{"id":108843,"date":"2025-05-13T18:45:18","date_gmt":"2025-05-13T15:15:18","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/"},"modified":"2025-05-13T18:45:18","modified_gmt":"2025-05-13T15:15:18","slug":"enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/","title":{"rendered":"\u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 MongoDB \u0628\u0627 Elasticsearch \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u062a\u0646 \u06a9\u0627\u0645\u0644: \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062c\u0627\u0645\u0639"},"content":{"rendered":"<div data-article-id=\"2484682\" id=\"article-body\">\n<p>`# \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 MongoDB \u0628\u0627 Elasticsearch \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u062a\u0646 \u06a9\u0627\u0645\u0644: \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062c\u0627\u0645\u0639<\/p>\n<p>\u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u0646\u062f\u0647 <strong>\u0645\u0646\u06af\u0648\u0644\u0647<\/strong> \u0628\u0627 <strong>\u063a\u06cc\u0631\u0642\u0627\u0646\u0648\u0646\u06cc<\/strong> \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0631\u0627 \u0628\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u062a\u0646 \u06a9\u0627\u0645\u0644 \u062a\u0642\u0648\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0637\u0631\u062d \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631 MongoDB \u0631\u0627 \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0648 \u067e\u0631\u0633 \u0648 \u062c\u0648 Elasticsearch \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0628\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0645\u062a\u0645\u0631\u06a9\u0632 \u0627\u0633\u062a <strong>\u0627\u062a\u0635\u0627\u0644 \u062f\u0647\u0646\u062f\u0647<\/strong> \u0628\u0631\u0627\u06cc \u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u06cc\u0646 MongoDB \u0648 Elasticsearch \u060c \u0627\u0631\u0627\u0626\u0647 \u0645\u0631\u0627\u062d\u0644 \u0648 \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc \u0645\u0641\u0635\u0644\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u062c\u0631\u0627\u06cc \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u062c\u0645\u0639 Elasticsearch.<\/p>\n<hr\/>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u062a\u063a\u06cc\u06cc\u0631 \u0648\u0636\u0639\u06cc\u062a \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%D9%81%D9%87%D8%B1%D8%B3%D8%AA_%D9%85%D8%B7%D8%A7%D9%84%D8%A8\" >\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%D9%85%D9%82%D8%AF%D9%85%D9%87\" >\u0645\u0642\u062f\u0645\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%DA%86%D8%B1%D8%A7_MongoDB_%D8%B1%D8%A7_%D8%A8%D8%A7_Elasticsearch_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_%DA%A9%D9%86%DB%8C%D8%AF%D8%9F\" >\u0686\u0631\u0627 MongoDB \u0631\u0627 \u0628\u0627 Elasticsearch \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u06cc\u062f\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%D9%86%D9%85%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C_%D8%A7%D8%B2_%DA%A9%D8%A7%D9%86%DA%A9%D8%AA%D9%88%D8%B1_%D9%85%D9%88%D9%86%DA%AF%D9%88\" >\u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0627\u0632 \u06a9\u0627\u0646\u06a9\u062a\u0648\u0631 \u0645\u0648\u0646\u06af\u0648<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C\" >\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%D9%BE%DB%8C%D8%B4_%D9%86%DB%8C%D8%A7%D8%B2%D9%87%D8%A7%DB%8C\" >\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%D8%B1%D8%A7%D9%87%D9%86%D9%85%D8%A7%DB%8C_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_%DA%AF%D8%A7%D9%85_%D8%A8%D9%87_%DA%AF%D8%A7%D9%85\" >\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0627\u062f\u063a\u0627\u0645 \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#1_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D9%85%D8%A7%DA%A9%D8%AA_MongoDB_%D8%B1%D8%A7_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DA%A9%D9%86%DB%8C%D8%AF\" >1. \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0627\u06a9\u062a MongoDB \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%D8%A7%D9%84%D9%81_MongoDB_%D8%B1%D8%A7_%D8%A8%D8%A7_%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C_%D8%AA%D9%86%D8%B8%DB%8C%D9%85%D8%A7%D8%AA_%D9%85%D8%A7%DA%A9%D8%AA_%D8%B4%D8%B1%D9%88%D8%B9_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0627\u0644\u0641 MongoDB \u0631\u0627 \u0628\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u0627\u06a9\u062a \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#b_Initiate_the_Replica_Set\" >b. Initiate the Replica Set<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#2_Install_Mongo_Connector_and_Elasticsearch_Doc_Manager\" >2. Install Mongo Connector and Elasticsearch Doc Manager<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#a_Install_Mongo_Connector\" >a. Install Mongo Connector<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#b_Install_Elasticsearch_Doc_Manager\" >b. Install Elasticsearch Doc Manager<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#3_Configure_Mongo_Connector\" >3. Configure Mongo Connector<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#4_%DA%A9%D8%A7%D9%86%DA%A9%D8%AA%D9%88%D8%B1_%D9%85%D9%88%D9%86%DA%AF%D9%88_%D8%B1%D8%A7_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\" >4. \u06a9\u0627\u0646\u06a9\u062a\u0648\u0631 \u0645\u0648\u0646\u06af\u0648 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%AC%D9%86%D8%A8%D9%87_%D9%87%D8%A7%DB%8C_%D8%AC%D8%B3%D8%AA%D8%AC%D9%88_%D8%A8%D8%A7_%D8%AA%D8%AC%D9%85%D8%B9_Elasticsearch\" >\u0627\u062c\u0631\u0627\u06cc \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0628\u0627 \u062a\u062c\u0645\u0639 Elasticsearch<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#1_%D8%AF%D8%B1%DA%A9_%D8%AC%D8%B3%D8%AA%D8%AC%D9%88%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA\" >1. \u062f\u0631\u06a9 \u062c\u0633\u062a\u062c\u0648\u06cc \u0635\u0648\u0631\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#2_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D9%86%D9%82%D8%B4%D9%87_%D9%87%D8%A7%DB%8C_%D8%B4%D8%A7%D8%AE%D8%B5\" >2. \u0627\u06cc\u062c\u0627\u062f \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0634\u0627\u062e\u0635<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%D8%A7%D9%84%D9%81_%D8%A8%D8%A7_%D9%86%DA%AF%D8%A7%D8%B4%D8%AA_%D9%87%D8%A7_%D9%81%D9%87%D8%B1%D8%B3%D8%AA_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0627\u0644\u0641 \u0628\u0627 \u0646\u06af\u0627\u0634\u062a \u0647\u0627 \u0641\u0647\u0631\u0633\u062a \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#3_Performing_Aggregations\" >3. Performing Aggregations<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#a_Sample_Aggregation_Query\" >a. Sample Aggregation Query<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#4_%D9%86%D9%85%D8%A7%DB%8C%D8%B4_%D8%AF%D8%A7%D8%AF%D9%87_%D8%B4%D8%AF\" >4 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%D8%A7%D9%84%D9%81_%D8%AC%D8%B3%D8%AA%D8%AC%D9%88%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA_%D8%A8%D8%A7_%D9%81%DB%8C%D9%84%D8%AA%D8%B1%D9%87%D8%A7\" >\u0627\u0644\u0641 \u062c\u0633\u062a\u062c\u0648\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 \u0641\u06cc\u0644\u062a\u0631\u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#b_Parsing_Aggregation_Results\" >b. Parsing Aggregation Results<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%D8%A8%D9%87%D8%AA%D8%B1%DB%8C%D9%86_%D8%B4%DB%8C%D9%88%D9%87_%D9%87%D8%A7_%D9%88_%D8%A8%D9%87%DB%8C%D9%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C\" >\u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0647\u0627 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\" >\u067e\u0627\u06cc\u0627\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/nabfollower.com\/blog\/enabling-mongodb-with-elasticsearch-for-full-text-search-a-comprehensive-guide-m91\/#%D9%85%D9%86%D8%A7%D8%A8%D8%B9\" >\u0645\u0646\u0627\u0628\u0639<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%81%D9%87%D8%B1%D8%B3%D8%AA_%D9%85%D8%B7%D8%A7%D9%84%D8%A8\"><\/span>\n<p>  \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\u0645\u0642\u062f\u0645\u0647<\/li>\n<li>\u0686\u0631\u0627 MongoDB \u0631\u0627 \u0628\u0627 Elasticsearch \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u06cc\u062f\u061f<\/li>\n<li>\u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0627\u0632 \u06a9\u0627\u0646\u06a9\u062a\u0648\u0631 \u0645\u0648\u0646\u06af\u0648<\/li>\n<li>\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc<\/li>\n<li>\n<p>\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0627\u062f\u063a\u0627\u0645 \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645<\/p>\n<\/li>\n<li>\n<p>\u0627\u062c\u0631\u0627\u06cc \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0628\u0627 \u062a\u062c\u0645\u0639 Elasticsearch<\/p>\n<\/li>\n<li>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0647\u0627 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc<\/li>\n<li>\u067e\u0627\u06cc\u0627\u0646<\/li>\n<li>\u0645\u0646\u0627\u0628\u0639<\/li>\n<\/ol>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D9%82%D8%AF%D9%85%D9%87\"><\/span>\n<p>  \u0645\u0642\u062f\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627 \u0631\u0634\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u062f\u0631 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0648 \u062d\u062c\u0645 \u062f\u0627\u062f\u0647 \u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 MongoDB \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 NOSQL \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u060c \u0641\u0627\u0642\u062f \u0642\u0627\u0628\u0644\u06cc\u062a \u062c\u0633\u062a\u062c\u0648\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0627 \u0645\u062a\u0646 \u06a9\u0627\u0645\u0644 \u0627\u0633\u062a. \u0627\u062f\u063a\u0627\u0645 MongoDB \u0628\u0627 Elasticsearch \u060c \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0647\u0631 \u062f\u0648 \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 MongoDB \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u0646\u062f \u0648 Elasticsearch \u0631\u0627 \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062c\u0633\u062a\u062c\u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062c\u0627\u0645\u0639 \u0645\u0631\u0627\u062d\u0644 \u0645\u0641\u0635\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc MongoDB \u0628\u0627 Elasticsearch \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <strong>\u0627\u062a\u0635\u0627\u0644 \u062f\u0647\u0646\u062f\u0647<\/strong> \u0648 \u0646\u062d\u0648\u0647 \u0627\u062c\u0631\u0627\u06cc \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u062c\u0645\u0639 Elasticsearch \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_MongoDB_%D8%B1%D8%A7_%D8%A8%D8%A7_Elasticsearch_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_%DA%A9%D9%86%DB%8C%D8%AF%D8%9F\"><\/span>\n<p>  \u0686\u0631\u0627 MongoDB \u0631\u0627 \u0628\u0627 Elasticsearch \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u06cc\u062f\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\n<strong>\u062c\u0633\u062a\u062c\u0648\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u06a9\u0627\u0645\u0644 \u0645\u062a\u0646<\/strong>: Elasticsearch \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u062a\u0646 \u06a9\u0627\u0645\u0644 \u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc \u0628\u0647 \u0627\u0647\u0645\u06cc\u062a \u060c \u062d\u0627\u06a9\u0645\u06cc\u062a \u0648 \u0646\u0634\u0627\u0646\u0647 \u06af\u0630\u0627\u0631\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>\n<strong>\u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/strong>: \u062d\u0641\u0638 \u0634\u0627\u062e\u0635 \u0647\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632 \u062f\u0631 Elasticsearch \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0631 MongoDB.<\/li>\n<li>\n<strong>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: Elasticsearch \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li>\n<strong>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/strong>: \u062a\u062c\u0645\u0639 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u062f\u0631 MongoDB \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D9%85%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C_%D8%A7%D8%B2_%DA%A9%D8%A7%D9%86%DA%A9%D8%AA%D9%88%D8%B1_%D9%85%D9%88%D9%86%DA%AF%D9%88\"><\/span>\n<p>  \u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0627\u0632 \u06a9\u0627\u0646\u06a9\u062a\u0648\u0631 \u0645\u0648\u0646\u06af\u0648<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0627\u062a\u0635\u0627\u0644 \u062f\u0647\u0646\u062f\u0647<\/strong> \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 MongoDB \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc MongoDB \u0631\u0627 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0647\u062f\u0641 \u060c \u0627\u0632 \u062c\u0645\u0644\u0647 Elasticsearch \u0647\u0645\u06af\u0627\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 MongoDB Oplog (\u0648\u0631\u0648\u062f \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645) \u0627\u0632 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0627\u06a9\u062a \u060c \u0631\u062f\u06cc\u0627\u0628\u06cc \u06a9\u0644\u06cc\u0647 \u062f\u0631\u062c \u060c \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0648 \u062d\u0630\u0641 \u0639\u0645\u0644\u06cc\u0627\u062a \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C\"><\/span>\n<p>  \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/strong>: \u0634\u0627\u062e\u0635 \u0647\u0627\u06cc Elasticsearch \u0631\u0627 \u0628\u0647 \u0631\u0648\u0632 \u0628\u0627 MongoDB \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u062f.<\/li>\n<li>\n<strong>\u062a\u0646\u0638\u06cc\u0645 \u0622\u0633\u0627\u0646<\/strong>: \u0628\u0647 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u062d\u062f\u0627\u0642\u0644 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/li>\n<li>\n<strong>\u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u0627\u0632 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0648 \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%B4_%D9%86%DB%8C%D8%A7%D8%B2%D9%87%D8%A7%DB%8C\"><\/span>\n<p>  \u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0631\u06cc\u062f:<\/p>\n<ul>\n<li>\n<strong>\u0645\u0646\u06af\u0648\u0644\u0647<\/strong>: \u0646\u0633\u062e\u0647 3.6 \u06cc\u0627 \u0628\u0627\u0644\u0627\u062a\u0631 \u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0627\u06a9\u062a \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li>\n<strong>\u063a\u06cc\u0631\u0642\u0627\u0646\u0648\u0646\u06cc<\/strong>: \u0646\u0633\u062e\u0647 \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 \u0645\u062f\u06cc\u0631 DOC Elasticsearch Mongo Connector (Elasticsearch 7.x \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u0634\u0648\u062f).<\/li>\n<li>\n<strong>\u067e\u06cc\u062a\u0648\u0646<\/strong>: \u0646\u0633\u062e\u0647 3.6 \u06cc\u0627 \u0628\u0627\u0644\u0627\u062a\u0631 (\u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u0627\u0646\u06a9\u062a\u0648\u0631 Mongo).<\/li>\n<li>\n<strong>\u0627\u062a\u0635\u0627\u0644 \u062f\u0647\u0646\u062f\u0647<\/strong>: \u0622\u062e\u0631\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc MongoDB \u0648 Elasticsearch \u0634\u0645\u0627.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B1%D8%A7%D9%87%D9%86%D9%85%D8%A7%DB%8C_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_%DA%AF%D8%A7%D9%85_%D8%A8%D9%87_%DA%AF%D8%A7%D9%85\"><\/span>\n<p>  \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0627\u062f\u063a\u0627\u0645 \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"1_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D9%85%D8%A7%DA%A9%D8%AA_MongoDB_%D8%B1%D8%A7_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  1. \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0627\u06a9\u062a MongoDB \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u062a\u0635\u0627\u0644 Mongo \u0628\u0647 MongoDB \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u062a\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0627\u06a9\u062a \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u0648\u062f \u060c \u062d\u062a\u06cc \u0627\u06af\u0631 \u0641\u0642\u0637 \u06cc\u06a9 \u06af\u0631\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D9%84%D9%81_MongoDB_%D8%B1%D8%A7_%D8%A8%D8%A7_%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C_%D8%AA%D9%86%D8%B8%DB%8C%D9%85%D8%A7%D8%AA_%D9%85%D8%A7%DA%A9%D8%AA_%D8%B4%D8%B1%D9%88%D8%B9_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  <strong>\u0627\u0644\u0641 MongoDB \u0631\u0627 \u0628\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u0627\u06a9\u062a \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><code\/><code>bash<br \/>mongod --replSet rs0 --bind_ip localhost --dbpath \/data\/db<br \/><\/code><code\/><\/p>\n<h4><span class=\"ez-toc-section\" id=\"b_Initiate_the_Replica_Set\"><\/span>\n<p>  <strong>b. Initiate the Replica Set<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Open a new terminal and connect to MongoDB shell:<\/p>\n<p><code\/><code>bash<br \/>mongo --eval 'rs.initiate()'<br \/><\/code><code\/><\/p>\n<p>Verify that the replica set is running:<\/p>\n<p><code\/><code>bash<br \/>mongo --eval 'rs.status()'<br \/><\/code><code\/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Install_Mongo_Connector_and_Elasticsearch_Doc_Manager\"><\/span>\n<p>  2. Install Mongo Connector and Elasticsearch Doc Manager<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"a_Install_Mongo_Connector\"><\/span>\n<p>  <strong>a. Install Mongo Connector<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Use <code>pip<\/code>  \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u06a9\u0627\u0646\u06a9\u062a\u0648\u0631 Mongo:<\/p>\n<p><code\/><code>bash<br \/>pip install mongo-connector<br \/><\/code><code\/><\/p>\n<h4><span class=\"ez-toc-section\" id=\"b_Install_Elasticsearch_Doc_Manager\"><\/span>\n<p>  <strong>b. Install Elasticsearch Doc Manager<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>For Elasticsearch 7.x, install the compatible Doc Manager:<\/p>\n<p><code\/><code>bash<br \/>pip install 'mongo-connector[elastic7]'<br \/><\/code><code\/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Configure_Mongo_Connector\"><\/span>\n<p>  3. Configure Mongo Connector<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Create a configuration file (e.g., <code>mongo-connector-config.json<\/code>) \u0628\u0627 \u0645\u062d\u062a\u0648\u0627\u06cc \u0632\u06cc\u0631:<\/p>\n<p><code\/><code>json<br \/>{<br \/>\"mainAddress\": \"localhost:27017\",<br \/>\"oplogFile\": \"oplog.timestamp\",<br \/>\"noDump\": false,<br \/>\"stdout\": true,<br \/>\"verbosity\": 2,<br \/>\"continueOnError\": true,<br \/>\"logging\": {<br \/>\"type\": \"file\",<br \/>\"filename\": \"mongo-connector.log\"<br \/>},<br \/>\"namespaces\": {<br \/>\"include\": [\"mydatabase.products\"]},<br \/>\"docManagers\": [<br \/>{<br \/>\"docManager\": \"elastic_doc_manager\",<br \/>\"targetURL\": \"localhost:9200\",<br \/>\"autoCommitInterval\": 0<br \/>}<br \/>]}<br \/><\/code><code\/><\/p>\n<ul>\n<li>\n<strong><code>mainAddress<\/code><\/strong>: \u0622\u062f\u0631\u0633 \u062a\u0646\u0638\u06cc\u0645 \u0645\u0627\u06a9\u062a MongoDB.<\/li>\n<li>\n<strong><code>namespaces.include<\/code><\/strong>: \u0644\u06cc\u0633\u062a \u0641\u0636\u0627\u06cc \u0646\u0627\u0645 MongoDB (\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627) \u0634\u0627\u0645\u0644.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"4_%DA%A9%D8%A7%D9%86%DA%A9%D8%AA%D9%88%D8%B1_%D9%85%D9%88%D9%86%DA%AF%D9%88_%D8%B1%D8%A7_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  4. \u06a9\u0627\u0646\u06a9\u062a\u0648\u0631 \u0645\u0648\u0646\u06af\u0648 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<p><code\/><code>bash<br \/>mongo-connector -c mongo-connector-config.json<br \/><\/code><code\/><\/p>\n<ul>\n<li>\n<strong>Logs<\/strong>: Monitor <code>mongo-connector.log<\/code>  \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0633\u0626\u0644\u0647 \u0627\u06cc<\/li>\n<li>\n<strong>\u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc \u0627\u0648\u0644\u06cc\u0647<\/strong>: Mongo Connector \u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u0628\u0647 \u062f\u0645 \u06a9\u0631\u062f\u0646 Oplog \u060c \u06cc\u06a9 \u0632\u0628\u0627\u0644\u0647 \u062f\u0627\u062f\u0647 \u0627\u0648\u0644\u06cc\u0647 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%AC%D9%86%D8%A8%D9%87_%D9%87%D8%A7%DB%8C_%D8%AC%D8%B3%D8%AA%D8%AC%D9%88_%D8%A8%D8%A7_%D8%AA%D8%AC%D9%85%D8%B9_Elasticsearch\"><\/span>\n<p>  \u0627\u062c\u0631\u0627\u06cc \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0628\u0627 \u062a\u062c\u0645\u0639 Elasticsearch<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062c\u0633\u062a\u062c\u0648\u06cc FaceTed \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0641\u06cc\u0644\u062a\u0631 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u060c \u0646\u062a\u0627\u06cc\u062c \u062c\u0633\u062a\u062c\u0648 \u0631\u0627 \u0627\u0635\u0644\u0627\u062d \u06a9\u0646\u0646\u062f. Elasticsearch \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0686\u0627\u0631\u0686\u0648\u0628 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062e\u0648\u062f \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u0635\u0648\u0631\u062a \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%AF%D8%B1%DA%A9_%D8%AC%D8%B3%D8%AA%D8%AC%D9%88%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA\"><\/span>\n<p>  1. \u062f\u0631\u06a9 \u062c\u0633\u062a\u062c\u0648\u06cc \u0635\u0648\u0631\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062c\u0633\u062a\u062c\u0648\u06cc \u0635\u0648\u0631\u062a \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\n<strong>\u062a\u0635\u0641\u06cc\u0647<\/strong>: \u06a9\u0627\u0647\u0634 \u0646\u062a\u0627\u06cc\u062c \u0628\u0631 \u0627\u0633\u0627\u0633 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062f\u0633\u062a\u0647 \u060c \u0628\u0631\u0646\u062f).<\/li>\n<li>\n<strong>\u0634\u0645\u0627\u0631\u0634<\/strong>: \u0646\u0645\u0627\u06cc\u0634 \u062a\u0639\u062f\u0627\u062f \u0627\u0633\u0646\u0627\u062f \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 \u0647\u0631 \u062c\u0646\u0628\u0647.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"2_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D9%86%D9%82%D8%B4%D9%87_%D9%87%D8%A7%DB%8C_%D8%B4%D8%A7%D8%AE%D8%B5\"><\/span>\n<p>  2. \u0627\u06cc\u062c\u0627\u062f \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0634\u0627\u062e\u0635<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0635\u0631\u06cc\u062d \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062c\u0633\u062a\u062c\u0648 \u0648 \u062a\u062c\u0645\u0639 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D9%84%D9%81_%D8%A8%D8%A7_%D9%86%DA%AF%D8%A7%D8%B4%D8%AA_%D9%87%D8%A7_%D9%81%D9%87%D8%B1%D8%B3%D8%AA_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  <strong>\u0627\u0644\u0641 \u0628\u0627 \u0646\u06af\u0627\u0634\u062a \u0647\u0627 \u0641\u0647\u0631\u0633\u062a \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u0627\u0632 <code>PUT<\/code> \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0641\u0647\u0631\u0633\u062a \u0628\u0627 \u0646\u06af\u0627\u0634\u062a\u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc:<\/p>\n<p><code\/><code>bash<br \/>PUT \/products<br \/>{<br \/>\"mappings\": {<br \/>\"properties\": {<br \/>\"name\": { \"type\": \"text\" },<br \/>\"description\": { \"type\": \"text\" },<br \/>\"category\": { \"type\": \"keyword\" },<br \/>\"price\": { \"type\": \"float\" },<br \/>\"brand\": { \"type\": \"keyword\" },<br \/>\"tags\": { \"type\": \"keyword\" }<br \/>}<br \/>}<br \/>}<br \/><\/code><code\/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Performing_Aggregations\"><\/span>\n<p>  3. Performing Aggregations<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Elasticsearch&#8217;s aggregation framework enables faceted navigation by computing counts on specific fields.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"a_Sample_Aggregation_Query\"><\/span>\n<p>  <strong>a. Sample Aggregation Query<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><code\/><code>json<br \/>GET \/products\/_search<br \/>{<br \/>\"size\": 0,<br \/>\"aggs\": {<br \/>\"categories\": {<br \/>\"terms\": { \"field\": \"category\" }<br \/>},<br \/>\"brands\": {<br \/>\"terms\": { \"field\": \"brand\" }<br \/>},<br \/>\"price_ranges\": {<br \/>\"range\": {<br \/>\"field\": \"price\",<br \/>\"ranges\": [<br \/>{ \"to\": 50 },<br \/>{ \"from\": 50, \"to\": 100 },<br \/>{ \"from\": 100 }<br \/>]}<br \/>}<br \/>}<br \/>}<br \/><\/code><code\/><\/p>\n<ul>\n<li>\n<strong><code>size: 0<\/code><\/strong>: \u0645\u0627 \u0641\u0642\u0637 \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f\u06cc\u0645.<\/li>\n<li>\n<strong><code>terms<\/code><\/strong>: \u062a\u0639\u062f\u0627\u062f \u0627\u0633\u0646\u0627\u062f \u0631\u0627 \u062f\u0631 \u0647\u0631 \u0645\u0642\u062f\u0627\u0631 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0634\u0645\u0627\u0631\u0634 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<strong><code>range<\/code><\/strong>: \u0627\u0633\u0646\u0627\u062f \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0627\u0645\u0646\u0647 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"4_%D9%86%D9%85%D8%A7%DB%8C%D8%B4_%D8%AF%D8%A7%D8%AF%D9%87_%D8%B4%D8%AF\"><\/span>\n<p>  4 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D9%84%D9%81_%D8%AC%D8%B3%D8%AA%D8%AC%D9%88%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA_%D8%A8%D8%A7_%D9%81%DB%8C%D9%84%D8%AA%D8%B1%D9%87%D8%A7\"><\/span>\n<p>  <strong>\u0627\u0644\u0641 \u062c\u0633\u062a\u062c\u0648\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 \u0641\u06cc\u0644\u062a\u0631\u0647\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><code\/><code>json<br \/>GET \/products\/_search<br \/>{<br \/>\"query\": {<br \/>\"bool\": {<br \/>\"must\": [<br \/>{ \"match\": { \"description\": \"wireless headphones\" } }<br \/>],<br \/>\"filter\": [<br \/>{ \"term\": { \"category\": \"Electronics\" } },<br \/>{ \"term\": { \"brand\": \"BrandA\" } },<br \/>{ \"range\": { \"price\": { \"gte\": 50, \"lte\": 200 } } }<br \/>]}<br \/>},<br \/>\"aggs\": {<br \/>\"categories\": {<br \/>\"terms\": { \"field\": \"category\" }<br \/>},<br \/>\"brands\": {<br \/>\"terms\": { \"field\": \"brand\" }<br \/>}<br \/>}<br \/>}<br \/><\/code><code\/><\/p>\n<h4><span class=\"ez-toc-section\" id=\"b_Parsing_Aggregation_Results\"><\/span>\n<p>  <strong>b. Parsing Aggregation Results<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>The response will include aggregation buckets:<\/p>\n<ul>\n<li>\n<strong><code>categories.buckets<\/code><\/strong>: \u0644\u06cc\u0633\u062a \u062f\u0633\u062a\u0647 \u0647\u0627 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0627\u0633\u0646\u0627\u062f.<\/li>\n<li>\n<strong><code>brands.buckets<\/code><\/strong>: \u0644\u06cc\u0633\u062a \u0645\u0627\u0631\u06a9 \u0647\u0627\u06cc \u062f\u0627\u0631\u0627\u06cc \u062a\u0639\u062f\u0627\u062f \u0627\u0633\u0646\u0627\u062f.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D9%87%D8%AA%D8%B1%DB%8C%D9%86_%D8%B4%DB%8C%D9%88%D9%87_%D9%87%D8%A7_%D9%88_%D8%A8%D9%87%DB%8C%D9%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C\"><\/span>\n<p>  \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0647\u0627 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\n<strong>\u0641\u0647\u0631\u0633\u062a \u0628\u0646\u062f\u06cc \u0641\u0644\u0647<\/strong>: \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a \u0641\u0644\u0647 \u062f\u0631 \u06a9\u0627\u0646\u06a9\u062a\u0648\u0631 Mongo \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0641\u0627\u0635\u0644\u0647 \u062a\u0627\u0632\u0647 \u0633\u0627\u0632\u06cc \u0641\u0647\u0631\u0633\u062a<\/strong>: \u062a\u0646\u0638\u06cc\u0645 Elasticsearch&#8217;s <code>refresh_interval<\/code> \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0628\u0647\u062a\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0648\u0627\u0631\u062f\u0627\u062a \u0641\u0644\u0647.<\/li>\n<li>\n<strong>\u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u06cc\u062f\u0627\u0646\u06cc<\/strong>: \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0635\u062d\u06cc\u062d \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0646\u06af\u0627\u0634\u062a\u0647\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a \u062f\u0631 \u0637\u0648\u0644 \u062a\u062c\u0645\u0639 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0634\u0648\u062f.<\/li>\n<li>\n<strong>\u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u063a\u06cc\u0631 \u0636\u0631\u0648\u0631\u06cc \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f<\/strong>: \u06a9\u0627\u0646\u06a9\u062a\u0648\u0631 Mongo \u0631\u0627 \u0627\u0635\u0644\u0627\u062d \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631 Elasticsearch \u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u060c \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0646\u0638\u0627\u0631\u062a<\/strong>: \u0628\u0647 \u0637\u0648\u0631 \u0645\u0646\u0638\u0645 \u06af\u0632\u0627\u0631\u0634 \u0647\u0627\u06cc \u0647\u0645\u0627\u0647\u0646\u06af \u0633\u0627\u0632\u06cc \u0648 \u0633\u0644\u0627\u0645\u062a \u062e\u0648\u0634\u0647 Elasticsearch \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\"><\/span>\n<p>  \u067e\u0627\u06cc\u0627\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u062f\u063a\u0627\u0645 MongoDB \u0628\u0627 Elasticsearch \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Mongo Connector \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062f\u0627\u0631\u0646\u062f \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0631\u062f\u0646 \u0645\u0631\u0627\u062d\u0644 \u0630\u06a9\u0631 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0645\u0627\u0647\u0646\u06af \u0633\u0627\u0632\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u06cc\u0646 MongoDB \u0648 Elasticsearch \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0648 \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc Elasticsearch \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0627\u062f\u063a\u0627\u0645 \u0646\u0647 \u062a\u0646\u0647\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u062c\u0633\u062a\u062c\u0648 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f \u0628\u0644\u06a9\u0647 \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0646\u062a\u0627\u06cc\u062c \u062c\u0633\u062a\u062c\u0648\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u0645\u0631\u062a\u0628\u0637 \u060c \u062a\u062c\u0631\u0628\u0647 \u06a9\u0644\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D9%86%D8%A7%D8%A8%D8%B9\"><\/span>\n<p>  \u0645\u0646\u0627\u0628\u0639<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<hr\/><\/div>\n","protected":false},"excerpt":{"rendered":"<p>`# \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 MongoDB \u0628\u0627 Elasticsearch \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u062a\u0646 \u06a9\u0627\u0645\u0644: \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062c\u0627\u0645\u0639 \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u0646\u062f\u0647 \u0645\u0646\u06af\u0648\u0644\u0647 \u0628\u0627 \u063a\u06cc\u0631\u0642\u0627\u0646\u0648\u0646\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0631\u0627 \u0628\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u062a\u0646 \u06a9\u0627\u0645\u0644 \u062a\u0642\u0648\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0637\u0631\u062d \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631 MongoDB \u0631\u0627 \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0648 \u067e\u0631\u0633 \u0648 \u062c\u0648 Elasticsearch \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0628\u0631 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