{"id":39807,"date":"2026-09-25T08:07:04","date_gmt":"2026-09-25T00:07:04","guid":{"rendered":"https:\/\/wiz.cn\/blog\/?p=39807"},"modified":"2026-09-25T08:07:04","modified_gmt":"2026-09-25T00:07:04","slug":"dora-metrics-tools-2026-guide-2","status":"publish","type":"post","link":"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2","title":{"rendered":"2026 \u5e74 DORA \u5ea6\u91cf\u5de5\u5177\u9009\u578b\u6307\u5357\uff1a\u6838\u5fc3\u80fd\u529b\u3001\u5c40\u9650\u6027\u4e0e\u6269\u5c55\u8def\u5f84"},"content":{"rendered":"<p>\u5de5\u7a0b\u9886\u5bfc\u8005\u6301\u7eed\u9762\u4e34\u4e00\u4e2a\u6839\u672c\u95ee\u9898\uff1a\u4ea4\u4ed8\u6548\u80fd\u7a76\u7adf\u8be5\u4ee5\u4f55\u79cd\u6807\u51c6\u8861\u91cf\uff1fDORA \u6307\u6807\u66fe\u4e3a\u6b64\u63d0\u4f9b\u4e86\u5173\u952e\u7b54\u6848\u3002\u672c\u6587\u5c06\u7cfb\u7edf\u8bc4\u4f30 2026 \u5e74\u503c\u5f97\u5173\u6ce8\u7684 6 \u6b3e DORA \u5ea6\u91cf\u5de5\u5177\uff0c\u5e2e\u52a9\u56e2\u961f\u5efa\u7acb\u66f4\u5b8c\u6574\u7684\u7814\u53d1\u6548\u80fd\u89c2\u6d4b\u4f53\u7cfb\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/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=\"Toggle Table of Content\"><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:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#%E6%9C%AC%E6%96%87%E4%BB%8B%E7%BB%8D%E7%9A%84_6_%E6%AC%BE%E5%B7%A5%E5%85%B7\" >\u672c\u6587\u4ecb\u7ecd\u7684 6 \u6b3e\u5de5\u5177<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#DORA_%E5%9B%9B%E9%A1%B9%E6%8C%87%E6%A0%87%E7%9A%84%E6%A0%B8%E5%BF%83%E5%86%85%E6%B6%B5\" >DORA \u56db\u9879\u6307\u6807\u7684\u6838\u5fc3\u5185\u6db5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#DORA_%E5%B7%A5%E5%85%B7%E7%9A%84%E7%9B%AE%E6%A0%87%E7%94%A8%E6%88%B7%E7%BE%A4%E4%BD%93\" >DORA \u5de5\u5177\u7684\u76ee\u6807\u7528\u6237\u7fa4\u4f53<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#DORA_%E6%8C%87%E6%A0%87%E7%9A%84%E8%BE%B9%E7%95%8C%EF%BC%9A%E4%B8%BA%E4%BD%95%E9%9C%80%E8%A6%81%E6%9B%B4%E5%AE%8C%E6%95%B4%E7%9A%84%E6%A1%86%E6%9E%B6\" >DORA \u6307\u6807\u7684\u8fb9\u754c\uff1a\u4e3a\u4f55\u9700\u8981\u66f4\u5b8c\u6574\u7684\u6846\u67b6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#6_%E6%AC%BE_DORA_%E5%BA%A6%E9%87%8F%E5%B7%A5%E5%85%B7%E5%AF%B9%E6%AF%94%E5%88%86%E6%9E%90\" >6 \u6b3e DORA \u5ea6\u91cf\u5de5\u5177\u5bf9\u6bd4\u5206\u6790<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#ONES%EF%BC%9A%E4%BC%81%E4%B8%9A%E7%BA%A7%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86%E4%B8%80%E4%BD%93%E5%8C%96%E5%B9%B3%E5%8F%B0\" >ONES\uff1a\u4f01\u4e1a\u7ea7\u7814\u53d1\u7ba1\u7406\u4e00\u4f53\u5316\u5e73\u53f0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#GitLab%EF%BC%9ADevOps_%E5%85%A8%E6%A0%88%E5%B9%B3%E5%8F%B0%E7%9A%84%E5%BA%A6%E9%87%8F%E5%BB%B6%E4%BC%B8\" >GitLab\uff1aDevOps \u5168\u6808\u5e73\u53f0\u7684\u5ea6\u91cf\u5ef6\u4f38<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#GitHub_Actions%EF%BC%9A%E8%87%AA%E5%8A%A8%E5%8C%96%E5%B7%A5%E4%BD%9C%E6%B5%81%E7%9A%84%E8%BD%BB%E9%87%8F%E8%A7%82%E6%B5%8B\" >GitHub Actions\uff1a\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u8f7b\u91cf\u89c2\u6d4b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#Apache_DevLake%EF%BC%9A%E5%BC%80%E6%BA%90%E6%95%B0%E6%8D%AE%E6%95%B4%E5%90%88%E6%96%B9%E6%A1%88\" >Apache DevLake\uff1a\u5f00\u6e90\u6570\u636e\u6574\u5408\u65b9\u6848<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#PagerDuty%EF%BC%9A%E4%BA%8B%E4%BB%B6%E5%93%8D%E5%BA%94%E8%A7%86%E8%A7%92%E7%9A%84%E7%A8%B3%E5%AE%9A%E6%80%A7%E5%BA%A6%E9%87%8F\" >PagerDuty\uff1a\u4e8b\u4ef6\u54cd\u5e94\u89c6\u89d2\u7684\u7a33\u5b9a\u6027\u5ea6\u91cf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#Datadog%EF%BC%9A%E5%8F%AF%E8%A7%82%E6%B5%8B%E6%80%A7%E5%B9%B3%E5%8F%B0%E7%9A%84%E5%BA%A6%E9%87%8F%E6%8B%93%E5%B1%95\" >Datadog\uff1a\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u7684\u5ea6\u91cf\u62d3\u5c55<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#%E5%B7%A5%E5%85%B7%E9%80%89%E5%9E%8B%E7%9A%84%E5%86%B3%E7%AD%96%E6%A1%86%E6%9E%B6\" >\u5de5\u5177\u9009\u578b\u7684\u51b3\u7b56\u6846\u67b6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#2026_%E5%B9%B4%E7%9A%84%E5%85%B3%E9%94%AE%E8%BD%AC%E5%90%91%EF%BC%9A%E4%BB%8E%E5%BA%A6%E9%87%8F%E4%BA%A4%E4%BB%98%E5%88%B0%E5%BA%A6%E9%87%8F%E6%95%88%E8%83%BD\" >2026 \u5e74\u7684\u5173\u952e\u8f6c\u5411\uff1a\u4ece\u5ea6\u91cf\u4ea4\u4ed8\u5230\u5ea6\u91cf\u6548\u80fd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#%E5%B8%B8%E8%A7%81%E9%97%AE%E9%A2%98\" >\u5e38\u89c1\u95ee\u9898<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#DORA_%E6%8C%87%E6%A0%87%E6%98%AF%E5%90%A6%E9%80%82%E7%94%A8%E4%BA%8E%E6%89%80%E6%9C%89%E8%A7%84%E6%A8%A1%E7%9A%84%E5%B7%A5%E7%A8%8B%E5%9B%A2%E9%98%9F%EF%BC%9F\" >DORA \u6307\u6807\u662f\u5426\u9002\u7528\u4e8e\u6240\u6709\u89c4\u6a21\u7684\u5de5\u7a0b\u56e2\u961f\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#%E5%BC%80%E6%BA%90%E5%B7%A5%E5%85%B7%E4%B8%8E%E5%95%86%E4%B8%9A%E5%B9%B3%E5%8F%B0%E5%9C%A8_DORA_%E5%BA%A6%E9%87%8F%E4%B8%8A%E7%9A%84%E6%A0%B8%E5%BF%83%E5%B7%AE%E5%BC%82%E6%98%AF%E4%BB%80%E4%B9%88%EF%BC%9F\" >\u5f00\u6e90\u5de5\u5177\u4e0e\u5546\u4e1a\u5e73\u53f0\u5728 DORA \u5ea6\u91cf\u4e0a\u7684\u6838\u5fc3\u5dee\u5f02\u662f\u4ec0\u4e48\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#%E5%A6%82%E4%BD%95%E9%AA%8C%E8%AF%81_DORA_%E6%8C%87%E6%A0%87%E6%94%B9%E8%BF%9B%E6%98%AF%E5%90%A6%E6%BA%90%E4%BA%8E_AI_%E5%B7%A5%E5%85%B7_adoption%EF%BC%9F\" >\u5982\u4f55\u9a8c\u8bc1 DORA \u6307\u6807\u6539\u8fdb\u662f\u5426\u6e90\u4e8e AI \u5de5\u5177 adoption\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/dora-metrics-tools-2026-guide-2\/#%E4%BB%8E_DORA_%E6%89%A9%E5%B1%95%E5%88%B0%E5%AE%8C%E6%95%B4%E6%95%88%E8%83%BD%E5%BA%A6%E9%87%8F%E9%80%9A%E5%B8%B8%E9%9C%80%E8%A6%81%E5%A4%9A%E9%95%BF%E6%97%B6%E9%97%B4%EF%BC%9F\" >\u4ece DORA \u6269\u5c55\u5230\u5b8c\u6574\u6548\u80fd\u5ea6\u91cf\u901a\u5e38\u9700\u8981\u591a\u957f\u65f6\u95f4\uff1f<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E6%9C%AC%E6%96%87%E4%BB%8B%E7%BB%8D%E7%9A%84_6_%E6%AC%BE%E5%B7%A5%E5%85%B7\"><\/span>\u672c\u6587\u4ecb\u7ecd\u7684 6 \u6b3e\u5de5\u5177<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li><a href=\"https:\/\/ones.cn\/\">ONES<\/a> \u2014 \u4f01\u4e1a\u7ea7\u7814\u53d1\u7ba1\u7406\u5e73\u53f0<\/li>\n<li>GitLab \u2014 \u4e00\u4f53\u5316 DevOps \u5e73\u53f0<\/li>\n<li>GitHub Actions \u2014 \u4ee3\u7801\u6258\u7ba1\u4e0e\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/li>\n<li>Apache DevLake \u2014 \u5f00\u6e90\u7814\u53d1\u6570\u636e\u6574\u5408\u5f15\u64ce<\/li>\n<li>PagerDuty \u2014 \u4e8b\u4ef6\u54cd\u5e94\u4e0e\u8fd0\u7ef4\u5e73\u53f0<\/li>\n<li>Datadog \u2014 \u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"DORA_%E5%9B%9B%E9%A1%B9%E6%8C%87%E6%A0%87%E7%9A%84%E6%A0%B8%E5%BF%83%E5%86%85%E6%B6%B5\"><\/span>DORA \u56db\u9879\u6307\u6807\u7684\u6838\u5fc3\u5185\u6db5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u90e8\u7f72\u9891\u7387\u3001\u53d8\u66f4\u524d\u7f6e\u65f6\u95f4\u3001\u53d8\u66f4\u5931\u8d25\u7387\u3001\u670d\u52a1\u6062\u590d\u65f6\u95f4\u2014\u2014\u8fd9\u56db\u9879\u6307\u6807\u6784\u6210\u4e86\u8f6f\u4ef6\u4ea4\u4ed8\u6548\u80fd\u7684\u57fa\u7840\u8bc4\u4f30\u6846\u67b6\u3002\u90e8\u7f72\u9891\u7387\u53cd\u6620\u56e2\u961f\u5c06\u4ee3\u7801\u53d8\u66f4\u63a8\u5411\u751f\u4ea7\u73af\u5883\u7684\u8282\u594f\uff1b\u53d8\u66f4\u524d\u7f6e\u65f6\u95f4\u8ffd\u8e2a\u4ece\u4ee3\u7801\u63d0\u4ea4\u5230\u6b63\u5f0f\u53d1\u5e03\u7684\u5b8c\u6574\u5468\u671f\uff1b\u53d8\u66f4\u5931\u8d25\u7387\u8861\u91cf\u751f\u4ea7\u90e8\u7f72\u5f15\u53d1\u6545\u969c\u7684\u6bd4\u4f8b\uff1b\u670d\u52a1\u6062\u590d\u65f6\u95f4\u5219\u68c0\u9a8c\u56e2\u961f\u4ece\u6545\u969c\u4e2d\u6062\u590d\u7684\u901f\u5ea6\u3002<\/p>\n<p>\u8fd9\u4e9b\u6307\u6807\u7684\u4ef7\u503c\u5728\u4e8e\u5efa\u7acb\u4e86\u8de8\u56e2\u961f\u3001\u8de8\u7ec4\u7ec7\u7684\u901a\u7528\u8bed\u8a00\u3002\u7136\u800c\uff0c2026 \u5e74\u7684\u5de5\u7a0b\u5b9e\u8df5\u8868\u660e\uff0c\u5355\u7eaf\u4f18\u5316\u8fd9\u56db\u9879\u6307\u6807\u53ef\u80fd\u4ea7\u751f\u8bef\u5bfc\u2014\u2014\u56e2\u961f\u53ef\u80fd\u5728\u727a\u7272\u4ee3\u7801\u53ef\u7ef4\u62a4\u6027\u6216\u5f00\u53d1\u8005\u5de5\u4f5c\u4f53\u9a8c\u7684\u524d\u63d0\u4e0b\u6362\u53d6\u8868\u9762\u4e0a\u7684\u4ea4\u4ed8\u63d0\u901f\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"DORA_%E5%B7%A5%E5%85%B7%E7%9A%84%E7%9B%AE%E6%A0%87%E7%94%A8%E6%88%B7%E7%BE%A4%E4%BD%93\"><\/span>DORA \u5de5\u5177\u7684\u76ee\u6807\u7528\u6237\u7fa4\u4f53<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>DORA \u5ea6\u91cf\u5de5\u5177\u4e3b\u8981\u670d\u52a1\u4e8e\u4e09\u7c7b\u89d2\u8272\uff1a\u9700\u8981\u5411\u4e1a\u52a1\u4fa7\u8bc1\u660e\u4ea4\u4ed8\u80fd\u529b\u7684\u5de5\u7a0b\u9ad8\u7ba1\u3001\u8d1f\u8d23\u4f18\u5316\u6d41\u6c34\u7ebf\u6548\u7387\u7684 DevOps \u4e0e\u5e73\u53f0\u5de5\u7a0b\u56e2\u961f\u3001\u4ee5\u53ca\u5bfb\u6c42\u884c\u4e1a\u57fa\u51c6\u5bf9\u6bd4\u7684\u5f00\u53d1\u8005\u4f53\u9a8c\u56e2\u961f\u3002\u5904\u4e8e DevOps \u6210\u719f\u5ea6\u65e9\u671f\u9636\u6bb5\u7684\u7ec4\u7ec7\u901a\u5e38\u80fd\u4ece\u4e2d\u83b7\u5f97\u6700\u663e\u8457\u7684\u5373\u65f6\u6536\u76ca\uff0c\u56e0\u4e3a\u6307\u6807\u80fd\u591f\u63ed\u793a\u6b64\u524d\u672a\u88ab\u5bdf\u89c9\u7684\u74f6\u9888\u3002\u5bf9\u4e8e\u5df2\u5177\u5907\u8f83\u9ad8\u6210\u719f\u5ea6\u7684\u56e2\u961f\uff0c\u8fd9\u4e9b\u6307\u6807\u66f4\u9002\u5408\u4f5c\u4e3a\u7a33\u5b9a\u6027\u6821\u9a8c\u673a\u5236\uff0c\u786e\u4fdd\u901f\u5ea6\u63d0\u5347\u4e0d\u4ee5\u53ef\u9760\u6027\u4e3a\u4ee3\u4ef7\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"DORA_%E6%8C%87%E6%A0%87%E7%9A%84%E8%BE%B9%E7%95%8C%EF%BC%9A%E4%B8%BA%E4%BD%95%E9%9C%80%E8%A6%81%E6%9B%B4%E5%AE%8C%E6%95%B4%E7%9A%84%E6%A1%86%E6%9E%B6\"><\/span>DORA \u6307\u6807\u7684\u8fb9\u754c\uff1a\u4e3a\u4f55\u9700\u8981\u66f4\u5b8c\u6574\u7684\u6846\u67b6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6301\u7eed\u8ffd\u8e2a DORA \u6307\u6807\u4e3a\u4ea4\u4ed8\u6548\u80fd\u63d0\u4f9b\u4e86\u4e25\u8c28\u57fa\u7ebf\uff0c\u4f46\u7814\u7a76\u6570\u636e\u63ed\u793a\u4e86\u51e0\u4e2a\u5173\u952e\u76f2\u533a\u3002\u8fd9\u4e9b\u6307\u6807\u65e0\u6cd5\u53cd\u6620\u5f00\u53d1\u8005\u662f\u5426\u62e5\u6709\u6df1\u5ea6\u4e13\u6ce8\u7684 protected time\u3001\u8de8\u56e2\u961f\u534f\u4f5c\u662f\u5426\u987a\u7545\u3001\u6280\u672f\u503a\u52a1\u541e\u566c\u4e86\u591a\u5c11\u5de5\u7a0b\u4ea7\u80fd\uff0c\u4ee5\u53ca\u5f00\u53d1\u8005\u5bf9\u65e5\u5e38\u5de5\u5177\u548c\u6d41\u7a0b\u7684\u771f\u5b9e\u611f\u53d7\u3002<\/p>\n<p>\u5f00\u53d1\u8005\u8c03\u7814\u663e\u793a\uff0c\u7f13\u6162\u53cd\u9988\u5faa\u73af\u3001\u9891\u7e41\u4e2d\u65ad\u3001\u804c\u8d23\u8fb9\u754c\u6a21\u7cca\u3001\u5de5\u5177\u94fe\u788e\u7247\u5316\u7b49\u95ee\u9898\u624d\u662f\u65e5\u5e38\u5de5\u4f5c\u4e2d\u6700\u4e3b\u8981\u7684\u6469\u64e6\u6765\u6e90\u2014\u2014\u800c DORA \u6307\u6807\u5bf9\u6b64\u7f04\u9ed8\u4e0d\u8bed\u3002<\/p>\n<p>\u4e1a\u52a1\u5c42\u9762\u540c\u6837\u5b58\u5728\u89c2\u6d4b\u7f3a\u53e3\u3002\u4e00\u652f\u56e2\u961f\u53ef\u80fd\u8fbe\u5230\u7cbe\u82f1\u7ea7 DORA \u8868\u73b0\uff0c\u5374\u5c06\u5927\u90e8\u5206\u7814\u53d1\u8d44\u6e90\u6d88\u8017\u5728\u7cfb\u7edf\u7ef4\u62a4\u800c\u975e\u65b0\u80fd\u529b\u5efa\u8bbe\u4e0a\u3002\u8fd9\u6b63\u662f DX Core 4 \u6846\u67b6\u5c06 Impact \u786e\u7acb\u4e3a\u72ec\u7acb\u7ef4\u5ea6\u7684\u539f\u56e0\uff0c\u8be5\u7ef4\u5ea6\u4ee5&#8221;\u65b0\u80fd\u529b\u5efa\u8bbe\u6295\u5165\u5360\u6bd4&#8221;\u4e3a\u6838\u5fc3\u6307\u6807\uff0c\u4f7f\u975e\u6280\u672f\u5229\u76ca\u76f8\u5173\u8005\u4e5f\u80fd\u76f4\u63a5\u7406\u89e3\u5e76\u53c2\u4e0e\u51b3\u7b56\u3002<\/p>\n<p>2026 \u5e74\u65b0\u589e\u7684\u7b2c\u4e09\u91cd\u538b\u529b\u6765\u81ea AI \u5bf9\u5de5\u7a0b\u4ea4\u4ed8\u6a21\u5f0f\u7684\u6839\u672c\u6027\u91cd\u5851\u3002DORA \u6307\u6807\u672c\u8eab\u65e0\u6cd5\u533a\u5206\u90e8\u7f72\u9891\u7387\u7684\u63d0\u5347\u6e90\u4e8e AI \u5de5\u5177\u8d4b\u80fd\u3001\u53ef\u6301\u7eed\u7684\u6d41\u7a0b\u6539\u8fdb\uff0c\u8fd8\u662f\u5c1a\u672a\u66b4\u9732\u7684\u4e34\u65f6\u6027\u8d28\u91cf\u6298\u8877\u3002DX AI Measurement Framework \u901a\u8fc7 utilization\u3001impact\u3001cost \u4e09\u4e2a\u7ef4\u5ea6\u586b\u8865\u4e86\u8fd9\u4e00\u7a7a\u767d\uff0c\u4f46\u5f53\u524d\u5e02\u573a\u4e0a\u7684 DORA \u5de5\u5177\u5747\u4e0d\u5177\u5907\u76f4\u63a5\u5bf9\u63a5\u8be5\u6846\u67b6\u7684\u80fd\u529b\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"6_%E6%AC%BE_DORA_%E5%BA%A6%E9%87%8F%E5%B7%A5%E5%85%B7%E5%AF%B9%E6%AF%94%E5%88%86%E6%9E%90\"><\/span>6 \u6b3e DORA \u5ea6\u91cf\u5de5\u5177\u5bf9\u6bd4\u5206\u6790<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4ee5\u4e0b\u8bc4\u4f30\u6db5\u76d6 CI\/CD \u5e73\u53f0\u3001\u4e8b\u4ef6\u7ba1\u7406\u5de5\u5177\u3001\u5f00\u6e90\u57fa\u7840\u8bbe\u65bd\u53ca\u4e13\u7528\u5de5\u7a0b\u667a\u80fd\u5e73\u53f0\u7b49\u591a\u79cd\u6280\u672f\u8def\u7ebf\uff0c\u91cd\u70b9\u8003\u5bdf\u5404\u5de5\u5177\u5728\u6307\u6807\u8986\u76d6\u5b8c\u6574\u6027\u3001\u90e8\u7f72\u590d\u6742\u5ea6\u3001\u6269\u5c55\u81f3 Core 4 \u7ef4\u5ea6\u7684\u6f5c\u529b\uff0c\u4ee5\u53ca AI \u76f8\u5173\u5ea6\u91cf\u652f\u6301\u65b9\u9762\u7684\u8868\u73b0\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5de5\u5177<\/th>\n<th>\u56db\u9879 DORA \u6307\u6807<\/th>\n<th>\u90e8\u7f72\u590d\u6742\u5ea6<\/th>\n<th>Core 4 \u8986\u76d6<\/th>\n<th>AI \u5ea6\u91cf<\/th>\n<th>\u5f00\u6e90<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>ONES<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u4e2d<\/td>\n<td>\u5168\u7ef4\u5ea6\u6269\u5c55<\/td>\n<td>\u53ef\u5b9a\u5236<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td>GitLab<\/td>\n<td>\u90e8\u5206\uff08Ultimate \u7248\uff09<\/td>\n<td>\u4f4e<\/td>\n<td>\u901f\u5ea6+\u8d28\u91cf<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td>GitHub Actions<\/td>\n<td>\u90e8\u5206\uff08\u4ec5\u901f\u5ea6\uff09<\/td>\n<td>\u4f4e<\/td>\n<td>\u4ec5\u901f\u5ea6<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td>Apache DevLake<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u9ad8<\/td>\n<td>\u901f\u5ea6+\u8d28\u91cf<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u662f<\/td>\n<\/tr>\n<tr>\n<td>PagerDuty<\/td>\n<td>\u90e8\u5206\uff08\u4ec5\u7a33\u5b9a\u6027\uff09<\/td>\n<td>\u4f4e-\u4e2d<\/td>\n<td>\u4ec5\u8d28\u91cf<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td>Datadog<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u4e2d<\/td>\n<td>\u901f\u5ea6+\u8d28\u91cf<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><span class=\"ez-toc-section\" id=\"ONES%EF%BC%9A%E4%BC%81%E4%B8%9A%E7%BA%A7%E7%A0%94%E5%8F%91%E7%AE%A1%E7%90%86%E4%B8%80%E4%BD%93%E5%8C%96%E5%B9%B3%E5%8F%B0\"><\/span>ONES\uff1a\u4f01\u4e1a\u7ea7\u7814\u53d1\u7ba1\u7406\u4e00\u4f53\u5316\u5e73\u53f0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>ONES \u4f5c\u4e3a\u9762\u5411\u4e2d\u5927\u578b\u7ec4\u7ec7\u7684\u7814\u53d1\u7ba1\u7406\u57fa\u7840\u8bbe\u65bd\uff0c\u5c06\u9879\u76ee\u7ba1\u7406\u3001\u9700\u6c42\u8ffd\u8e2a\u3001\u77e5\u8bc6\u6c89\u6dc0\u3001\u6d4b\u8bd5\u7ba1\u7406\u3001\u6d41\u6c34\u7ebf\u7f16\u6392\u4e0e\u4ee3\u7801\u8d44\u4ea7\u7ba1\u7406\u6574\u5408\u4e8e\u7edf\u4e00\u5e73\u53f0\uff0c\u4ece\u6839\u672c\u4e0a\u7f13\u89e3\u5de5\u5177\u5272\u88c2\u5bfc\u81f4\u7684\u6570\u636e\u5b64\u5c9b\u95ee\u9898\u3002<\/p>\n<p><strong>\u6838\u5fc3\u80fd\u529b<\/strong>\uff1aONES \u652f\u6301\u901a\u8fc7\u81ea\u5b9a\u4e49\u6570\u636e\u770b\u677f\u914d\u7f6e DORA \u56db\u9879\u6307\u6807\u7684\u91c7\u96c6\u4e0e\u53ef\u89c6\u5316\uff0c\u5e76\u80fd\u591f\u57fa\u4e8e\u7814\u53d1\u5168\u6d41\u7a0b\u7684\u8d2f\u901a\u6570\u636e\uff0c\u8fdb\u4e00\u6b65\u6269\u5c55\u81f3\u6548\u80fd\u5ea6\u91cf\u5206\u6790\u3002\u5176\u590d\u6742\u6d41\u7a0b\u914d\u7f6e\u80fd\u529b\u4e0e\u7cbe\u7ec6\u5316\u6743\u9650\u6a21\u578b\uff0c\u4f7f\u5176\u7279\u522b\u9002\u7528\u4e8e\u5b58\u5728\u591a\u4ea7\u54c1\u7ebf\u3001\u8de8\u90e8\u95e8\u534f\u4f5c\u6cbb\u7406\u9700\u6c42\u7684\u4f01\u4e1a\u73af\u5883\u3002<\/p>\n<p><strong>\u5dee\u5f02\u5316\u4f18\u52bf<\/strong>\uff1aONES \u5f3a\u8c03\u4ee5\u6570\u636e\u9a71\u52a8\u7814\u53d1\u6548\u80fd\u6539\u8fdb\uff0c\u5185\u7f6e\u7684\u7814\u53d1\u6548\u80fd\u5ea6\u91cf\u4f53\u7cfb\u4e0d\u4ec5\u8986\u76d6\u4ea4\u4ed8\u901f\u5ea6\u7ef4\u5ea6\uff0c\u66f4\u53ef\u5ef6\u4f38\u81f3\u8d28\u91cf\u8d8b\u52bf\u3001\u8d44\u6e90\u5206\u914d\u5408\u7406\u6027\u3001\u9700\u6c42\u4ea4\u4ed8\u4ef7\u503c\u7b49\u6df1\u5c42\u5206\u6790\u3002\u5bf9\u4e8e\u5e0c\u671b\u4ece DORA \u57fa\u7ebf\u51fa\u53d1\u3001\u9010\u6b65\u6784\u5efa\u66f4\u5b8c\u6574\u5de5\u7a0b\u6548\u80fd\u89c2\u6d4b\u80fd\u529b\u7684\u7ec4\u7ec7\uff0cONES \u63d0\u4f9b\u4e86\u53ef\u6f14\u8fdb\u7684\u6280\u672f\u8def\u5f84\u3002<\/p>\n<p><strong>\u9002\u7528\u8003\u91cf<\/strong>\uff1a\u8be5\u5e73\u53f0\u9762\u5411\u5177\u6709\u4e00\u5b9a\u89c4\u6a21\u548c\u6280\u672f\u7ba1\u7406\u6210\u719f\u5ea6\u7684\u4f01\u4e1a\u8bbe\u8ba1\uff0c\u5c0f\u578b\u56e2\u961f\u53ef\u80fd\u9700\u8981\u8bc4\u4f30\u5176\u529f\u80fd\u4e30\u5bcc\u5ea6\u4e0e\u5f53\u524d\u9700\u6c42\u7684\u5339\u914d\u7a0b\u5ea6\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blogcdn.ones-ai.cn\/blog\/uploads\/2026\/04\/04f5ddf81ca3_ONES-\u4ea7\u54c1\u5168\u666f\u56fe.png\" alt=\"DORA metrics tools 2026 ONES \u4ea7\u54c1\u5168\u666f\u56fe\" width=\"2612\" height=\"1336\" \/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"GitLab%EF%BC%9ADevOps_%E5%85%A8%E6%A0%88%E5%B9%B3%E5%8F%B0%E7%9A%84%E5%BA%A6%E9%87%8F%E5%BB%B6%E4%BC%B8\"><\/span>GitLab\uff1aDevOps \u5168\u6808\u5e73\u53f0\u7684\u5ea6\u91cf\u5ef6\u4f38<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>GitLab \u4ee5\u4ee3\u7801\u6258\u7ba1\u4e3a\u8d77\u70b9\uff0c\u9010\u6b65\u6269\u5c55\u4e3a\u6db5\u76d6 CI\/CD\u3001\u5b89\u5168\u626b\u63cf\u3001\u76d1\u63a7\u544a\u8b66\u7684\u5b8c\u6574 DevOps \u5e73\u53f0\u3002\u5176 Value Streams Dashboard \u4e3a\u5df2\u6df1\u5ea6\u4f7f\u7528 GitLab \u751f\u6001\u7684\u56e2\u961f\u63d0\u4f9b\u4e86\u4f4e\u6469\u64e6\u7684 DORA \u6307\u6807\u5165\u53e3\u3002<\/p>\n<p><strong>\u8986\u76d6\u8303\u56f4<\/strong>\uff1a\u90e8\u7f72\u9891\u7387\u4e0e\u53d8\u66f4\u524d\u7f6e\u65f6\u95f4\u7684\u8ffd\u8e2a\u8f83\u4e3a\u76f4\u63a5\uff1b\u53d8\u66f4\u5931\u8d25\u7387\u4e0e\u670d\u52a1\u6062\u590d\u65f6\u95f4\u7684\u51c6\u786e\u8ba1\u7b97\u5219\u4f9d\u8d56\u56e2\u961f\u540c\u6b65\u4f7f\u7528 GitLab \u7684 incident management \u6a21\u5757\u3002\u82e5\u4e8b\u4ef6\u54cd\u5e94\u6d41\u7a0b\u5206\u6563\u4e8e\u5176\u4ed6\u7cfb\u7edf\uff0c\u6307\u6807\u5b8c\u6574\u6027\u5c06\u53d7\u635f\u3002<\/p>\n<p><strong>\u6269\u5c55\u5c40\u9650<\/strong>\uff1aGitLab \u7684\u5ea6\u91cf\u8bbe\u8ba1\u805a\u7126\u4e8e Speed \u4e0e Quality \u4e24\u4e2a\u7ef4\u5ea6\uff0c\u5411 Effectiveness \u548c Impact \u7ef4\u5ea6\u7684\u81ea\u7136\u5ef6\u4f38\u5b58\u5728\u4ea7\u54c1\u67b6\u6784\u5c42\u9762\u7684\u9650\u5236\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"GitHub_Actions%EF%BC%9A%E8%87%AA%E5%8A%A8%E5%8C%96%E5%B7%A5%E4%BD%9C%E6%B5%81%E7%9A%84%E8%BD%BB%E9%87%8F%E8%A7%82%E6%B5%8B\"><\/span>GitHub Actions\uff1a\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u8f7b\u91cf\u89c2\u6d4b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>GitHub Actions \u7684\u6838\u5fc3\u5b9a\u4f4d\u662f\u4ee3\u7801\u4ed3\u5e93\u9a71\u52a8\u7684\u81ea\u52a8\u5316\u6267\u884c\u5f15\u64ce\uff0c\u800c\u975e\u4e13\u7528\u5ea6\u91cf\u5e73\u53f0\u3002\u5176 DORA \u76f8\u5173\u80fd\u529b\u4e3b\u8981\u4f53\u73b0\u5728\u901a\u8fc7 workflow \u8fd0\u884c\u6570\u636e\u95f4\u63a5\u63a8\u5bfc\u90e8\u7f72\u9891\u7387\u7b49\u901f\u5ea6\u6307\u6807\u3002<\/p>\n<p><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u5df2\u57fa\u4e8e GitHub \u751f\u6001\u6784\u5efa\u4ea4\u4ed8\u6d41\u7a0b\u3001\u4e14\u5ea6\u91cf\u9700\u6c42\u76f8\u5bf9\u8f7b\u91cf\u7684\u56e2\u961f\u3002\u5bf9\u4e8e\u9700\u8981\u7a33\u5b9a\u6027\u6307\u6807\u6216\u6df1\u5ea6\u6548\u80fd\u5206\u6790\u7684\u573a\u666f\uff0c\u9700\u501f\u52a9\u7b2c\u4e09\u65b9\u96c6\u6210\u8865\u5145\u3002<\/p>\n<p><strong>\u5173\u952e\u7ea6\u675f<\/strong>\uff1a\u6307\u6807\u8986\u76d6\u7ef4\u5ea6\u5355\u4e00\uff0c\u7f3a\u4e4f\u5411\u5b8c\u6574\u7814\u53d1\u6548\u80fd\u6846\u67b6\u6269\u5c55\u7684\u5185\u751f\u8def\u5f84\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Apache_DevLake%EF%BC%9A%E5%BC%80%E6%BA%90%E6%95%B0%E6%8D%AE%E6%95%B4%E5%90%88%E6%96%B9%E6%A1%88\"><\/span>Apache DevLake\uff1a\u5f00\u6e90\u6570\u636e\u6574\u5408\u65b9\u6848<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Apache DevLake \u4f5c\u4e3a\u5f00\u6e90\u9879\u76ee\uff0c\u81f4\u529b\u4e8e\u6253\u901a\u4ee3\u7801\u4ed3\u5e93\u3001CI\/CD \u5de5\u5177\u3001 issue \u8ffd\u8e2a\u7cfb\u7edf\u7b49\u591a\u6e90\u6570\u636e\uff0c\u901a\u8fc7\u6807\u51c6\u5316\u6570\u636e\u6a21\u578b\u652f\u6301 DORA \u6307\u6807\u7684\u8ba1\u7b97\u4e0e\u53ef\u89c6\u5316\u3002<\/p>\n<p><strong>\u7075\u6d3b\u6027<\/strong>\uff1a\u5f00\u6e90\u67b6\u6784\u5141\u8bb8\u7ec4\u7ec7\u6839\u636e\u81ea\u8eab\u6280\u672f\u6808\u5b9a\u5236\u6570\u636e\u91c7\u96c6\u903b\u8f91\uff0c\u907f\u514d vendor lock-in\u3002<\/p>\n<p><strong>\u6295\u5165\u6210\u672c<\/strong>\uff1a\u9ad8\u90e8\u7f72\u590d\u6742\u5ea6\u610f\u5473\u7740\u9700\u8981\u4e13\u804c\u56e2\u961f\u8d1f\u8d23\u57fa\u7840\u8bbe\u65bd\u7ef4\u62a4\u3001\u6570\u636e\u7ba1\u9053\u8c03\u4f18\u53ca\u6307\u6807\u53e3\u5f84\u6cbb\u7406\u3002\u8be5\u65b9\u6848\u66f4\u9002\u5408\u5177\u5907\u5e73\u53f0\u5de5\u7a0b\u80fd\u529b\u3001\u4e14\u5bf9\u6570\u636e\u81ea\u4e3b\u6743\u6709\u5f3a\u8bc9\u6c42\u7684\u7ec4\u7ec7\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"PagerDuty%EF%BC%9A%E4%BA%8B%E4%BB%B6%E5%93%8D%E5%BA%94%E8%A7%86%E8%A7%92%E7%9A%84%E7%A8%B3%E5%AE%9A%E6%80%A7%E5%BA%A6%E9%87%8F\"><\/span>PagerDuty\uff1a\u4e8b\u4ef6\u54cd\u5e94\u89c6\u89d2\u7684\u7a33\u5b9a\u6027\u5ea6\u91cf<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>PagerDuty \u7684\u6838\u5fc3\u7ade\u4e89\u529b\u5728\u4e8e\u4e8b\u4ef6\u751f\u547d\u5468\u671f\u7ba1\u7406\uff0c\u5176 DORA \u76f8\u5173\u80fd\u529b\u81ea\u7136\u805a\u7126\u4e8e\u53d8\u66f4\u5931\u8d25\u7387\u4e0e\u670d\u52a1\u6062\u590d\u65f6\u95f4\u4e24\u9879\u7a33\u5b9a\u6027\u6307\u6807\u3002<\/p>\n<p><strong>\u4ef7\u503c\u7126\u70b9<\/strong>\uff1a\u5bf9\u4e8e\u5df2\u5efa\u7acb\u6210\u719f\u4e8b\u4ef6\u54cd\u5e94\u6d41\u7a0b\u3001\u5e0c\u671b\u5c06 DORA \u7a33\u5b9a\u6027\u6307\u6807\u4e0e on-call \u4f53\u7cfb\u6df1\u5ea6\u7ed1\u5b9a\u7684\u8fd0\u7ef4\u56e2\u961f\uff0cPagerDuty \u63d0\u4f9b\u4e86\u4e13\u4e1a\u7ea7\u652f\u6301\u3002<\/p>\n<p><strong>\u8986\u76d6\u7f3a\u53e3<\/strong>\uff1a\u901f\u5ea6\u7ef4\u5ea6\u7684\u6307\u6807\u9700\u4e0e\u5176\u4ed6\u5de5\u5177\u914d\u5408\u83b7\u53d6\uff0c\u96be\u4ee5\u5f62\u6210\u5b8c\u6574\u7684 DORA \u89c6\u56fe\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Datadog%EF%BC%9A%E5%8F%AF%E8%A7%82%E6%B5%8B%E6%80%A7%E5%B9%B3%E5%8F%B0%E7%9A%84%E5%BA%A6%E9%87%8F%E6%8B%93%E5%B1%95\"><\/span>Datadog\uff1a\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u7684\u5ea6\u91cf\u62d3\u5c55<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Datadog \u4ee5\u57fa\u7840\u8bbe\u65bd\u76d1\u63a7\u3001APM \u548c\u65e5\u5fd7\u7ba1\u7406\u4e3a\u6838\u5fc3\uff0c\u901a\u8fc7\u6574\u5408 CI\/CD pipeline \u6570\u636e\u4e0e\u751f\u4ea7\u73af\u5883\u4fe1\u53f7\uff0c\u652f\u6301\u56db\u9879 DORA \u6307\u6807\u7684\u8ba1\u7b97\u3002<\/p>\n<p><strong>\u96c6\u6210\u4f18\u52bf<\/strong>\uff1a\u5bf9\u4e8e\u5df2\u91c7\u7528 Datadog \u4f5c\u4e3a\u53ef\u89c2\u6d4b\u6027\u5e95\u5ea7\u7684\u7ec4\u7ec7\uff0c\u6269\u5c55\u81f3 DORA \u5ea6\u91cf\u53ef\u51cf\u5c11\u989d\u5916\u5de5\u5177\u5f15\u5165\u3002<\/p>\n<p><strong>\u7ef4\u5ea6\u5c40\u9650<\/strong>\uff1a\u4e0e\u591a\u6570\u5e73\u53f0\u578b\u5de5\u5177\u7c7b\u4f3c\uff0c\u5176\u539f\u751f\u8bbe\u8ba1\u672a\u8986\u76d6 Effectiveness \u4e0e Impact \u7ef4\u5ea6\uff0c\u5411\u66f4\u5b8c\u6574\u6548\u80fd\u6846\u67b6\u7684\u6269\u5c55\u9700\u4f9d\u8d56\u81ea\u5b9a\u4e49\u5f00\u53d1\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%B7%A5%E5%85%B7%E9%80%89%E5%9E%8B%E7%9A%84%E5%86%B3%E7%AD%96%E6%A1%86%E6%9E%B6\"><\/span>\u5de5\u5177\u9009\u578b\u7684\u51b3\u7b56\u6846\u67b6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u9009\u62e9 DORA \u5ea6\u91cf\u5de5\u5177\u65f6\uff0c\u5efa\u8bae\u4ece\u56db\u4e2a\u5c42\u9762\u5c55\u5f00\u8bc4\u4f30\uff1a<\/p>\n<p><strong>\u6570\u636e\u5b8c\u6574\u6027<\/strong>\uff1a\u5de5\u5177\u80fd\u5426\u57fa\u4e8e\u7ec4\u7ec7\u73b0\u6709\u6280\u672f\u6808\u51c6\u786e\u8ba1\u7b97\u56db\u9879\u6307\u6807\uff0c\u800c\u975e\u8981\u6c42\u5168\u9762\u8fc1\u79fb\u81f3\u5176\u751f\u6001\uff1f<\/p>\n<p><strong>\u6f14\u8fdb\u5f39\u6027<\/strong>\uff1a\u5f53\u56e2\u961f\u9700\u8981\u4ece DORA \u57fa\u7ebf\u6269\u5c55\u81f3\u66f4\u5b8c\u6574\u7684\u6548\u80fd\u5ea6\u91cf\u65f6\uff0c\u8be5\u5de5\u5177\u662f\u63d0\u4f9b\u5185\u7f6e\u8def\u5f84\u8fd8\u662f\u5f62\u6210\u67b6\u6784\u74f6\u9888\uff1f<\/p>\n<p><strong>\u6cbb\u7406\u9002\u914d<\/strong>\uff1a\u5de5\u5177\u7684\u5b89\u5168\u6a21\u578b\u3001\u6743\u9650\u7c92\u5ea6\u3001\u5408\u89c4\u8ba4\u8bc1\u662f\u5426\u5339\u914d\u7ec4\u7ec7\u7684\u6cbb\u7406\u8981\u6c42\uff1f<\/p>\n<p><strong>\u603b\u62e5\u6709\u6210\u672c<\/strong>\uff1a\u9664\u8bb8\u53ef\u8d39\u7528\u5916\uff0c\u9700\u7efc\u5408\u8bc4\u4f30\u90e8\u7f72\u8fd0\u7ef4\u4eba\u529b\u3001\u6570\u636e\u7ba1\u9053\u7ef4\u62a4\u3001\u6307\u6807\u53e3\u5f84\u6cbb\u7406\u7b49\u9690\u6027\u6295\u5165\u3002<\/p>\n<p>\u5bf9\u4e8e\u8ffd\u6c42\u4e00\u4f53\u5316\u7814\u53d1\u7ba1\u7406\u3001\u4e14\u9884\u671f\u5ea6\u91cf\u9700\u6c42\u5c06\u6301\u7eed\u6df1\u5316\u7684\u4e2d\u5927\u578b\u7ec4\u7ec7\uff0cONES \u7684\u5168\u6d41\u7a0b\u8d2f\u901a\u80fd\u529b\u4e0e\u6548\u80fd\u5ea6\u91cf\u6269\u5c55\u6027\u503c\u5f97\u4f18\u5148\u8bc4\u4f30\u3002\u5bf9\u4e8e\u6280\u672f\u6808\u9ad8\u5ea6\u5206\u6563\u3001\u6216\u5177\u5907\u5f3a\u5e73\u53f0\u5de5\u7a0b\u81ea\u7814\u80fd\u529b\u7684\u56e2\u961f\uff0cApache DevLake \u7b49\u5f00\u6e90\u65b9\u6848\u53ef\u80fd\u63d0\u4f9b\u66f4\u9ad8\u7684\u7075\u6d3b\u5ea6\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"2026_%E5%B9%B4%E7%9A%84%E5%85%B3%E9%94%AE%E8%BD%AC%E5%90%91%EF%BC%9A%E4%BB%8E%E5%BA%A6%E9%87%8F%E4%BA%A4%E4%BB%98%E5%88%B0%E5%BA%A6%E9%87%8F%E6%95%88%E8%83%BD\"><\/span>2026 \u5e74\u7684\u5173\u952e\u8f6c\u5411\uff1a\u4ece\u5ea6\u91cf\u4ea4\u4ed8\u5230\u5ea6\u91cf\u6548\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>DORA \u6307\u6807\u7684\u4ef7\u503c\u5e76\u672a\u6d88\u51cf\uff0c\u4f46\u5176\u4f5c\u4e3a\u5355\u4e00\u51b3\u7b56\u4f9d\u636e\u7684\u5c40\u9650\u6027\u5df2\u5145\u5206\u66b4\u9732\u30022026 \u5e74\uff0c\u9886\u5148\u5de5\u7a0b\u7ec4\u7ec7\u7684\u5ea6\u91cf\u5b9e\u8df5\u6b63\u7ecf\u5386\u4e24\u4e2a\u5173\u952e\u6269\u5c55\uff1a\u4e00\u662f\u5c06 DORA \u7f6e\u4e8e Core 4 \u7b49\u66f4\u5b8c\u6574\u6846\u67b6\u4e2d\u7406\u89e3\uff0c\u907f\u514d\u5bf9\u901f\u5ea6\u7684\u5b64\u7acb\u4f18\u5316\uff1b\u4e8c\u662f\u5c06 AI \u7684\u5f71\u54cd\u7eb3\u5165\u7cfb\u7edf\u6027\u89c2\u6d4b\uff0c\u533a\u5206\u771f\u5b9e\u6548\u80fd\u63d0\u5347\u4e0e\u6f5c\u5728\u8d28\u91cf\u8d1f\u503a\u3002<\/p>\n<p>\u5de5\u5177\u9009\u578b\u53ea\u662f\u8fd9\u4e00\u8f6c\u578b\u7684\u8d77\u70b9\u3002\u66f4\u6df1\u5c42\u7684\u6311\u6218\u5728\u4e8e\u5efa\u7acb\u6307\u6807\u80cc\u540e\u7684\u6570\u636e\u6cbb\u7406\u673a\u5236\u3001\u57f9\u517b\u57fa\u4e8e\u6570\u636e\u800c\u975e\u76f4\u89c9\u7684\u51b3\u7b56\u6587\u5316\u3001\u4ee5\u53ca\u6301\u7eed\u6821\u51c6\u5ea6\u91cf\u4f53\u7cfb\u4e0e\u7ec4\u7ec7\u6218\u7565\u7684\u5bf9\u9f50\u7a0b\u5ea6\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%B8%B8%E8%A7%81%E9%97%AE%E9%A2%98\"><\/span>\u5e38\u89c1\u95ee\u9898<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"DORA_%E6%8C%87%E6%A0%87%E6%98%AF%E5%90%A6%E9%80%82%E7%94%A8%E4%BA%8E%E6%89%80%E6%9C%89%E8%A7%84%E6%A8%A1%E7%9A%84%E5%B7%A5%E7%A8%8B%E5%9B%A2%E9%98%9F%EF%BC%9F\"><\/span>DORA \u6307\u6807\u662f\u5426\u9002\u7528\u4e8e\u6240\u6709\u89c4\u6a21\u7684\u5de5\u7a0b\u56e2\u961f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p> DORA \u6307\u6807\u5bf9\u5904\u4e8e DevOps 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class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5f00\u6e90\u65b9\u6848\u5982 Apache DevLake \u63d0\u4f9b\u6570\u636e\u4e3b\u6743\u4e0e\u5b9a\u5236\u7075\u6d3b\u6027\uff0c\u4f46\u8981\u6c42\u7ec4\u7ec7\u627f\u62c5\u5b8c\u6574\u7684\u8fd0\u7ef4\u4e0e\u6cbb\u7406\u8d23\u4efb\u3002\u5546\u4e1a\u5e73\u53f0\u901a\u5e38\u63d0\u4f9b\u66f4\u5373\u7528\u7684\u53ef\u89c6\u5316\u3001\u9884\u7f6e\u6307\u6807\u53e3\u5f84\u548c\u4f01\u4e1a\u7ea7\u652f\u6301\uff0c\u4f46\u5728\u6269\u5c55\u81f3\u6807\u51c6\u529f\u80fd\u4e4b\u5916\u7684\u573a\u666f\u65f6\u53ef\u80fd\u9762\u4e34\u7ea6\u675f\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%A6%82%E4%BD%95%E9%AA%8C%E8%AF%81_DORA_%E6%8C%87%E6%A0%87%E6%94%B9%E8%BF%9B%E6%98%AF%E5%90%A6%E6%BA%90%E4%BA%8E_AI_%E5%B7%A5%E5%85%B7_adoption%EF%BC%9F\"><\/span>\u5982\u4f55\u9a8c\u8bc1 DORA \u6307\u6807\u6539\u8fdb\u662f\u5426\u6e90\u4e8e AI \u5de5\u5177 adoption\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5f53\u524d\u4e3b\u6d41 DORA 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