{"id":2725,"date":"2026-09-05T09:00:00","date_gmt":"2026-09-05T01:00:00","guid":{"rendered":"https:\/\/www.hytechtw.com\/?p=2725"},"modified":"2026-09-30T01:16:59","modified_gmt":"2026-09-29T17:16:59","slug":"2026-u5e74u6a5fu623fu81eau52d5u5316u8da8u52e2uff1aai-u904bu7daduff08aiopsuff09","status":"publish","type":"post","link":"https:\/\/www.hytechtw.com\/?p=2725","title":{"rendered":"2026 \u5e74\u6a5f\u623f\u81ea\u52d5\u5316\u8da8\u52e2\uff1aAI \u904b\u7dad\uff08AIOps\uff09"},"content":{"rendered":"\n

\u7576\u6a5f\u623f\u898f\u6a21\u7a81\u7834\u6578\u5343\u53f0\u4f3a\u670d\u5668\u3001\u5fae\u670d\u52d9\u6578\u91cf\u4ee5\u767e\u8a08\uff0c\u50b3\u7d71\u300c\u4eba\u76ef\u87a2\u5e55\u3001\u544a\u8b66\u6d77\u88e1\u64bf\u91dd\u300d\u7684\u904b\u7dad\u6a21\u5f0f\u5df2\u903c\u8fd1\u6975\u9650\u3002\u544a\u8b66\u98a8\u66b4\uff08alert storm\uff09\u8b93\u503c\u73ed\u5de5\u7a0b\u5e2b\u75b2\u65bc\u61c9\u4ed8\uff0c\u4e00\u6b21\u6545\u969c\u8981\u7ffb\u958b\u5341\u5e7e\u500b\u5100\u8868\u677f\u3001\u6bd4\u5c0d\u65e5\u8a8c\u8207\u6307\u6a19\uff0c\u5e73\u5747\u6aa2\u51fa\u6642\u9593\uff08MTTD\uff09\u9577\u9054 45 \u5206\u9418\u4ee5\u4e0a\u3002AI \u904b\u7dad\uff08AIOps, AI for IT Operations\uff09\u6b63\u662f\u5728\u9019\u500b\u7bc0\u9ede\u4e0a\u6210\u70ba\u5fc5\u7136\uff1a\u7528\u6a5f\u5668\u5b78\u7fd2\u8207\u5927\u6578\u64da\u5206\u6790\uff0c\u628a\u88ab\u52d5\u6551\u706b\u8f49\u70ba\u4e3b\u52d5\u9810\u6e2c\u3001\u628a\u6563\u843d\u7684\u544a\u8b66\u6536\u6582\u70ba\u6709\u8108\u7d61\u7684\u6545\u969c\u60c5\u5883\u3001\u628a\u53cd\u8986\u51fa\u73fe\u7684\u8655\u7406\u6b65\u9a5f\u8b8a\u6210\u81ea\u52d5\u5316\u4fee\u5fa9\u5287\u672c\u3002<\/p>\n\n\n\n

\"\u6a5f\u623f\u8207
\u73fe\u4ee3\u6a5f\u623f\u5c0e\u5165 AIOps \u5f8c\uff0c\u904b\u7dad\u5718\u968a\u5f97\u4ee5\u5f9e\u88ab\u52d5\u544a\u8b66\u8f49\u5411\u4e3b\u52d5\u9810\u6e2c\u8207\u81ea\u52d5\u4fee\u5fa9<\/figcaption><\/figure>\n\n\n\n

AIOps \u7684\u6838\u5fc3\u80fd\u529b\u6db5\u84cb\u56db\u5927\u9762\u5411\uff1a\u7570\u5e38\u5075\u6e2c<\/strong>\uff08\u7528\u7d71\u8a08\u6a21\u578b\u8207 ML \u627e\u51fa\u6307\u6a19\u3001\u65e5\u8a8c\u3001\u8ffd\u8e64\u7684\u504f\u96e2\uff0c\u53d6\u4ee3\u975c\u614b\u9580\u6abb\u503c\uff09\u3001\u544a\u8b66\u95dc\u806f\u8207\u964d\u566a<\/strong>\uff08\u628a\u6210\u767e\u4e0a\u5343\u689d\u539f\u59cb\u544a\u8b66\u805a\u5408\u6210\u5c11\u6578\u53ef\u884c\u52d5\u7684\u300c\u60c5\u5883\u300d\uff09\u3001\u81ea\u52d5\u6839\u56e0\u5206\u6790<\/strong>\uff08\u900f\u904e\u76f8\u4f9d\u95dc\u4fc2\u5716\u8207\u56e0\u679c\u63a8\u8ad6\u5feb\u901f\u5b9a\u4f4d\u6545\u969c\u7bc0\u9ede\uff09\uff0c\u4ee5\u53ca\u9810\u6e2c\u5f0f\u7dad\u8b77\u8207\u81ea\u52d5\u4fee\u5fa9<\/strong>\uff08\u5728\u8cc7\u6e90\u8017\u76e1\u524d\u9810\u8b66\u3001\u89f8\u767c\u9810\u5148\u5b9a\u7fa9\u7684\u4fee\u5fa9\u5287\u672c\uff09\u3002\u4ee5\u4e0b\u4e09\u5927\u4f7f\u7528\u60c5\u5883\uff0c\u90fd\u914d\u6709\u771f\u5be6\u90e8\u7f72\u6848\u4f8b\u8207\u53ef\u9a57\u8b49\u7684\u6578\u5b57\u3002<\/p>\n\n\n\n

\u60c5\u5883\u4e00\uff1a\u9810\u6e2c\u5f0f\u7dad\u8b77\u2014\u2014\u5728\u6545\u969c\u767c\u751f\u524d\u4ecb\u5165<\/h2>\n\n\n\n

\u9810\u6e2c\u5f0f\u7dad\u8b77\uff08Predictive Maintenance\uff09\u662f AIOps \u6700\u5177\u5546\u696d\u50f9\u503c\u7684\u5834\u666f\uff1a\u5c0d CPU\u3001\u8a18\u61b6\u9ad4\u3001\u78c1\u789f\u3001\u9023\u7dda\u6578\u7b49\u6307\u6a19\u9032\u884c\u8da8\u52e2\u9810\u6e2c\uff0c\u5728\u8cc7\u6e90\u8017\u76e1\u5c0e\u81f4\u505c\u6a5f\u524d\u6578\u5c0f\u6642\u4e43\u81f3\u6578\u5929\u767c\u51fa\u9810\u8b66\uff0c\u8b93\u904b\u7dad\u5718\u968a\u53ef\u4ee5\u6392\u7a0b\u64f4\u5c55\u6216\u91cd\u555f\uff0c\u800c\u975e\u5728\u5c16\u5cf0\u6642\u6bb5\u62a2\u4fee\u3002\u4e00\u9805\u91dd\u5c0d\u591a\u53e2\u96c6 OpenShift \u74b0\u5883\u7684\u806f\u90a6\u5f0f AIOps \u5be6\u8b49\u7814\u7a76\u6307\u51fa\uff0c\u5c0e\u5165\u5f8c MTTD \u7531 45 \u5206\u9418\u964d\u81f3 13 \u5206\u9418\uff08\u964d\u5e45 72%\uff09\uff0cMTTR \u7531 3.2 \u5c0f\u6642\u7e2e\u77ed\u81f3 1.4 \u5c0f\u6642\uff08\u964d\u5e45 56%\uff09\uff0c\u6839\u56e0\u5206\u6790\u6642\u9593\u5f9e 38 \u5206\u9418\u7e2e\u81f3 9 \u5206\u9418\u3002<\/p>\n\n\n\n

\u771f\u5be6\u6848\u4f8b\uff1a\u5168\u7403\u822a\u592a\u88fd\u9020\u5546\u7684 Zensar AIOps \u90e8\u7f72\u3002<\/strong>\u8a72\u5ba2\u6236\u7684 IT \u74b0\u5883\u96a8\u696d\u52d9\u64f4\u5f35\u8b8a\u5f97\u6975\u5ea6\u8907\u96dc\uff0c\u7f3a\u4e4f\u81ea\u52d5\u5316\u6d41\u7a0b\u5c0e\u81f4\u4eba\u5de5\u4ecb\u5165\u8017\u6642\u3001\u8aa4\u5224\u983b\u7e41\uff0c\u4e8b\u4ef6\u6d2a\u6d41\uff08event flood\uff09\u62c9\u9ad8\u4e86 MTTR\u3002\u5c0e\u5165 Zensar The Vinci\u2122 \u6574\u5408\u5f0f AIOps \u5e73\u53f0\u5f8c\uff0c\u5be6\u73fe\u5f9e\u76e3\u63a7\u3001\u7570\u5e38\u5075\u6e2c\u3001\u4e8b\u4ef6\u95dc\u806f\u5230 ITSM \u8207\u81ea\u52d5\u5316\u7684\u7aef\u5230\u7aef\u4e32\u63a5\u3002\u6210\u679c\uff1a\u54e1\u5de5\u751f\u7522\u529b\u63d0\u5347 42%<\/strong>\uff08\u5728\u5f71\u97ff\u6548\u80fd\u524d\u9810\u6e2c\u554f\u984c\uff09\u3001\u71df\u904b\u6210\u672c\u964d\u4f4e 30%<\/strong>\u3001\u64cd\u4f5c\u96dc\u8a0a\u6e1b\u5c11 70%<\/strong>\uff0c\u4e26\u6709 40% \u7684\u4e8b\u4ef6\u9054\u6210\u7aef\u5230\u7aef\u81ea\u52d5\u4fee\u5fa9<\/strong>\uff0c\u89e3\u6c7a\u6642\u9593\u7e2e\u77ed\u81f3\u6578\u5206\u9418\uff0cMTTR \u81ea\u5c0e\u5165\u5f8c\u4e0b\u964d\u9054 92%<\/strong>\u3002\u9019\u985e\u6578\u5b57\u8aaa\u660e\uff1a\u9810\u6e2c\u5f0f\u7dad\u8b77\u4e0d\u53ea\u662f\u300c\u66f4\u65e9\u767c\u73fe\u300d\uff0c\u800c\u662f\u628a\u6545\u969c\u6839\u672c\u6d88\u9664\u5728\u767c\u751f\u4e4b\u524d\u3002<\/p>\n\n\n\n

\u60c5\u5883\u4e8c\uff1a\u81ea\u52d5\u6839\u56e0\u5206\u6790\u2014\u2014\u5f9e\u544a\u8b66\u6d77\u5230\u7cbe\u6e96\u5b9a\u4f4d<\/h2>\n\n\n\n

\u7576\u5fae\u670d\u52d9\u67b6\u69cb\u628a\u4e00\u6b21\u6545\u969c\u64f4\u6563\u6210 dozens \u689d\u544a\u8b66\u6642\uff0c\u6839\u56e0\u5206\u6790\uff08Root Cause Analysis, RCA\uff09\u6210\u70ba\u6700\u8017\u6642\u4e5f\u6700\u5bb9\u6613\u88ab\u4eba\u5de5\u8aa4\u5224\u7684\u74b0\u7bc0\u3002AIOps \u900f\u904e\u76f8\u4f9d\u95dc\u4fc2\u5716\uff08dependency graph\uff09\u8207\u56e0\u679c\u95dc\u806f\u6f14\u7b97\u6cd5\uff0c\u5728\u6beb\u79d2\u7d1a\u8a55\u4f30\u6578\u5341\u5104\u7b46\u76f8\u4f9d\u95dc\u4fc2\uff0c\u81ea\u52d5\u6a19\u51fa\u6700\u53ef\u80fd\u7684\u6545\u969c\u7bc0\u9ede\u8207\u53d7\u5f71\u97ff\u670d\u52d9\uff0c\u4e26\u9644\u4e0a\u8b49\u64da\uff08\u8fd1\u671f\u90e8\u7f72\u3001\u914d\u7f6e\u8b8a\u66f4\u3001\u6b77\u53f2\u76f8\u4f3c\u4e8b\u4ef6\uff09\u3002\u7814\u7a76\u5be6\u8b49\u986f\u793a\uff0cAIOps \u53ef\u5c07\u4e8b\u4ef6\u5075\u6e2c\u63d0\u5347 35%\u3001\u554f\u984c\u89e3\u6c7a\u6e96\u78ba\u7387\u63d0\u5347 25%\u3001MTTR \u964d\u4f4e 40%\uff1b\u91d1\u878d\u696d\u6848\u4f8b\u66f4\u5c07\u5075\u6e2c\u6642\u9593\u5f9e\u6578\u5c0f\u6642\u58d3\u7e2e\u5230\u6578\u79d2\u3002<\/p>\n\n\n\n

\u771f\u5be6\u6848\u4f8b\uff1aTD Bank \u5c0e\u5165 Dynatrace\u3002<\/strong>TD Bank \u5e0c\u671b\u4ee5\u7d71\u4e00\u7684 AI \u9a45\u52d5\u53ef\u89c0\u6e2c\u6027\u5e73\u53f0\u53d6\u4ee3\u5197\u9918\u5de5\u5177\u3001\u81ea\u52d5\u5316\u6839\u56e0\u5206\u6790\u4e26\u9810\u6e2c\u6f5b\u5728\u6545\u969c\u3002\u5c0e\u5165 Dynatrace \u53ca\u5176 Davis AI \u5f15\u64ce\u5f8c\uff1a\u4e3b\u52d5\u4e8b\u4ef6\u8b58\u5225\u589e\u52a0 25%<\/strong>\uff08\u6e1b\u5c11\u975e\u8a08\u756b\u505c\u6a5f\uff09\u3001\u56de\u61c9\u901f\u5ea6\u63d0\u5347 20%<\/strong>\u3001\u5ba2\u6236\u5c0d IT \u554f\u984c\u7684\u62b1\u6028\u4e0b\u964d 60%<\/strong>\uff1b\u66f4\u900f\u904e\u5de5\u5177\u6574\u5408\u6c70\u9664\u4e03\u500b\u820a\u6709\u76e3\u63a7\u5de5\u5177\uff0c\u6388\u6b0a\u8207\u57fa\u790e\u8a2d\u65bd\u6210\u672c\u964d\u4f4e 45%<\/strong>\uff0c\u4ea4\u6613\u5931\u6557\u7387\u5f9e 0.16% \u986f\u8457\u4e0b\u964d\u3002\u53e6\u4e00\u4f8b\u70ba Photobox \u63a1\u7528 Dynatrace AIOps\uff0cMTTR \u7e2e\u6e1b 80%\u3001\u5c16\u5cf0\u671f\u9593\u4e8b\u4ef6\u6e1b\u5c11 60%<\/strong>\u3002\u800c HCL Technologies \u90e8\u7f72 Moogsoft AIOps \u6574\u5408\u8d85\u904e 30 \u500b IT \u5de5\u5177\uff08AWS CloudWatch\u3001ServiceNow\u3001AppDynamics\u3001Dynatrace\u3001JIRA\uff09\uff0cMTTR \u964d\u4f4e 33%\u3001Help desk \u5de5\u55ae\u6e1b\u5c11 62%<\/strong>\uff0c\u4e26\u628a 85% \u7684\u4e8b\u4ef6\u8cc7\u6599\u6536\u6582\u70ba\u53ef\u884c\u52d5\u7684\u6d1e\u5bdf\u3002<\/p>\n\n\n\n

\u60c5\u5883\u4e09\uff1a\u81ea\u52d5\u4fee\u5fa9\u8207\u964d\u566a\u2014\u2014\u8b93\u544a\u8b66\u53ea\u5831\u771f\u7684<\/h2>\n\n\n\n

\u81ea\u52d5\u4fee\u5fa9\uff08Auto-Remediation\uff09\u628a\u5e38\u898b\u6545\u969c\u7684\u8655\u7406\u6b65\u9a5f\uff08\u91cd\u555f\u5bb9\u5668\u3001\u56de\u6efe\u90e8\u7f72\u3001\u52d5\u614b\u64f4\u5bb9\u3001\u5207\u63db\u6d41\u91cf\uff09\u8b8a\u6210\u9810\u5148\u5b9a\u7fa9\u4e26\u7d93\u904e\u9a57\u8b49\u7684\u5287\u672c\uff0c\u7531 AIOps \u5f15\u64ce\u5728\u5075\u6e2c\u5230\u5c0d\u61c9\u60c5\u5883\u6642\u89f8\u767c\uff0c\u4e26\u900f\u904e\u56de\u6efe\u6a5f\u5236\u78ba\u4fdd\u5b89\u5168\u3002\u540c\u6642\uff0c\u667a\u6167\u95dc\u806f\u8207\u5047\u967d\u6027\u6291\u5236\u8b93\u544a\u8b66\u91cf\u5927\u5e45\u4e0b\u964d\uff1a\u591a\u9805\u5be6\u8b49\u986f\u793a\u544a\u8b66\u96dc\u8a0a\u5e73\u5747\u6e1b\u5c11 72%\uff0c\u5047\u967d\u6027\u964d\u4f4e 60%\uff0c\u90e8\u5206\u90e8\u7f72\u7e3d\u544a\u8b66\u91cf\u4e0b\u964d\u9054 90%\u3002<\/p>\n\n\n\n

\u771f\u5be6\u6848\u4f8b\uff1a\u7f8e\u570b\u6700\u5927\u8d85\u5e02 Kroger \u5c0e\u5165 Dynatrace\u3002<\/strong>\u6578\u4f4d\u8f49\u578b\u5f8c Kroger \u7684\u6df7\u5408\u591a\u96f2\u74b0\u5883\uff08Azure\u3001GCP \u8207\u6a5f\u623f\uff09\u6563\u4f48 16 \u500b\u76e3\u63a7\u5de5\u5177\u8207 agent\uff0c\u5404\u5718\u968a\u300c\u5404\u8aaa\u5404\u8a71\u300d\uff0c\u6545\u969c\u5b9a\u4f4d\u8207\u89e3\u6c7a\u6548\u7387\u4f4e\u843d\u3002\u5c0e\u5165 Dynatrace \u55ae\u4e00 agent \u7684 AI \u9a45\u52d5\u5168\u68e7\u53ef\u89c0\u6e2c\u6027\u5f8c\uff0c\u5efa\u7acb\u8de8\u5718\u968a\u7684\u5171\u540c\u8a9e\u8a00\u8207\u55ae\u4e00\u4e8b\u5be6\u4f86\u6e90\u3002\u6210\u679c\uff1a\u65b0\u61c9\u7528\u4e0a\u7dda\u5f8c\u7684\u652f\u6301\u5de5\u55ae\u5f9e\u6bcf\u9031 700 \u5f35\u964d\u81f3 7 \u5f35\uff08\u7d04 99% \u6e1b\u5e45\uff09<\/strong>\uff0cwar-room \u96fb\u8a71\u5927\u5e45\u6e1b\u5c11\uff0cAI \u5354\u52a9\u6d88\u9664\u5047\u967d\u6027\u4e26\u4f9d\u696d\u52d9\u5f71\u97ff\u6392\u5e8f\u7570\u5e38\uff0c\u8b93\u5718\u968a\u628a\u6642\u9593\u5f9e\u6392\u932f\u8f49\u5411\u5275\u65b0\u3002<\/p>\n\n\n\n

ROI \u600e\u9ebc\u7b97\uff1f<\/strong>Forrester \u591a\u4efd Total Economic Impact \u7814\u7a76\u63d0\u4f9b\u4e86\u7368\u7acb\u9a57\u8b49\uff1aScienceLogic SL1 \u5728 Capgemini \u90e8\u7f72\u4e09\u5e74\uff0c\u5f9e 5 \u842c\u5f35\u5e74\u5de5\u55ae\u964d\u81f3 1.7 \u842c\u5f35\uff0cMTTR \u7531 5 \u5c0f\u6642\u5927\u5e45\u7e2e\u77ed\uff0cROI \u9054 111%<\/strong>\uff1bIBM Cloud Pak for Watson AIOps \u7684\u8907\u5408\u5ba2\u6236\u7d44 ROI 216%\u3001NPV 243 \u842c\u7f8e\u5143<\/strong>\uff0c\u4e8b\u4ef6\u6578\u6e1b\u5c11 50%\u3001\u9664\u932f\u6642\u9593\u7e2e\u77ed 75%\uff1bBMC \u5167\u90e8\u90e8\u7f72 BMC Helix \u5f8c\uff0c600 \u500b\u5100\u8868\u677f\u6536\u6582\u70ba 28 \u500b\uff0cMTTR \u6539\u5584 75%\u3001\u6bcf\u5e74\u7bc0\u7701 38 \u842c\u7f8e\u5143<\/strong>\u3002\u5c0d\u6a5f\u623f\u800c\u8a00\uff0c\u6bcf\u5c0f\u6642\u505c\u6a5f\u6210\u672c\u901a\u5e38\u843d\u5728 1 \u842c\u81f3 2 \u842c\u7f8e\u5143\u5340\u9593\uff0cMTTR \u6bcf\u7e2e\u77ed\u4e00\u5206\u9418\u90fd\u76f4\u63a5\u63db\u7b97\u70ba\u53ef\u91cf\u5316\u7684\u71df\u6536\u8207 SLA \u7f70\u5247\u907f\u514d\u3002<\/p>\n\n\n\n

\u5de5\u5177\u6bd4\u8f03\uff1aDynatrace\u3001Datadog \u8207 Prometheus + ML<\/h2>\n\n\n\n\n\n
\u9762\u5411<\/strong><\/th>Dynatrace<\/strong><\/th>Datadog<\/strong><\/th>Prometheus + ML\uff08\u958b\u6e90\uff09<\/strong><\/th><\/tr>\n
AI \u5f15\u64ce<\/td>Davis AI\uff1a\u78ba\u5b9a\u6027 + \u56e0\u679c\u5f0f AI\uff0c\u7cbe\u6e96\u6839\u56e0\u8207\u81ea\u52d5\u4fee\u5fa9<\/td>Watchdog \/ Bits AI\uff1a\u7570\u5e38\u5075\u6e2c\u3001\u544a\u8b66\u95dc\u806f\u3001\u81ea\u52d5\u6392\u932f<\/td>\u81ea\u884c\u4ee5 Python\/ML\uff08Z-Score\u3001AutoARIMA\u3001RCF \u7b49\uff09\u5efa\u6a21<\/td><\/tr>\n
\u81ea\u52d5\u6839\u56e0<\/td>\u5167\u5efa\u3001\u4f9d\u696d\u52d9\u5f71\u97ff\u6392\u5e8f<\/td>\u95dc\u806f\u5f0f\u3001\u4f9d\u67e5\u8a62\u8207\u6a19\u7c64<\/td>\u9700\u81ea\u5efa\u5716\u50b3\u64ad \/ \u56e0\u679c\u95dc\u806f\u7ba1\u7dda<\/td><\/tr>\n
\u62d3\u64b2\u767c\u73fe<\/td>Smartscape \u5373\u6642\u76f8\u4f9d\u5716\u3001\u96f6\u624b\u52d5\u914d\u7f6e<\/td>\u670d\u52d9\u5716\uff0c\u8f03\u4f9d\u8cf4\u624b\u52d5\u6a19\u7c64<\/td>\u624b\u52d5\u5b9a\u7fa9 exporter \u8207\u898f\u5247<\/td><\/tr>\n
\u81ea\u52d5\u4fee\u5fa9<\/td>\u81ea\u52d5\u5316\u5de5\u4f5c\u6d41 + AI \u751f\u6210\u8cc7\u6e90\u7269\u4ef6<\/td>K8s \u81ea\u52d5\u8abf\u5ea6\u3001\u5b89\u5168\u4e8b\u4ef6\u56de\u61c9<\/td>\u4ee5 n8n \/ Python webhook \u4e32\u63a5<\/td><\/tr>\n
\u6210\u672c\u6a21\u578b<\/td>\u6309\u74b0\u5883 \/ \u6388\u6b0a<\/td>\u4f9d host \/ \u7528\u91cf\u8a08\u8cbb<\/td>\u958b\u6e90\u6388\u6b0a\u3001\u50c5\u57fa\u790e\u8a2d\u65bd\u6210\u672c<\/td><\/tr>\n
\u9069\u7528\u5834\u666f<\/td>\u5927\u578b\u4f01\u4e1a\u3001\u591a\u96f2\u6df7\u5408\u3001\u8981\u6c42\u7cbe\u6e96 RCA<\/td>DevOps \u5718\u968a\u3001\u5feb\u901f\u4e0a\u624b\u3001\u751f\u614b\u6574\u5408\u5ee3<\/td>\u65e2\u6709 Prometheus \u74b0\u5883\u3001\u9810\u7b97\u6709\u9650\u3001\u9700\u5ba2\u88fd\u6a21\u578b<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n

\u9078\u64c7\u53d6\u6c7a\u65bc\u74b0\u5883\u898f\u6a21\u8207\u65e2\u6709\u5806\u758a\uff1a\u5df2\u6709\u5927\u578b Prometheus \u751f\u614b\u7684\u5718\u968a\uff0c\u53ef\u5148\u4ee5\u958b\u6e90 ML \u7ba1\u7dda\u505a\u7570\u5e38\u8a55\u5206\u8207\u964d\u566a\uff08\u5982 rolling Z-Score \u52a0\u4e0a Loki \u65e5\u8a8c\u95dc\u806f\uff09\uff0c\u518d\u8996\u9700\u8981\u5c0e\u5165\u5546\u696d\u5e73\u53f0\uff1b\u8ffd\u6c42\u7cbe\u6e96\u56e0\u679c\u6839\u56e0\u8207\u5168\u68e7\u81ea\u52d5\u5316\u4fee\u5fa9\u7684\u5927\u4f01\u696d\uff0cDynatrace \u7684 Davis AI \u8207 Datadog \u7684 Bits AI \u662f\u76ee\u524d\u4e3b\u6d41\u9078\u9805\u3002\u95dc\u9375\u4e0d\u5728\u300c\u8cb7\u6700\u8cb4\u7684\u300d\uff0c\u800c\u5728\u80fd\u5426\u8207\u73fe\u6709\u76e3\u63a7\u3001ITSM\u3001CI\/CD \u6574\u5408\u4e26\u6301\u7e8c\u4ee5\u4eba\u5de5\u56de\u994b\u8ff4\u5708\u512a\u5316\u6a21\u578b\u6e96\u78ba\u5ea6\u3002<\/p>\n\n\n\n

\u5c0e\u5165\u8def\u7dda\u5716\uff1a\u5f9e\u57fa\u7dda\u5230\u81ea\u4e3b\u904b\u7dad<\/h2>\n\n\n\n
    \n
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  • \u7b2c 5\u20136 \u6708\uff5c\u8abf\u6821\u8207\u56de\u994b\uff1a<\/strong>\u4f9d\u5de5\u7a0b\u5e2b\u63a5\u53d7 \/ \u62d2\u7d55\u7684\u6839\u56e0\u8207\u4fee\u5fa9\u5efa\u8b70\u5efa\u7acb\u56de\u994b\u8ff4\u5708\uff0c\u6301\u7e8c\u91cd\u8a13\u8207\u8abf\u6821\uff1b\u76e3\u63a7 AI \u5c08\u5c6c\u6307\u6a19\uff08\u9810\u6e2c\u63a5\u53d7\u7387\u3001\u5047\u967d\u6027\u7387\uff09\u3002<\/li>\n
  • \u7b2c 7 \u6708\u8d77\uff5c\u64f4\u5c55\u81ea\u52d5\u5316\uff1a<\/strong>\u9010\u6b65\u653e\u5bec\u81ea\u52d5\u4fee\u5fa9\u7bc4\u570d\uff0c\u7d0d\u5165\u9810\u6e2c\u5f0f\u5bb9\u91cf\u7ba1\u7406\u8207\u5b89\u5168\u60c5\u5883\uff1b\u4ee5\u91cf\u5316\u7684 ROI\uff08\u505c\u6a5f\u907f\u514d\u3001\u5de5\u55ae\u6e1b\u5c11\u3001\u4eba\u529b\u91cd\u914d\uff09\u5411\u4e0a\u7d1a\u5831\u544a\uff0c\u4e26\u898f\u5283\u4e0b\u4e00\u8f2a\u60c5\u5883\u3002<\/li>\n<\/ul>\n\n\n\n

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    \u8b93\u4f60\u7684\u6a5f\u623f\u9081\u5411 AI \u904b\u7dad<\/h2>\n\n\n\n

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    \n
    \n

    \u81f4\u96fb\u8aee\u8a62<\/strong>
    02-7730-7729<\/p>\n<\/div>\n

    \n

    \u96fb\u5b50\u90f5\u4ef6<\/strong>
    service@hytechtw.com<\/p>\n<\/div>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"

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