939 \u0921\u0947\u091f\u093e \u092e\u0947\u0936 \u0915\u0940 \u0905\u0935\u0927\u093e\u0930\u0923\u093e \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0939\u092e\u093e\u0930\u0947 \u0935\u094d\u092f\u093e\u092a\u0915 \u0905\u0935\u0932\u094b\u0915\u0928 \u0915\u093e \u0938\u092e\u093e\u092a\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 \u0921\u0947\u091f\u093e \u0915\u093e \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f \u0935\u093f\u0915\u0938\u093f\u0924 \u0914\u0930 \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b\u0924\u093e \u091c\u093e \u0930\u0939\u093e \u0939\u0948, \u0921\u0947\u091f\u093e \u092e\u0947\u0936 \u091c\u0948\u0938\u0947 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932, \u0932\u091a\u0940\u0932\u0947 \u0914\u0930 \u0915\u0941\u0936\u0932 \u0921\u0947\u091f\u093e \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u093e \u092e\u0939\u0924\u094d\u0935 \u0932\u0917\u093e\u0924\u093e\u0930 \u092c\u0922\u093c\u0924\u093e \u091c\u093e \u0930\u0939\u093e \u0939\u0948\u0964 \u0907\u0938 \u092a\u094d\u0930\u0915\u093e\u0930, \u092f\u0939 \u0915\u093f\u0938\u0940 \u092d\u0940 \u0906\u0927\u0941\u0928\u093f\u0915 \u0935\u094d\u092f\u0935\u0938\u093e\u092f \u0915\u0947 \u0932\u093f\u090f \u0938\u092e\u091d\u0928\u0947 \u0914\u0930 \u0935\u093f\u091a\u093e\u0930 \u0915\u0930\u0928\u0947 \u0932\u093e\u092f\u0915 \u0935\u093f\u0937\u092f \u0939\u0948\u0964<\/p>","protected":false},"featured_media":468121,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476672","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Data Mesh: A Comprehensive Insight<\/mark>","faq_items":[{"question":"What is a Data Mesh?","answer":"<p>A data mesh is a new approach to data architecture that decentralizes data management across various teams within an organization. Instead of using a centralized data lake or warehouse, the data mesh approach treats each data domain as an independent \"data product\" managed by a specific team.<\/p>"},{"question":"Who first mentioned the concept of Data Mesh?","answer":"<p>The concept of Data Mesh was first mentioned by Zhamak Dehghani, a consultant at ThoughtWorks, in 2019. It was developed in response to the growing complexities and challenges associated with scaling traditional data architecture.<\/p>"},{"question":"How does a Data Mesh work?","answer":"<p>A data mesh works by breaking down monolithic, centralized data architectures into smaller, more manageable, domain-oriented decentralized nodes or \"data products.\" Each of these data products is autonomously owned and maintained by separate teams within an organization. These teams are responsible for the lifecycle of their data, from collection and storage to its use.<\/p>"},{"question":"What are the key features of a Data Mesh?","answer":"<p>The key features of a data mesh include decentralization, where data is managed by several autonomous teams rather than in a centralized location; domain-orientation, where each data product is specific to a particular business domain; a product-focused approach, where data is treated as a product with teams taking full ownership; and self-serve infrastructure, which reduces dependencies by allowing teams to manage their data autonomously.<\/p>"},{"question":"Are there different types of Data Mesh?","answer":"<p>Data mesh implementation can vary based on an organization's size, structure, and needs. The \"types\" are primarily defined by the data domains within the organization. These can be operational domains (related to daily business operations), analytical domains (areas where data is primarily used for analysis and decision-making), and experience domains (related to customer experience).<\/p>"},{"question":"What are the challenges and solutions associated with Data Mesh?","answer":"<p>The main challenges associated with implementing a data mesh include the need for a cultural shift within an organization, the requirement for adequate training and development, and the necessity of robust technology and tools. Resolving these challenges involves fostering a culture of data ownership and ensuring teams have the resources they need to manage their data autonomously.<\/p>"},{"question":"How does a Data Mesh compare to similar concepts like Data Lakes and Data Warehouses?","answer":"<p>While data mesh, data lakes, and data warehouses all deal with managing and storing large volumes of data, their approaches are different. Data mesh is decentralized and highly scalable, with distributed data ownership. On the other hand, data lakes and data warehouses are centralized with single team ownership, and they can face challenges with scalability.<\/p>"},{"question":"How do Proxy Servers relate to Data Mesh?","answer":"<p>Proxy servers can play a significant role in a data mesh framework. They can facilitate data access and communication between different data products or domains. A proxy server serves as a mediator, ensuring secure and efficient data exchange, thereby enhancing data security and governance within a data mesh.<\/p>"},{"question":"What are the future prospects of Data Mesh?","answer":"<p>The future of data mesh looks promising with more organizations recognizing the limitations of traditional data architecture. With advancements in technology, tools that support data mesh architecture are becoming more prevalent, driving its adoption. These tools help streamline the creation and management of data products across various teams.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/476672","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/476672\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/468121"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=476672"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}