{"id":15443,"date":"2026-02-20T07:06:10","date_gmt":"2026-02-20T07:06:10","guid":{"rendered":"http:\/\/mariusz.bijok"},"modified":"2026-06-15T10:28:34","modified_gmt":"2026-06-15T10:28:34","password":"","slug":"business-intelligence-tools","status":"publish","type":"docs","link":"https:\/\/tenjin.com\/ru\/docs\/business-intelligence-tools\/","title":{"rendered":"\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438"},"content":{"rendered":"

\u0417\u0430\u043f\u0440\u043e\u0441 \u043a DataVault<\/h2>\n\n\n\n

DataVault \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d \u043d\u0430 \u0431\u0430\u0437\u0435 Redshift \u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0447\u043d\u044b\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441\u0443 PostgreSQL. \u0411\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0431\u0430\u0437\u0430\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u0447\u0435\u0440\u0435\u0437 PostgreSQL. \u042d\u0442\u043e\u0433\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a \u0432\u0430\u0448\u0435\u043c\u0443 DataVault.<\/p>\n\n\n\n

\n\n\n\n

\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438 (BI)<\/h3>\n\n\n\n

\u041d\u0438\u0436\u0435 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u044b \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435, \u043a\u0430\u043a \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e, \u0445\u043e\u0440\u043e\u0448\u043e \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0442 \u0441 DataVault. \u0421 \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u043c\u0438 \u0438\u0437 \u044d\u0442\u0438\u0445 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439 \u0443 \u043d\u0430\u0441 \u043d\u0430\u043b\u0430\u0436\u0435\u043d\u044b \u043f\u0430\u0440\u0442\u043d\u0435\u0440\u0441\u043a\u0438\u0435 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u044f. \u041f\u043e \u043b\u044e\u0431\u044b\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c, \u043a\u0430\u0441\u0430\u044e\u0449\u0438\u043c\u0441\u044f \u044d\u0442\u0438\u0445 \u043f\u0430\u0440\u0442\u043d\u0435\u0440\u0441\u043a\u0438\u0445 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0439, \u043e\u0431\u0440\u0430\u0449\u0430\u0439\u0442\u0435\u0441\u044c \u043f\u043e \u0430\u0434\u0440\u0435\u0441\u0443 info@tenjin.io.<\/p>\n\n\n\n

\"image.png\"<\/figure>\n\n\n\n
\"image.png\"<\/figure>\n\n\n\n
\"image.png\"<\/figure>\n\n\n\n
\"image.png\"<\/figure>\n\n\n\n
\"image.png\"<\/figure>\n\n\n\n
\"image.png\"<\/figure>\n\n\n\n
\"image.png\"<\/figure>\n\n\n\n
\n\n\n\n

\u041d\u0430\u0447\u0430\u043b\u043e \u0440\u0430\u0431\u043e\u0442\u044b \u0441 SQL<\/h3>\n\n\n\n

\u041e\u0441\u0432\u043e\u0435\u043d\u0438\u0435 \u044f\u0437\u044b\u043a\u0430 SQL \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c\u0441\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435\u0439. \u0422\u0435\u043c \u043d\u0435 \u043c\u0435\u043d\u0435\u0435, \u0440\u0430\u043d\u043e \u0438\u043b\u0438 \u043f\u043e\u0437\u0434\u043d\u043e \u044d\u0442\u043e\u0442 \u043d\u0430\u0432\u044b\u043a \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u0442\u0441\u044f \u0432\u0441\u0435\u043c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u0430\u043c \u043f\u043e \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u0443.<\/p>\n\n\n\n

\u0423 Tenjin \u0435\u0441\u0442\u044c \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u043c\u043e\u0433\u0443\u0442 \u0432\u0430\u043c \u043e\u0441\u0432\u043e\u0438\u0442\u044c SQL \u0438 \u043d\u0430\u0443\u0447\u0438\u0442\u044c\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e \u0432 DataVault. \u0410 \u043f\u043e \u043c\u0435\u0440\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0432\u044b \u0431\u0443\u0434\u0435\u0442\u0435 \u043b\u0443\u0447\u0448\u0435 \u043e\u0441\u0432\u0430\u0438\u0432\u0430\u0442\u044c SQL, \u0432\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u043c\u043e\u0434\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0442\u044c \u0438\u0445 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c! \u041d\u0430\u043f\u0438\u0448\u0438\u0442\u0435 \u043d\u0430\u043c \u043f\u043e \u0430\u0434\u0440\u0435\u0441\u0443 support@tenjin.com, \u0447\u0442\u043e\u0431\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043d\u0430\u0448\u0438\u043c \u0440\u0435\u0441\u0443\u0440\u0441\u0430\u043c.<\/p>\n\n\n\n

\n\n\n\n

\u0418\u0437\u0443\u0447\u0435\u043d\u0438\u0435 SQL<\/h3>\n\n\n\n
    \n
  1. SELECT<\/a><\/li>\n\n\n\n
  2. SELECT DISTINCT<\/a><\/li>\n\n\n\n
  3. \u0413\u0414\u0415<\/a><\/li>\n\n\n\n
  4. \u0418\/\u0418\u041b\u0418\/\u041d\u0415<\/a><\/li>\n\n\n\n
  5. \u0421\u041e\u0420\u0422\u0418\u0420\u041e\u0412\u0410\u0422\u042c \u041f\u041e<\/a><\/li>\n\n\n\n
  6. \u041f\u0420\u0418\u0421\u041e\u0415\u0414\u0418\u041d\u042f\u0419\u0422\u0415\u0421\u042c<\/a>, INNER JOIN<\/a><\/li>\n<\/ol>\n\n\n\n

    \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u043d\u044b\u0435 \u0432\u044b\u0448\u0435 \u043e\u0441\u043d\u043e\u0432\u044b, \u0432\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0437\u0432\u043b\u0435\u0447\u044c \u0442\u0430\u0431\u043b\u0438\u0446\u044b \u0434\u0430\u043d\u043d\u044b\u0445, \u0445\u0440\u0430\u043d\u044f\u0449\u0438\u0435\u0441\u044f \u0432 DataVault, \u0438 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0439 (join) \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0438\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0440\u0430\u0437\u043d\u044b\u0445 \u0442\u0430\u0431\u043b\u0438\u0446.<\/p>\n\n\n\n

    \u0412 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0438 \u0441 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u043d\u044b\u043c\u0438 \u043d\u0438\u0436\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\u0438 \u0438\u0437 \u0422\u044d\u043d\u0434\u0437\u0438\u043d\u0430 \u0443 \u0432\u0430\u0441 \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0438\u0441\u0442\u0443\u043f\u0438\u0442\u044c \u043a \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0445 \u043c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u0439.<\/p>\n\n\n\n

    \n\n\n\n

    \u0422\u0438\u043f\u043e\u0432\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u043e \u0422\u044d\u043d\u0434\u0437\u0438\u043d\u0435<\/h3>\n\n\n\n

    \u0412\u0441\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0434\u043b\u044f DataVault \u0438 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0434\u043b\u044f \u0432\u0430\u0448\u0438\u0445 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0445 \u0446\u0435\u043b\u0435\u0439.<\/p>\n\n\n\n

    \u041d\u0438\u0436\u0435 \u043f\u0440\u0438\u0432\u0435\u0434\u0451\u043d \u043f\u0440\u0438\u043c\u0435\u0440 \u0437\u0430\u043f\u0440\u043e\u0441\u0430.<\/p>\n\n\n\n

    SELECT COUNT(DISTINCT COALESCE(advertising_id, developer_device_id)) AS dau
    \u0418\u0417 \u0441\u043e\u0431\u044b\u0442\u0438\u0439
    WHERE created_at :: DATE = \u2018@DATE\u2019 AND bundle_id = \u2018@BUNDLEID\u2019 AND platform = \u2018@PLATFORM\u2019;<\/p>\n\n\n\n

    \u042d\u0442\u043e\u0442 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0435\u0436\u0435\u0434\u043d\u0435\u0432\u043d\u044b\u0445 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 (DAU) \u0437\u0430 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0443\u044e \u0434\u0430\u0442\u0443. \u0414\u0430\u0436\u0435 \u043d\u0435 \u0437\u043d\u0430\u044f \u044f\u0437\u044b\u043a\u0430 SQL, \u043c\u043e\u0436\u043d\u043e \u0432 \u043e\u0431\u0449\u0438\u0445 \u0447\u0435\u0440\u0442\u0430\u0445 \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u0434\u0435\u043b\u0430\u0435\u0442. \u041d\u043e \u043f\u043e\u043a\u0430 \u043d\u0435 \u043e\u0431\u0440\u0430\u0449\u0430\u0439\u0442\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u044f \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0440\u043e\u0441\u0442\u043e \u0437\u043d\u0430\u0439\u0442\u0435, \u0447\u0442\u043e \u043e\u043d \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 DAU \u0437\u0430 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u0439 \u0434\u0435\u043d\u044c.<\/p>\n\n\n\n

    \u0415\u0441\u043b\u0438 \u0432\u044b \u043d\u043e\u0432\u0438\u0447\u043e\u043a, \u0432\u0430\u043c \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043f\u0440\u043e\u0441\u0442\u043e \u0437\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u0432\u0441\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u043d\u0430 \u0441\u0438\u043c\u0432\u043e\u043b @<\/code>, \u0447\u0442\u043e\u0431\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043d\u0443\u0436\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.<\/p>\n\n\n\n

    \u0412 \u044d\u0442\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0437\u0430\u043c\u0435\u043d\u0438\u0442\u0435 @DATE<\/code> \u043d\u0430 \u0434\u0430\u0442\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0432\u044b \u0445\u043e\u0442\u0438\u0442\u0435 \u043f\u0440\u043e\u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c, @BUNDLEID<\/code> \u043d\u0430 bundle_id<\/code>, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435, \u0430 @PLATFORM<\/code> \u043d\u0430 platform<\/code>, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0432\u044b \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0435.<\/p>\n\n\n\n

    \u0412 \u0438\u0442\u043e\u0433\u0435 \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0437\u0430\u043f\u0440\u043e\u0441 \u0442\u0430\u043a, \u0447\u0442\u043e\u0431\u044b \u043e\u043d \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c: <\/p>\n\n\n\n

    SELECT COUNT(DISTINCT COALESCE(advertising_id, developer_device_id)) AS dau
    \u0418\u0417 \u0441\u043e\u0431\u044b\u0442\u0438\u0439
    WHERE created_at :: DATE = \u20182018-02-01\u2019 AND bundle_id = \u2018com.tenjin.wordfinder\u2019 AND platform = \u2018ios\u2019;<\/p>\n\n\n\n

    \u042d\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c DAU \u0434\u043b\u044f \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0430 iOS.<\/p>\n\n\n\n

    ","protected":false},"excerpt":{"rendered":"

    Querying DataVault DataVault is built on Redshift and has a query syntax similar to PostgreSQL. Most BI tools allow you to access databases through PostgreSQL. This should be sufficient to access your DataVault. Business Intelligence (BI) Tools Here are a few BI tools that are known to work well with DataVault. We also have partnerships…<\/p>","protected":false},"author":17,"featured_media":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"doc_category":[96],"glossaries":[],"doc_tag":[],"class_list":["post-15443","docs","type-docs","status-publish","hentry","doc_category-datavault"],"acf":[],"year_month":"2026-07","word_count":393,"total_views":0,"reactions":{"happy":0,"normal":0,"sad":0},"author_info":{"name":"\u0410\u043d\u0443\u0440\u0430\u0433","author_nicename":"anurag","author_url":"https:\/\/tenjin.com\/ru\/blog\/author\/anurag\/"},"doc_category_info":[{"term_name":"DataVault","term_url":"https:\/\/tenjin.com\/ru\/docs\/category\/datavault\/"}],"doc_tag_info":[],"yoast_head":"\nBI: Querying DataVault | Tenjin<\/title>\n<meta name=\"description\" content=\"Learn how to optimize SQL queries for DataVault on Redshift, and explore BI tools that enhance your data analysis skills. 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