{"id":55975,"date":"2026-04-21T19:33:26","date_gmt":"2026-04-21T11:33:26","guid":{"rendered":"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/"},"modified":"2026-04-21T19:33:26","modified_gmt":"2026-04-21T11:33:26","slug":"quality-data-abnormality-cause-analysis-5-common-issues-and-solutions","status":"publish","type":"post","link":"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/","title":{"rendered":"\u8d28\u91cf\u6570\u636e\u5f02\u5e38\u539f\u56e0\u6392\u67e5\uff1a5\u5927\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u5bf9\u7b56"},"content":{"rendered":"<h2><span class=\"ez-toc-section\" id=\"%E5%BD%93%E6%A0%B8%E5%BF%83%E6%8C%87%E6%A0%87%E4%B8%80%E5%A4%9C%E4%B8%8B%E8%B7%8C30%EF%BC%8C%E4%BD%A0%E8%AF%A5%E5%A6%82%E4%BD%95%E5%BA%94%E5%AF%B9%EF%BC%9F\"><\/span>\u5f53\u6838\u5fc3\u6307\u6807\u4e00\u591c\u4e0b\u8dcc30%\uff0c\u4f60\u8be5\u5982\u4f55\u5e94\u5bf9\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5468\u4e00\u65e9\u4e0a\uff0c\u4f60\u6253\u5f00BI\u770b\u677f\uff0c\u53d1\u73b0\u6838\u5fc3\u8425\u6536\u6307\u6807\u76f8\u6bd4\u6628\u5929\u9aa4\u964d30%\u3002\u5728\u6570\u636e\u9a71\u52a8\u51b3\u7b56\u7684\u4eca\u5929\uff0c\u8fd9\u65e0\u7591\u662f\u4e00\u573a\u9700\u8981\u7acb\u5373\u54cd\u5e94\u7684\u201c\u706b\u8b66\u201d\u3002\u538b\u529b\u4e4b\u4e0b\uff0c\u56e2\u961f\u6210\u5458\u53ef\u80fd\u5f00\u59cb\u51ed\u76f4\u89c9\u731c\u6d4b\uff1a\u201c\u662f\u4e0d\u662f\u652f\u4ed8\u63a5\u53e3\u6302\u4e86\uff1f\u201d\u201c\u662f\u4e0d\u662f\u5e02\u573a\u6d3b\u52a8\u505c\u4e86\uff1f\u201d\u8fd9\u79cd\u65e0\u5934\u7eea\u7684\u6392\u67e5\u65b9\u5f0f\u4e0d\u4ec5\u6548\u7387\u4f4e\u4e0b\uff0c\u66f4\u53ef\u80fd\u57fa\u4e8e\u9519\u8bef\u7684\u5047\u8bbe\u5bfc\u51fa\u707e\u96be\u6027\u7684\u4e1a\u52a1\u51b3\u7b56\u3002<\/p>\n<p>\u9762\u5bf9\u6570\u636e\u5f02\u5e38\uff0c\u6700\u5b9d\u8d35\u7684\u8d44\u6e90\u662f\u65f6\u95f4\u3002\u6df7\u4e71\u7684\u6392\u67e5\u8fc7\u7a0b\u53ea\u4f1a\u5ef6\u8bef\u5b9a\u4f4d\u771f\u6b63\u6839\u6e90\u7684\u7a97\u53e3\u671f\u3002\u56e0\u6b64\uff0c\u672c\u6587\u5c06\u4e3a\u4f60\u63d0\u4f9b\u4e00\u4e2a\u4ece\u6570\u636e\u6e90\u5934\u5230\u6700\u7ec8\u5e94\u7528\u7684\u7cfb\u7edf\u6027<strong>\u8d28\u91cf\u6570\u636e\u5f02\u5e38\u539f\u56e0\u6392\u67e5<\/strong>\u6846\u67b6\u3002\u5b83\u5305\u542b5\u4e2a\u9010\u5c42\u6df1\u5165\u7684\u68c0\u67e5\u70b9\uff0c\u65e8\u5728\u5e2e\u52a9\u4efb\u4f55\u6570\u636e\u6216\u4e1a\u52a1\u56e2\u961f\uff0c\u90fd\u80fd\u5feb\u901f\u3001\u51c6\u786e\u5730\u5b9a\u4f4d\u95ee\u9898\u6839\u6e90\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%95%B0%E6%8D%AE%E5%BC%82%E5%B8%B8%E6%8E%92%E6%9F%A5%E7%9A%84%E7%AC%AC%E4%B8%80%E5%8E%9F%E5%88%99%EF%BC%9A%E5%BB%BA%E7%AB%8B%E7%B3%BB%E7%BB%9F%E6%80%A7%E8%AF%8A%E6%96%AD%E6%A1%86%E6%9E%B6\"><\/span>\u6570\u636e\u5f02\u5e38\u6392\u67e5\u7684\u7b2c\u4e00\u539f\u5219\uff1a\u5efa\u7acb\u7cfb\u7edf\u6027\u8bca\u65ad\u6846\u67b6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5728\u6df1\u5165\u5177\u4f53\u95ee\u9898\u4e4b\u524d\uff0c\u6211\u4eec\u5fc5\u987b\u5efa\u7acb\u4e00\u4e2a\u5171\u8bc6\uff1a\u544a\u522b\u201c\u6563\u70b9\u5f0f\u201d\u6392\u67e5\u3002\u90a3\u79cd\u201c\u731c\u95ee\u9898\u3001\u8bd5\u7b54\u6848\u201d\u7684\u6551\u706b\u6a21\u5f0f\uff0c\u5728\u65e5\u76ca\u590d\u6742\u7684\u6570\u636e\u94fe\u8def\u9762\u524d\u65e9\u5df2\u5931\u6548\u3002\u5b83\u4e0d\u4ec5\u6d6a\u8d39\u4eba\u529b\uff0c\u8fd8\u53ef\u80fd\u56e0\u4e3a\u9057\u6f0f\u4e86\u67d0\u4e2a\u73af\u8282\u800c\u5f97\u51fa\u9519\u8bef\u7ed3\u8bba\u3002<\/p>\n<p>\u4e00\u4e2a\u4e13\u4e1a\u7684\u56e2\u961f\uff0c\u5e94\u5f53\u62e5\u6709\u4e00\u5957\u7ed3\u6784\u5316\u7684\u8bca\u65ad\u6846\u67b6\u3002\u57fa\u4e8e\u6211\u4eec\u670d\u52a1\u6570\u5343\u5bb6\u4f01\u4e1a\u6570\u5b57\u5316\u8f6c\u578b\u7684\u7ecf\u9a8c\uff0c\u6211\u4eec\u5c06\u6570\u636e\u5f02\u5e38\u7684\u53ef\u80fd\u6839\u6e90\u5f52\u7eb3\u4e3a\u4e00\u4e2a\u4ece\u4e0a\u6e38\u5230\u4e0b\u6e38\u7684\u4e94\u5c42\u6392\u67e5\u6a21\u578b\u3002\u8fd9\u4e2a\u6a21\u578b\u6784\u6210\u4e86\u6211\u4eec\u6392\u67e5\u95ee\u9898\u7684\u603b\u7eb2\uff0c\u786e\u4fdd\u4e86\u5206\u6790\u7684\u5b8c\u5907\u6027\uff1a<\/p>\n<ul>\n<li><strong>\u7b2c\u4e00\u5c42\uff1a\u6570\u636e\u6e90\u5934\u5c42<\/strong> - \u4e1a\u52a1\u7cfb\u7edf\u672c\u8eab\u662f\u5426\u53d1\u751f\u53d8\u5316\uff1f<\/li>\n<li><strong>\u7b2c\u4e8c\u5c42\uff1a\u6570\u636e\u4f20\u8f93\u4e0e\u5904\u7406\u5c42 (ETL)<\/strong> - \u6570\u636e\u5728\u201c\u8def\u4e0a\u201d\u662f\u5426\u51fa\u9519\uff1f<\/li>\n<li><strong>\u7b2c\u4e09\u5c42\uff1a\u6570\u636e\u4ed3\u5e93\u4e0e\u6a21\u578b\u5c42<\/strong> - \u4ed3\u5e93\u5185\u90e8\u7684\u52a0\u5de5\u903b\u8f91\u662f\u5426\u6b63\u786e\uff1f<\/li>\n<li><strong>\u7b2c\u56db\u5c42\uff1a\u6307\u6807\u53e3\u5f84\u4e0e\u4e1a\u52a1\u903b\u8f91\u5c42<\/strong> - \u6211\u4eec\u5bf9\u6570\u636e\u7684\u201c\u5b9a\u4e49\u201d\u662f\u5426\u4e00\u81f4\uff1f<\/li>\n<li><strong>\u7b2c\u4e94\u5c42\uff1a\u4e1a\u52a1\u771f\u5b9e\u6ce2\u52a8\u5c42<\/strong> - \u6570\u636e\u662f\u5426\u53ea\u662f\u771f\u5b9e\u53cd\u6620\u4e86\u4e1a\u52a1\u4e16\u754c\u7684\u53d8\u5316\uff1f<\/li>\n<\/ul>\n<p>\u6211\u4eec\u7684\u5b9e\u8df5\u7ecf\u9a8c\u8868\u660e\uff0c\u8d85\u8fc780%\u7684\u6570\u636e\u6280\u672f\u95ee\u9898\uff0c\u90fd\u53d1\u751f\u5728\u524d\u4e24\u4e2a\u73af\u8282\u3002\u56e0\u6b64\uff0c\u5728\u6392\u67e5\u65f6\uff0c\u5e94\u9075\u5faa\u7531\u4e0a\u81f3\u4e0b\u7684\u987a\u5e8f\uff0c\u4f18\u5148\u68c0\u67e5\u6570\u636e\u6e90\u5934\u4e0eETL\u8fc7\u7a0b\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E9%80%90%E5%B1%82%E6%B7%B1%E5%85%A5%EF%BC%9A5%E5%A4%A7%E5%B8%B8%E8%A7%81%E6%95%B0%E6%8D%AE%E5%BC%82%E5%B8%B8%E5%8E%9F%E5%9B%A0%E5%8F%8A%E8%A7%A3%E5%86%B3%E5%AF%B9%E7%AD%96\"><\/span>\u9010\u5c42\u6df1\u5165\uff1a5\u5927\u5e38\u89c1\u6570\u636e\u5f02\u5e38\u539f\u56e0\u53ca\u89e3\u51b3\u5bf9\u7b56<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%E9%97%AE%E9%A2%98%E4%B8%80%EF%BC%9A%E6%95%B0%E6%8D%AE%E6%BA%90%E5%A4%B4%E5%8F%91%E7%94%9F%E5%8F%98%E6%9B%B4%E6%88%96%E4%B8%AD%E6%96%AD\"><\/span>\u95ee\u9898\u4e00\uff1a\u6570\u636e\u6e90\u5934\u53d1\u751f\u53d8\u66f4\u6216\u4e2d\u65ad<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8fd9\u662f\u6700\u5e38\u89c1\u4e5f\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u95ee\u9898\u3002\u6570\u636e\u5206\u6790\u7684\u4e00\u5207\u90fd\u5efa\u7acb\u5728\u6e90\u5934\u6570\u636e\u53ef\u4fe1\u7684\u57fa\u7840\u4e0a\uff0c\u4e00\u65e6\u6e90\u5934\u201c\u6c34\u6e90\u201d\u51fa\u4e86\u95ee\u9898\uff0c\u4e0b\u6e38\u7684\u6240\u6709\u5206\u6790\u90fd\u5c06\u5931\u6548\u3002<\/p>\n<ul>\n<li><strong>\u95ee\u9898\u63cf\u8ff0<\/strong>\uff1a\u4e0a\u6e38\u4e1a\u52a1\u6570\u636e\u5e93\u7684\u8868\u7ed3\u6784\u53d8\u66f4\uff08\u5982\u5b57\u6bb5\u589e\u51cf\u3001\u7c7b\u578b\u4fee\u6539\uff09\u3001API\u63a5\u53e3\u8fd4\u56de\u7684\u6570\u636e\u683c\u5f0f\u66f4\u65b0\u3001\u7b2c\u4e09\u65b9\u6570\u636e\u63d0\u4f9b\u65b9\uff08\u5982\u5e7f\u544a\u5e73\u53f0\uff09\u670d\u52a1\u4e2d\u65ad\uff0c\u6216\u662f\u4f9d\u8d56\u4eba\u5de5\u624b\u52a8\u5f55\u5165\u7684\u6570\u636e\u73af\u8282\u51fa\u73b0\u9519\u6f0f\u3002<\/li>\n<li><strong>\u5982\u4f55\u5feb\u901f\u5b9a\u4f4d<\/strong>\uff1a\n<ul>\n<li><strong>\u68c0\u67e5\u4e0a\u6e38<\/strong>\uff1a\u7b2c\u4e00\u65f6\u95f4\u4e0e\u4e0a\u6e38\u4e1a\u52a1\u7cfb\u7edf\u7684\u6280\u672f\u8d1f\u8d23\u4eba\u6c9f\u901a\uff0c\u786e\u8ba4\u8fd1\u671f\u662f\u5426\u6709\u7248\u672c\u53d1\u5e03\u3001\u914d\u7f6e\u53d8\u66f4\u6216\u6570\u636e\u8fc1\u79fb\u3002<\/li>\n<li><strong>\u68c0\u67e5\u65e5\u5fd7<\/strong>\uff1a\u67e5\u770b\u6570\u636e\u6e90\u7cfb\u7edf\u7684\u53d8\u66f4\u65e5\u5fd7\u6216\u56e2\u961f\u6c9f\u901a\u7fa4\u91cc\u7684\u53d1\u5e03\u901a\u77e5\u3002<\/li>\n<li><strong>\u57fa\u7840\u63a2\u67e5<\/strong>\uff1a\u5982\u679c\u6743\u9650\u5141\u8bb8\uff0c\u76f4\u63a5\u8fde\u63a5\u6e90\u5934\u6570\u636e\u5e93\uff0c\u6267\u884c\u6700\u57fa\u7840\u7684\u6570\u636e\u63a2\u67e5\uff0c\u4f8b\u5982 <code>COUNT(*)<\/code> \u68c0\u67e5\u6570\u636e\u91cf\uff0c\u6216 <code>MAX(update_time)<\/code> \u786e\u8ba4\u6570\u636e\u6700\u540e\u66f4\u65b0\u65f6\u95f4\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6838\u5fc3\u89e3\u51b3\u5bf9\u7b56<\/strong>\uff1a\n<ul>\n<li><strong>\u5efa\u7acb\u6c9f\u901a\u673a\u5236<\/strong>\uff1a\u5efa\u7acb\u6570\u636e\u6e90\u53d8\u66f4\u7684\u8de8\u56e2\u961f\u6c9f\u901a\u4e0e\u5ba1\u6279\u673a\u5236\uff0c\u4efb\u4f55\u53ef\u80fd\u5f71\u54cd\u4e0b\u6e38\u7684\u53d8\u66f4\u90fd\u5e94\u63d0\u524d\u901a\u77e5\u6570\u636e\u56e2\u961f\u3002<\/li>\n<li><strong>\u914d\u7f6e\u6e90\u5934\u76d1\u63a7<\/strong>\uff1a\u5bf9\u6240\u6709\u5173\u952e\u6570\u636e\u6e90\u914d\u7f6e\u57fa\u7840\u7684\u53ef\u7528\u6027\u4e0e\u8d28\u91cf\u76d1\u63a7\u544a\u8b66\uff0c\u4f8b\u5982\u6570\u636e\u63a5\u5165\u91cf\u3001\u5173\u952e\u5b57\u6bb5\u7a7a\u503c\u7387\u7b49\u3002<\/li>\n<li><strong>\u7b7e\u8ba2SLA<\/strong>\uff1a\u5bf9\u4e8e\u5916\u90e8\u7b2c\u4e09\u65b9\u6570\u636e\uff0c\u5e94\u5728\u5408\u4f5c\u534f\u8bae\u4e2d\u7b7e\u8ba2\u660e\u786e\u7684\u6570\u636e\u670d\u52a1\u7b49\u7ea7\u534f\u8bae\uff08SLA\uff09\uff0c\u4fdd\u969c\u6570\u636e\u7684\u7a33\u5b9a\u4e0e\u53ca\u65f6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E9%97%AE%E9%A2%98%E4%BA%8C%EF%BC%9A%E6%95%B0%E6%8D%AE%E9%87%87%E9%9B%86%E4%B8%8EETL%E8%BF%87%E7%A8%8B%E5%87%BA%E9%94%99\"><\/span>\u95ee\u9898\u4e8c\uff1a\u6570\u636e\u91c7\u96c6\u4e0eETL\u8fc7\u7a0b\u51fa\u9519<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6570\u636e\u4ece\u6e90\u5934\u5230\u6570\u4ed3\u7684\u201c\u642c\u8fd0\u548c\u6e05\u6d17\u201d\u8fc7\u7a0b\uff0c\u5373ETL\uff08\u62bd\u53d6\u3001\u8f6c\u6362\u3001\u52a0\u8f7d\uff09\uff0c\u662f\u6280\u672f\u6545\u969c\u7684\u9ad8\u53d1\u533a\u3002<\/p>\n<ul>\n<li><strong>\u95ee\u9898\u63cf\u8ff0<\/strong>\uff1a\u6570\u636e\u5728\u62bd\u53d6\u3001\u8f6c\u6362\u3001\u52a0\u8f7d\u81f3\u6570\u636e\u4ed3\u5e93\u7684\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u9519\u8bef\u3002\u5e38\u89c1\u539f\u56e0\u5305\u62ecETL\u811a\u672c\u5b58\u5728BUG\u3001\u8c03\u5ea6\u4efb\u52a1\u56e0\u7f51\u7edc\u5ef6\u8fdf\u6216\u670d\u52a1\u5668\u8d44\u6e90\u8017\u5c3d\u800c\u5931\u8d25\u3001\u6570\u636e\u683c\u5f0f\u8f6c\u6362\u9519\u8bef\u7b49\u3002<\/li>\n<li><strong>\u5982\u4f55\u5feb\u901f\u5b9a\u4f4d<\/strong>\uff1a\n<ul>\n<li><strong>\u68c0\u67e5\u4efb\u52a1\u65e5\u5fd7<\/strong>\uff1a\u8fd9\u662f\u5b9a\u4f4dETL\u95ee\u9898\u7684\u6700\u76f4\u63a5\u65b9\u5f0f\u3002\u767b\u5f55ETL\u8c03\u5ea6\u7cfb\u7edf\uff08\u5982Airflow\u3001DolphinScheduler\uff09\uff0c\u67e5\u770b\u5f02\u5e38\u6307\u6807\u6240\u4f9d\u8d56\u7684\u4efb\u52a1\u94fe\u6761\uff0c\u5b9a\u4f4d\u5177\u4f53\u7684\u62a5\u9519\u4fe1\u606f\u548c\u5931\u8d25\u8282\u70b9\u3002<\/li>\n<li><strong>\u5229\u7528\u6570\u636e\u8840\u7f18<\/strong>\uff1a\u4e00\u4e2a\u6e05\u6670\u7684\u6570\u636e\u8840\u7f18\u89c6\u56fe\u662f\u6392\u67e5\u7684\u5229\u5668\u3002\u901a\u8fc7\u6570\u636e\u8840\u7f18\u5de5\u5177\uff0c\u53ef\u4ee5\u4ece\u5f02\u5e38\u7684BI\u62a5\u8868\u6216\u6570\u636e\u5e94\u7528\uff0c\u4e00\u952e\u53cd\u5411\u8ffd\u6eaf\u5176\u4f9d\u8d56\u7684\u6240\u6709\u4e0a\u6e38ETL\u4efb\u52a1\u548c\u6570\u636e\u8868\uff0c\u6781\u5927\u7f29\u77ed\u5b9a\u4f4d\u8303\u56f4\u3002<\/li>\n<li><strong>\u6838\u5bf9\u6570\u636e\u91cf<\/strong>\uff1a\u5bf9\u6bd4ETL\u4efb\u52a1\u5904\u7406\u524d\u540e\u7684\u6570\u636e\u884c\u6570\u3001\u6838\u5fc3\u6570\u503c\u5b57\u6bb5\u7684\u603b\u548c\uff08SUM\uff09\uff0c\u68c0\u67e5\u662f\u5426\u5b58\u5728\u6570\u636e\u4e22\u5931\u6216\u91cd\u590d\u8ba1\u7b97\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6838\u5fc3\u89e3\u51b3\u5bf9\u7b56<\/strong>\uff1a\n<ul>\n<li><strong>\u5b8c\u5584\u4efb\u52a1\u76d1\u63a7<\/strong>\uff1a\u4e3a\u6240\u6709ETL\u4efb\u52a1\u914d\u7f6e\u5b8c\u5584\u7684\u5f02\u5e38\u6355\u83b7\u4e0e\u544a\u8b66\u673a\u5236\uff0c\u786e\u4fdd\u4efb\u52a1\u5931\u8d25\u65f6\u80fd\u7b2c\u4e00\u65f6\u95f4\u901a\u77e5\u5230\u8d23\u4efb\u4eba\u3002<\/li>\n<li><strong>\u5d4c\u5165\u8d28\u91cf\u6821\u9a8c<\/strong>\uff1a\u5728ETL\u6d41\u7a0b\u7684\u5173\u952e\u8282\u70b9\u5d4c\u5165\u81ea\u52a8\u5316\u7684\u6570\u636e\u8d28\u91cf\u6821\u9a8c\u89c4\u5219\uff08Data Quality Check\uff09\uff0c\u4f8b\u5982\u68c0\u67e5\u4e3b\u952e\u552f\u4e00\u6027\u3001\u5b57\u6bb5\u975e\u7a7a\u3001\u6570\u503c\u8303\u56f4\u7b49\uff0c\u5b9e\u73b0\u201c\u810f\u6570\u636e\u201d\u7684\u81ea\u52a8\u62e6\u622a\u3002<\/li>\n<li><strong>\u89c4\u8303\u4ee3\u7801\u7ba1\u7406<\/strong>\uff1a\u5c06\u5173\u952e\u7684ETL\u4efb\u52a1\u4ee3\u7801\u5316\u3001\u7248\u672c\u5316\u7ba1\u7406\uff08\u5982\u4f7f\u7528Git\uff09\uff0c\u5e76\u6267\u884c\u4e25\u683c\u7684\u4ee3\u7801\u5ba1\u67e5\uff08Code Review\uff09\uff0c\u4ece\u6e90\u5934\u51cf\u5c11BUG\u5f15\u5165\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E9%97%AE%E9%A2%98%E4%B8%89%EF%BC%9A%E6%95%B0%E6%8D%AE%E4%BB%93%E5%BA%93%E6%A8%A1%E5%9E%8B%E5%B1%82%E9%80%BB%E8%BE%91%E8%B0%83%E6%95%B4\"><\/span>\u95ee\u9898\u4e09\uff1a\u6570\u636e\u4ed3\u5e93\/\u6a21\u578b\u5c42\u903b\u8f91\u8c03\u6574<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6709\u65f6\uff0c\u5e95\u5c42\u7684\u539f\u59cb\u6570\u636e\u5b8c\u5168\u6b63\u786e\uff0cETL\u8fc7\u7a0b\u4e5f\u987a\u5229\u6267\u884c\uff0c\u4f46\u95ee\u9898\u51fa\u5728\u6570\u636e\u4ed3\u5e93\u5185\u90e8\u5bf9\u6570\u636e\u7684\u4e8c\u6b21\u52a0\u5de5\u548c\u5efa\u6a21\u73af\u8282\u3002<\/p>\n<ul>\n<li><strong>\u95ee\u9898\u63cf\u8ff0<\/strong>\uff1a\u5728\u6570\u4ed3\u5185\u90e8\u7684\u6570\u636e\u6a21\u578b\uff08\u5982DWD\u3001DWS\u5c42\uff09\u5904\u7406\u903b\u8f91\u53d1\u751f\u9519\u8bef\u3002\u4f8b\u5982\uff0c\u591a\u8868\u5173\u8054\uff08JOIN\uff09\u7684\u6761\u4ef6\u5199\u9519\u5bfc\u81f4\u6570\u636e\u53d1\u6563\u3001\u805a\u5408\u51fd\u6570\u7684\u903b\u8f91\u88ab\u65e0\u610f\u4fee\u6539\uff08\u5982 <code>AVG<\/code> \u9519\u7528\u4e3a <code>SUM<\/code>\uff09\u3001\u8fc7\u6ee4\u6761\u4ef6\uff08WHERE\uff09\u53d8\u66f4\u5bfc\u81f4\u7edf\u8ba1\u8303\u56f4\u53d8\u5316\u7b49\u3002<\/li>\n<li><strong>\u5982\u4f55\u5feb\u901f\u5b9a\u4f4d<\/strong>\uff1a\n<ul>\n<li><strong>\u4ee3\u7801\u7248\u672c\u56de\u6eaf<\/strong>\uff1a\u68c0\u67e5\u6570\u636e\u6a21\u578b\u4ee3\u7801\uff08\u5982dbt\u6a21\u578b\u3001SQL\u811a\u672c\uff09\u7684\u7248\u672c\u63a7\u5236\u8bb0\u5f55\uff08\u5982Git history\uff09\uff0c\u5b9a\u4f4d\u5728\u6570\u636e\u5f02\u5e38\u51fa\u73b0\u65f6\u95f4\u70b9\u9644\u8fd1\u7684\u53d8\u66f4\uff0c\u91cd\u70b9\u5ba1\u67e5\u3002<\/li>\n<li><strong>\u6570\u636e\u56de\u6eaf\u5206\u6790<\/strong>\uff1a\u5bf9\u6bd4\u5f53\u524d\u7248\u672c\u7684\u6570\u636e\u4e0e\u5386\u53f2\u7248\u672c\u7684\u6570\u636e\uff08\u5982\u679c\u505a\u4e86\u6570\u636e\u5feb\u7167\uff09\uff0c\u627e\u5230\u6570\u636e\u5f00\u59cb\u51fa\u73b0\u5dee\u5f02\u7684\u5177\u4f53\u5206\u533a\u6216\u65f6\u95f4\u70b9\u3002<\/li>\n<li><strong>\u624b\u52a8\u590d\u7b97<\/strong>\uff1a\u62bd\u53d6\u5c11\u91cf\u6837\u672c\u6570\u636e\uff0c\u6839\u636e\u6a21\u578b\u4ee3\u7801\u4e2d\u7684\u4e1a\u52a1\u903b\u8f91\u8fdb\u884c\u624b\u52a8\u8ba1\u7b97\uff0c\u7136\u540e\u4e0e\u6a21\u578b\u4ea7\u51fa\u7684\u7ed3\u679c\u8fdb\u884c\u6bd4\u5bf9\uff0c\u9a8c\u8bc1\u903b\u8f91\u7684\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6838\u5fc3\u89e3\u51b3\u5bf9\u7b56<\/strong>\uff1a\n<ul>\n<li><strong>\u5b9e\u65bd\u81ea\u52a8\u5316\u6d4b\u8bd5<\/strong>\uff1a\u5bf9\u6570\u636e\u6a21\u578b\u5b9e\u65bd\u5355\u5143\u6d4b\u8bd5\u548c\u96c6\u6210\u6d4b\u8bd5\uff08\u5982\u4f7f\u7528dbt test\uff09\uff0c\u786e\u4fdd\u6838\u5fc3\u4e1a\u52a1\u903b\u8f91\u7684\u8ba1\u7b97\u51c6\u786e\u6027\uff0c\u5c24\u5176\u662f\u5728\u6a21\u578b\u53d8\u66f4\u540e\u3002<\/li>\n<li><strong>\u5efa\u7acb\u53d8\u66f4\u8bc4\u5ba1\u6d41\u7a0b<\/strong>\uff1a\u5efa\u7acb\u6570\u636e\u6a21\u578b\u53d8\u66f4\u7684\u540c\u884c\u8bc4\u5ba1\uff08Peer Review\uff09\u4e0e\u53d1\u5e03\u6d41\u7a0b\uff0c\u786e\u4fdd\u4efb\u4f55\u4fee\u6539\u90fd\u7ecf\u8fc7\u4e86\u5145\u5206\u9a8c\u8bc1\u3002<\/li>\n<li><strong>\u5b8c\u5584\u6a21\u578b\u6587\u6863<\/strong>\uff1a\u4e3a\u6570\u636e\u6a21\u578b\u64b0\u5199\u6e05\u6670\u7684\u6587\u6863\uff0c\u6ce8\u91ca\u6838\u5fc3\u4e1a\u52a1\u903b\u8f91\u3001\u5b57\u6bb5\u542b\u4e49\u548c\u8ba1\u7b97\u65b9\u5f0f\uff0c\u964d\u4f4e\u540e\u7eed\u7ef4\u62a4\u548c\u6392\u67e5\u7684\u96be\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E9%97%AE%E9%A2%98%E5%9B%9B%EF%BC%9A%E6%8C%87%E6%A0%87%E5%8F%A3%E5%BE%84%E5%AE%9A%E4%B9%89%E4%B8%8D%E4%B8%80%E8%87%B4%E6%88%96%E8%A2%AB%E4%BF%AE%E6%94%B9\"><\/span>\u95ee\u9898\u56db\uff1a\u6307\u6807\u53e3\u5f84\u5b9a\u4e49\u4e0d\u4e00\u81f4\u6216\u88ab\u4fee\u6539<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8fd9\u662f\u6700\u9690\u853d\u7684\u4e00\u7c7b\u95ee\u9898\uff0c\u56e0\u4e3a\u6280\u672f\u5c42\u9762\u53ef\u80fd\u6beb\u65e0\u7834\u7efd\uff0c\u6839\u6e90\u5374\u51fa\u5728\u4e1a\u52a1\u903b\u8f91\u7684\u7406\u89e3\u548c\u5b9a\u4e49\u4e0a\u3002<\/p>\n<ul>\n<li><strong>\u95ee\u9898\u63cf\u8ff0<\/strong>\uff1a\u6570\u636e\u94fe\u8def\u5404\u73af\u8282\u90fd\u6b63\u5e38\uff0c\u4f46\u4e1a\u52a1\u65b9\u53cd\u9988\u6570\u636e\u201c\u4e0d\u5bf9\u201d\u3002\u8fd9\u901a\u5e38\u662f\u56e0\u4e3a\u4e0d\u540c\u56e2\u961f\u3001\u4e0d\u540c\u7cfb\u7edf\u5bf9\u540c\u4e00\u4e2a\u4e1a\u52a1\u6307\u6807\u7684\u8ba1\u7b97\u53e3\u5f84\u5b58\u5728\u5dee\u5f02\uff0c\u6216\u8005\u67d0\u4e2a\u6307\u6807\u7684\u5b9a\u4e49\u88ab\u4fee\u6539\u540e\uff0c\u672a\u80fd\u540c\u6b65\u7ed9\u6240\u6709\u6570\u636e\u4f7f\u7528\u8005\u3002\u4f8b\u5982\uff0c\u201c\u6d3b\u8dc3\u7528\u6237\u201d\u7684\u5b9a\u4e49\u4ece\u201c\u767b\u5f55\u201d\u53d8\u66f4\u4e3a\u201c\u4ea7\u751f\u6838\u5fc3\u884c\u4e3a\u201d\uff0c\u4f46BI\u62a5\u8868\u4ecd\u5728\u4f7f\u7528\u65e7\u53e3\u5f84\u3002<\/li>\n<li><strong>\u5982\u4f55\u5feb\u901f\u5b9a\u4f4d<\/strong>\uff1a\n<ul>\n<li><strong>\u6838\u5bf9\u6307\u6807\u5b9a\u4e49<\/strong>\uff1a\u4e0e\u63d0\u51fa\u95ee\u9898\u7684\u4e1a\u52a1\u65b9\u3001\u4ea7\u54c1\u7ecf\u7406\u7b49\u591a\u65b9\u6c9f\u901a\uff0c\u7528\u81ea\u7136\u8bed\u8a00\u590d\u8ff0\u4e00\u904d\u4f60\u5bf9\u8be5\u6307\u6807\u8ba1\u7b97\u53e3\u5f84\u7684\u7406\u89e3\uff0c\u786e\u4fdd\u53cc\u65b9\u5728\u201c\u8bf4\u4ec0\u4e48\u201d\u4e0a\u8fbe\u6210\u4e00\u81f4\u3002<\/li>\n<li><strong>\u67e5\u8be2\u6307\u6807\u5b57\u5178<\/strong>\uff1a\u5728\u4f01\u4e1a\u7edf\u4e00\u7684\u6307\u6807\u7ba1\u7406\u5e73\u53f0\u6216\u6570\u636e\u5b57\u5178\u4e2d\uff0c\u67e5\u627e\u8be5\u6307\u6807\u7684\u5b98\u65b9\u5b9a\u4e49\u3001\u8ba1\u7b97\u516c\u5f0f\u3001\u8d1f\u8d23\u4eba\u4ee5\u53ca\u53d8\u66f4\u5386\u53f2\u3002<\/li>\n<li><strong>\u8de8\u7cfb\u7edf\u5bf9\u6bd4<\/strong>\uff1a\u5bf9\u6bd4\u516c\u53f8\u7684BI\u62a5\u8868\u3001\u6570\u636e\u4ea7\u54c1\u3001\u5206\u6790\u5e08\u7684\u4e34\u65f6\u53d6\u6570\u811a\u672c\u4e2d\uff0c\u5bf9\u540c\u4e00\u4e2a\u4e1a\u52a1\u6307\u6807\u7684\u8ba1\u7b97\u903b\u8f91\u548c\u7ed3\u679c\u662f\u5426\u4e00\u81f4\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6838\u5fc3\u89e3\u51b3\u5bf9\u7b56<\/strong>\uff1a\n<ul>\n<li><strong>\u5efa\u7acb\u7edf\u4e00\u6307\u6807\u4f53\u7cfb<\/strong>\uff1a\u63a8\u52a8\u5efa\u7acb\u4f01\u4e1a\u7ea7\u7684\u7edf\u4e00\u6307\u6807\u7ba1\u7406\u4f53\u7cfb\uff08Metric Store\uff09\uff0c\u5bf9\u6838\u5fc3\u6307\u6807\u8fdb\u884c\u96c6\u4e2d\u5b9a\u4e49\u3001\u7edf\u4e00\u8ba1\u7b97\u3001\u7248\u672c\u5316\u7ba1\u7406\uff0c\u5b9e\u73b0\u201c\u4e00\u6b21\u5b9a\u4e49\uff0c\u5904\u5904\u590d\u7528\u201d\u3002<\/li>\n<li><strong>\u89c4\u8303\u6307\u6807\u53d8\u66f4\u6d41\u7a0b<\/strong>\uff1a\u4efb\u4f55\u5bf9\u6838\u5fc3\u6307\u6807\u53e3\u5f84\u7684\u4fee\u6539\uff0c\u90fd\u5fc5\u987b\u7ecf\u8fc7\u6b63\u5f0f\u7684\u8bc4\u5ba1\u6d41\u7a0b\uff0c\u5e76\u5411\u6240\u6709\u76f8\u5173\u65b9\u8fdb\u884c\u516c\u793a\uff0c\u786e\u4fdd\u4fe1\u606f\u540c\u6b65\u3002<\/li>\n<li><strong>\u52a0\u5f3a\u6570\u636e\u6587\u5316\u5efa\u8bbe<\/strong>\uff1a\u5728\u516c\u53f8\u5185\u90e8\u63a8\u52a8\u6570\u636e\u8bed\u8a00\u7684\u5bf9\u9f50\uff0c\u8ba9\u4e1a\u52a1\u3001\u4ea7\u54c1\u3001\u6280\u672f\u56e2\u961f\u5728\u8ba8\u8bba\u6570\u636e\u65f6\uff0c\u4f7f\u7528\u7684\u662f\u540c\u4e00\u5957\u201c\u8bcd\u5178\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E9%97%AE%E9%A2%98%E4%BA%94%EF%BC%9A%E4%B8%9A%E5%8A%A1%E6%9C%AC%E8%BA%AB%E5%8F%91%E7%94%9F%E7%9C%9F%E5%AE%9E%E6%B3%A2%E5%8A%A8\"><\/span>\u95ee\u9898\u4e94\uff1a\u4e1a\u52a1\u672c\u8eab\u53d1\u751f\u771f\u5b9e\u6ce2\u52a8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5f53\u6392\u9664\u4e86\u4ee5\u4e0a\u6240\u6709\u6280\u672f\u548c\u903b\u8f91\u5c42\u9762\u7684\u95ee\u9898\u540e\uff0c\u6211\u4eec\u5fc5\u987b\u9762\u5bf9\u6700\u540e\u4e00\u79cd\u53ef\u80fd\u6027\uff1a\u6570\u636e\u662f\u51c6\u786e\u7684\uff0c\u5b83\u53ea\u662f\u771f\u5b9e\u5730\u53cd\u6620\u4e86\u4e1a\u52a1\u4e16\u754c\u7684\u53d8\u5316\u3002<\/p>\n<ul>\n<li><strong>\u95ee\u9898\u63cf\u8ff0<\/strong>\uff1a\u6570\u636e\u6ca1\u6709\u9519\uff0c\u9519\u7684\u662f\u6211\u4eec\u5bf9\u4e1a\u52a1\u53d8\u5316\u7684\u9884\u671f\u3002\u4f8b\u5982\uff0c\u5e02\u573a\u6295\u653e\u6e20\u9053\u8c03\u6574\u5bfc\u81f4\u65b0\u7528\u6237\u6765\u6e90\u7ed3\u6784\u5267\u53d8\u3001\u4ea7\u54c1\u67d0\u9879\u6838\u5fc3\u529f\u80fd\u4e0a\u7ebf\u6216\u4e0b\u7ebf\u3001\u7ade\u4e89\u5bf9\u624b\u53d1\u8d77\u5927\u89c4\u6a21\u8865\u8d34\u6d3b\u52a8\u3001\u6216\u662f\u8282\u5047\u65e5\u6548\u5e94\u5e26\u6765\u7684\u5468\u671f\u6027\u6ce2\u52a8\u3002<\/li>\n<li><strong>\u5982\u4f55\u5feb\u901f\u5b9a\u4f4d<\/strong>\uff1a\n<ul>\n<li><strong>\u5173\u8054\u4e1a\u52a1\u4e8b\u4ef6<\/strong>\uff1a\u5c06\u6570\u636e\u6ce2\u52a8\u7684\u65f6\u95f4\u70b9\uff0c\u4e0e\u516c\u53f8\u8fd1\u671f\u7684\u5e02\u573a\u6d3b\u52a8\u65e5\u5386\u3001\u4ea7\u54c1\u53d1\u5e03\u8bb0\u5f55\u3001\u8fd0\u8425\u7b56\u7565\u8c03\u6574\u7b49\u91cd\u8981\u4e1a\u52a1\u4e8b\u4ef6\u8fdb\u884c\u6bd4\u5bf9\u3002<\/li>\n<li><strong>\u7ef4\u5ea6\u4e0b\u94bb\u5206\u6790<\/strong>\uff1a\u4e0d\u8981\u53ea\u770b\u603b\u4f53\u6307\u6807\u3002\u5c06\u5f02\u5e38\u6307\u6807\u6309\u7167\u4e0d\u540c\u7ef4\u5ea6\uff08\u5982\u6e20\u9053\u3001\u5730\u533a\u3001\u65b0\u8001\u7528\u6237\u3001\u4ea7\u54c1\u7248\u672c\u7b49\uff09\u8fdb\u884c\u62c6\u89e3\uff0c\u5b9a\u4f4d\u5177\u4f53\u662f\u54ea\u4e2a\u7ec6\u5206\u90e8\u5206\u5bfc\u81f4\u4e86\u6574\u4f53\u6ce2\u52a8\u3002<\/li>\n<li><strong>\u5b9a\u6027\u5206\u6790<\/strong>\uff1a\u6570\u636e\u5206\u6790\u7684\u6700\u540e\u4e00\u516c\u91cc\uff0c\u5f80\u5f80\u9700\u8981\u5b9a\u6027\u4fe1\u606f\u7684\u8f93\u5165\u3002\u4e0e\u4e00\u7ebf\u7684\u5e02\u573a\u3001\u8fd0\u8425\u3001\u9500\u552e\u540c\u5b66\u6c9f\u901a\uff0c\u4e86\u89e3\u4ed6\u4eec\u89c2\u5bdf\u5230\u7684\u5e02\u573a\u6216\u7528\u6237\u7684\u6700\u65b0\u52a8\u6001\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6838\u5fc3\u89e3\u51b3\u5bf9\u7b56<\/strong>\uff1a\n<ul>\n<li><strong>\u5efa\u7acb\u4e1a\u52a1\u4e8b\u4ef6\u65e5\u5fd7<\/strong>\uff1a\u5728\u6838\u5fc3\u6570\u636e\u770b\u677f\u4e0a\uff0c\u4ee5\u65f6\u95f4\u8f74\u7684\u65b9\u5f0f\u6807\u6ce8\u91cd\u8981\u7684\u8fd0\u8425\u4e8b\u4ef6\uff08\u5982\u5927\u4fc3\u3001\u5e7f\u544a\u6295\u653e\uff09\uff0c\u5e2e\u52a9\u5206\u6790\u5e08\u5c06\u6570\u636e\u6ce2\u52a8\u4e0e\u4e1a\u52a1\u52a8\u4f5c\u5173\u8054\u3002<\/li>\n<li><strong>\u57f9\u517b\u4e1a\u52a1\u654f\u611f\u5ea6<\/strong>\uff1a\u6570\u636e\u5206\u6790\u5e08\u4e0d\u80fd\u53ea\u505a\u4e00\u4e2a\u201c\u63d0\u6570\u201d\u7684\u5de5\u5177\u4eba\uff0c\u5fc5\u987b\u6df1\u5165\u7406\u89e3\u4e1a\u52a1\uff0c\u7406\u89e3\u6bcf\u4e00\u4e2a\u6570\u5b57\u80cc\u540e\u4ee3\u8868\u7684\u5546\u4e1a\u903b\u8f91\u548c\u7528\u6237\u884c\u4e3a\u3002<\/li>\n<li><strong>\u5e94\u7528\u667a\u80fd\u5f02\u5e38\u68c0\u6d4b<\/strong>\uff1a\u4f7f\u7528\u66f4\u667a\u80fd\u7684\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5\uff0c\u5e2e\u52a9\u7cfb\u7edf\u81ea\u52a8\u533a\u5206\u6b63\u5e38\u7684\u5b63\u8282\u6027\u6ce2\u52a8\u3001\u7edf\u8ba1\u566a\u97f3\u4e0e\u771f\u6b63\u9700\u8981\u5173\u6ce8\u7684\u4e1a\u52a1\u5f02\u5e38\uff0c\u51cf\u5c11\u8bef\u62a5\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E9%98%B2%E6%82%A3%E4%BA%8E%E6%9C%AA%E7%84%B6%EF%BC%9A%E4%BB%8E%E8%A2%AB%E5%8A%A8%E6%8E%92%E6%9F%A5%E5%88%B0%E4%B8%BB%E5%8A%A8%E9%A2%84%E9%98%B2\"><\/span>\u9632\u60a3\u4e8e\u672a\u7136\uff1a\u4ece\u88ab\u52a8\u6392\u67e5\u5230\u4e3b\u52a8\u9884\u9632<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u518d\u6b21\u56de\u987e\u8fd9\u4e94\u5c42\u6392\u67e5\u6846\u67b6\uff0c\u5b83\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4efd\u5e94\u6025\u624b\u518c\uff0c\u66f4\u662f\u4e00\u4e2a\u53ef\u590d\u7528\u7684\u601d\u7ef4\u6a21\u578b\uff0c\u80fd\u5c06\u6df7\u4e71\u7684\u6392\u67e5\u8fc7\u7a0b\u53d8\u5f97\u7ed3\u6784\u5316\u548c\u9ad8\u6548\u3002\u7136\u800c\uff0c\u4ea1\u7f8a\u8865\u7262\u7ec8\u7a76\u662f\u88ab\u52a8\u7684\u3002\u4ece\u957f\u671f\u6765\u770b\uff0c\u4f01\u4e1a\u6570\u636e\u6cbb\u7406\u7684\u76ee\u6807\uff0c\u5e94\u8be5\u662f\u4ece\u88ab\u52a8\u54cd\u5e94\u95ee\u9898\uff0c\u8d70\u5411\u4e3b\u52a8\u9884\u9632\u95ee\u9898\u3002<\/p>\n<p>\u8981\u5efa\u7acb\u8fd9\u6837\u4e00\u5957\u4e3b\u52a8\u9632\u5fa1\u4f53\u7cfb\uff0c\u4f9d\u8d56\u4e8e\u4e09\u5927\u652f\u67f1\u7684\u5efa\u8bbe\uff1a<\/p>\n<ul>\n<li><strong>\u5168\u9762\u7684\u76d1\u63a7\u544a\u8b66<\/strong>\uff1a\u6570\u636e\u94fe\u8def\u7684\u6bcf\u4e00\u4e2a\u5173\u952e\u8282\u70b9\uff0c\u4ece\u6570\u636e\u6e90\u3001ETL\u4efb\u52a1\u5230\u6838\u5fc3\u6570\u636e\u6a21\u578b\u548cBI\u62a5\u8868\uff0c\u90fd\u5e94\u88ab\u7eb3\u5165\u76d1\u63a7\u8303\u56f4\u3002<\/li>\n<li><strong>\u6e05\u6670\u7684\u6570\u636e\u8840\u7f18<\/strong>\uff1a\u5f53\u95ee\u9898\u53d1\u751f\u65f6\uff0c\u4e00\u4efd\u7aef\u5230\u7aef\u3001\u53ef\u8ffd\u6eaf\u7684\u6570\u636e\u8840\u7f18\u662f\u6700\u9ad8\u6548\u7684\u5b9a\u4f4d\u5de5\u5177\uff0c\u5b83\u8ba9\u6570\u636e\u95ee\u9898\u7684\u8bca\u65ad\u4ece\u201c\u4fa6\u63a2\u5c0f\u8bf4\u201d\u53d8\u6210\u201c\u6309\u56fe\u7d22\u9aa5\u201d\u3002<\/li>\n<li><strong>\u89c4\u8303\u7684\u534f\u540c\u6d41\u7a0b<\/strong>\uff1a\u56f4\u7ed5\u6570\u636e\u751f\u4ea7\u3001\u53d8\u66f4\u548c\u4f7f\u7528\u7684\u5404\u4e2a\u73af\u8282\uff0c\u5efa\u7acb\u6e05\u6670\u7684\u6743\u8d23\u5206\u5de5\u548c\u89c4\u8303\u5316\u7684\u534f\u540c\u6d41\u7a0b\uff0c\u786e\u4fdd\u6bcf\u4e00\u6b21\u53d8\u66f4\u90fd\u53ef\u8ffd\u6eaf\u3001\u53ef\u7ba1\u7406\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E5%91%8A%E5%88%AB%E6%89%8B%E5%8A%A8%E6%8E%92%E6%9F%A5%EF%BC%8C%E5%AE%9E%E7%8E%B0%E6%95%B0%E6%8D%AE%E8%B4%A8%E9%87%8F%E8%87%AA%E5%8A%A8%E5%8C%96%E7%9B%91%E6%8E%A7\"><\/span>\u544a\u522b\u624b\u52a8\u6392\u67e5\uff0c\u5b9e\u73b0\u6570\u636e\u8d28\u91cf\u81ea\u52a8\u5316\u76d1\u63a7<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u624b\u52a8\u6267\u884c\u4e0a\u8ff0\u6392\u67e5\u6846\u67b6\u867d\u7136\u6709\u6548\uff0c\u4f46\u5728\u6570\u636e\u89c4\u6a21\u5e9e\u5927\u3001\u94fe\u8def\u590d\u6742\u7684\u73b0\u4ee3\u4f01\u4e1a\u4e2d\uff0c\u4f9d\u7136\u8017\u65f6\u8017\u529b\uff0c\u4e14\u9ad8\u5ea6\u4f9d\u8d56\u8d44\u6df1\u5de5\u7a0b\u5e08\u7684\u4e2a\u4eba\u7ecf\u9a8c\uff0c\u5bb9\u6613\u51fa\u73b0\u9057\u6f0f\u3002<\/p>\n<p>\u66f4\u4f18\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u662f\u5c06\u8fd9\u5957\u4e45\u7ecf\u8003\u9a8c\u7684\u6392\u67e5\u6846\u67b6\uff0c\u56fa\u5316\u4e3a\u81ea\u52a8\u5316\u6570\u636e\u8d28\u91cf\u76d1\u63a7\u5e73\u53f0\u7684\u4ea7\u54c1\u80fd\u529b\u3002\u4e00\u4e2a\u4f18\u79c0\u7684\u6570\u636e\u8d28\u91cf\u5e73\u53f0\uff0c\u80fd\u591f7x24\u5c0f\u65f6\u81ea\u52a8\u76d1\u63a7\u6570\u636e\u5168\u94fe\u8def\u7684\u5065\u5eb7\u72b6\u51b5\uff0c\u901a\u8fc7\u5185\u7f6e\u7684\u89c4\u5219\u548c\u667a\u80fd\u7b97\u6cd5\uff0c\u4e3b\u52a8\u53d1\u73b0\u3001\u7cbe\u51c6\u5b9a\u4f4d\u751a\u81f3\u9884\u6d4b\u6570\u636e\u95ee\u9898\uff0c\u5e76\u5728\u7b2c\u4e00\u65f6\u95f4\u901a\u8fc7\u544a\u8b66\u89e6\u8fbe\u8d23\u4efb\u4eba\u3002\u8fd9\u4e0d\u4ec5\u6781\u5927\u5730\u89e3\u653e\u4e86\u6570\u636e\u56e2\u961f\u7684\u751f\u4ea7\u529b\uff0c\u66f4\u5c06\u6570\u636e\u8d28\u91cf\u4fdd\u969c\u4ece\u201c\u4e8b\u540e\u8865\u6551\u201d\u63d0\u5347\u5230\u4e86\u201c\u4e8b\u524d\u9884\u9632\u201d\u7684\u5168\u65b0\u9636\u6bb5\u3002<\/p>\n<ul>\n<li>[\u4e0b\u8f7d\u300a\u4f01\u4e1a\u6570\u636e\u8d28\u91cf\u7ba1\u7406\u767d\u76ae\u4e66\u300b]<\/li>\n<li>[\u9884\u7ea6\u4ea7\u54c1\u6f14\u793a\uff0c\u4e86\u89e3\u81ea\u52a8\u5316\u89e3\u51b3\u65b9\u6848]<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E6%80%BB%E7%BB%93\"><\/span>\u603b\u7ed3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u9762\u5bf9\u7a81\u5982\u5176\u6765\u7684\u6570\u636e\u5f02\u5e38\uff0c\u6700\u5b9d\u8d35\u7684\u6c38\u8fdc\u662f\u65f6\u95f4\uff0c\u6700\u7a00\u7f3a\u7684\u662f\u6e05\u6670\u7684\u601d\u8def\u3002\u4e00\u4e2a\u7cfb\u7edf\u5316\u7684\u6392\u67e5\u6846\u67b6\uff0c\u662f\u6570\u636e\u56e2\u961f\u4e13\u4e1a\u6027\u4e0e\u6210\u719f\u5ea6\u7684\u6838\u5fc3\u4f53\u73b0\u3002\u5b83\u80fd\u591f\u5e2e\u52a9\u56e2\u961f\u5728\u538b\u529b\u4e4b\u4e0b\u4fdd\u6301\u51b7\u9759\uff0c\u6709\u5e8f\u5730\u5206\u6790\u548c\u5b9a\u4f4d\u95ee\u9898\u3002<\/p>\n<p>\u6709\u4e86\u8fd9\u4efd\u4ece\u6e90\u5934\u5230\u5e94\u7528\u7684\u6392\u67e5\u8def\u7ebf\u56fe\uff0c\u4e0b\u4e00\u6b21\u5f53\u6570\u636e\u66f2\u7ebf\u518d\u6b21\u51fa\u73b0\u975e\u9884\u671f\u7684\u6ce2\u52a8\u65f6\uff0c\u4f60\u548c\u4f60\u7684\u56e2\u961f\u5c06\u4e0d\u518d\u624b\u8db3\u65e0\u63aa\uff0c\u800c\u662f\u80fd\u591f\u80f8\u6709\u6210\u7af9\u5730\u5f00\u542f\u8bca\u65ad\uff0c\u5feb\u901f\u6062\u590d\u6570\u636e\u7684\u53ef\u4fe1\u5ea6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9762\u5bf9\u6570\u636e\u5f02\u5e38\u5982\u4f55\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\u6839\u6e90\uff1f\u672c\u6587\u63d0\u4f9b5\u5c42\u7cfb\u7edf\u6027\u6392\u67e5\u6846\u67b6\uff0c\u6db5\u76d6\u6570\u636e\u6e90\u5934\u3001ETL\u8fc7\u7a0b\u3001\u6570\u4ed3\u6a21\u578b\u3001\u6307\u6807\u53e3\u5f84\u548c\u4e1a\u52a1\u6ce2\u52a8\uff0c\u52a9\u4f60\u9ad8\u6548\u89e3\u51b3\u6570\u636e\u8d28\u91cf\u95ee\u9898\u3002<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[7],"tags":[],"class_list":["post-55975","post","type-post","status-publish","format-standard","hentry","category-docs"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u8d28\u91cf\u6570\u636e\u5f02\u5e38\u539f\u56e0\u6392\u67e5\uff1a5\u5927\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u5bf9\u7b56 - \u652f\u9053\u535a\u5ba2<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u8d28\u91cf\u6570\u636e\u5f02\u5e38\u539f\u56e0\u6392\u67e5\uff1a5\u5927\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u5bf9\u7b56 - \u652f\u9053\u535a\u5ba2\" \/>\n<meta property=\"og:description\" content=\"\u9762\u5bf9\u6570\u636e\u5f02\u5e38\u5982\u4f55\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\u6839\u6e90\uff1f\u672c\u6587\u63d0\u4f9b5\u5c42\u7cfb\u7edf\u6027\u6392\u67e5\u6846\u67b6\uff0c\u6db5\u76d6\u6570\u636e\u6e90\u5934\u3001ETL\u8fc7\u7a0b\u3001\u6570\u4ed3\u6a21\u578b\u3001\u6307\u6807\u53e3\u5f84\u548c\u4e1a\u52a1\u6ce2\u52a8\uff0c\u52a9\u4f60\u9ad8\u6548\u89e3\u51b3\u6570\u636e\u8d28\u91cf\u95ee\u9898\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/\" \/>\n<meta property=\"og:site_name\" content=\"\u652f\u9053\u535a\u5ba2\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-21T11:33:26+00:00\" \/>\n<meta name=\"author\" content=\"cuishuoyan\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"cuishuoyan\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/\"},\"author\":{\"name\":\"cuishuoyan\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#\/schema\/person\/0e2e57763c958162cfbcda63965de0f7\"},\"headline\":\"\u8d28\u91cf\u6570\u636e\u5f02\u5e38\u539f\u56e0\u6392\u67e5\uff1a5\u5927\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u5bf9\u7b56\",\"datePublished\":\"2026-04-21T11:33:26+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/\"},\"wordCount\":53,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#organization\"},\"articleSection\":[\"\u77e5\u8bc6\u767e\u79d1\"],\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/\",\"url\":\"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/\",\"name\":\"\u8d28\u91cf\u6570\u636e\u5f02\u5e38\u539f\u56e0\u6392\u67e5\uff1a5\u5927\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u5bf9\u7b56 - \u652f\u9053\u535a\u5ba2\",\"isPartOf\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#website\"},\"datePublished\":\"2026-04-21T11:33:26+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.zdsztech.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u8d28\u91cf\u6570\u636e\u5f02\u5e38\u539f\u56e0\u6392\u67e5\uff1a5\u5927\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u5bf9\u7b56\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#website\",\"url\":\"https:\/\/www.zdsztech.com\/blog\/\",\"name\":\"\u652f\u9053\u535a\u5ba2\",\"description\":\"\u4f01\u4e1a\u6570\u5b57\u5316\u4e13\u5bb6\",\"publisher\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.zdsztech.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#organization\",\"name\":\"\u652f\u9053\u535a\u5ba2\",\"url\":\"https:\/\/www.zdsztech.com\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/09\/\u7ec4-2@1x-1.png\",\"contentUrl\":\"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/09\/\u7ec4-2@1x-1.png\",\"width\":131,\"height\":80,\"caption\":\"\u652f\u9053\u535a\u5ba2\"},\"image\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#\/schema\/person\/0e2e57763c958162cfbcda63965de0f7\",\"name\":\"cuishuoyan\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/d20adc4a1c9879652714498f516883aedddf6b7cf70aa0c3bf4a6962916210e3?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/d20adc4a1c9879652714498f516883aedddf6b7cf70aa0c3bf4a6962916210e3?s=96&d=mm&r=g\",\"caption\":\"cuishuoyan\"},\"sameAs\":[\"http:\/\/\u5927\u5d14\"],\"url\":\"https:\/\/www.zdsztech.com\/blog\/author\/cuishuoyan\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u8d28\u91cf\u6570\u636e\u5f02\u5e38\u539f\u56e0\u6392\u67e5\uff1a5\u5927\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u5bf9\u7b56 - \u652f\u9053\u535a\u5ba2","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/","og_locale":"zh_CN","og_type":"article","og_title":"\u8d28\u91cf\u6570\u636e\u5f02\u5e38\u539f\u56e0\u6392\u67e5\uff1a5\u5927\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u5bf9\u7b56 - \u652f\u9053\u535a\u5ba2","og_description":"\u9762\u5bf9\u6570\u636e\u5f02\u5e38\u5982\u4f55\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\u6839\u6e90\uff1f\u672c\u6587\u63d0\u4f9b5\u5c42\u7cfb\u7edf\u6027\u6392\u67e5\u6846\u67b6\uff0c\u6db5\u76d6\u6570\u636e\u6e90\u5934\u3001ETL\u8fc7\u7a0b\u3001\u6570\u4ed3\u6a21\u578b\u3001\u6307\u6807\u53e3\u5f84\u548c\u4e1a\u52a1\u6ce2\u52a8\uff0c\u52a9\u4f60\u9ad8\u6548\u89e3\u51b3\u6570\u636e\u8d28\u91cf\u95ee\u9898\u3002","og_url":"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/","og_site_name":"\u652f\u9053\u535a\u5ba2","article_published_time":"2026-04-21T11:33:26+00:00","author":"cuishuoyan","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"cuishuoyan"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/#article","isPartOf":{"@id":"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/"},"author":{"name":"cuishuoyan","@id":"https:\/\/www.zdsztech.com\/blog\/#\/schema\/person\/0e2e57763c958162cfbcda63965de0f7"},"headline":"\u8d28\u91cf\u6570\u636e\u5f02\u5e38\u539f\u56e0\u6392\u67e5\uff1a5\u5927\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u5bf9\u7b56","datePublished":"2026-04-21T11:33:26+00:00","mainEntityOfPage":{"@id":"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/"},"wordCount":53,"commentCount":0,"publisher":{"@id":"https:\/\/www.zdsztech.com\/blog\/#organization"},"articleSection":["\u77e5\u8bc6\u767e\u79d1"],"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/","url":"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/","name":"\u8d28\u91cf\u6570\u636e\u5f02\u5e38\u539f\u56e0\u6392\u67e5\uff1a5\u5927\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u5bf9\u7b56 - \u652f\u9053\u535a\u5ba2","isPartOf":{"@id":"https:\/\/www.zdsztech.com\/blog\/#website"},"datePublished":"2026-04-21T11:33:26+00:00","breadcrumb":{"@id":"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.zdsztech.com\/blog\/quality-data-abnormality-cause-analysis-5-common-issues-and-solutions\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.zdsztech.com\/blog\/"},{"@type":"ListItem","position":2,"name":"\u8d28\u91cf\u6570\u636e\u5f02\u5e38\u539f\u56e0\u6392\u67e5\uff1a5\u5927\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u5bf9\u7b56"}]},{"@type":"WebSite","@id":"https:\/\/www.zdsztech.com\/blog\/#website","url":"https:\/\/www.zdsztech.com\/blog\/","name":"\u652f\u9053\u535a\u5ba2","description":"\u4f01\u4e1a\u6570\u5b57\u5316\u4e13\u5bb6","publisher":{"@id":"https:\/\/www.zdsztech.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.zdsztech.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Organization","@id":"https:\/\/www.zdsztech.com\/blog\/#organization","name":"\u652f\u9053\u535a\u5ba2","url":"https:\/\/www.zdsztech.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.zdsztech.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/09\/\u7ec4-2@1x-1.png","contentUrl":"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/09\/\u7ec4-2@1x-1.png","width":131,"height":80,"caption":"\u652f\u9053\u535a\u5ba2"},"image":{"@id":"https:\/\/www.zdsztech.com\/blog\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.zdsztech.com\/blog\/#\/schema\/person\/0e2e57763c958162cfbcda63965de0f7","name":"cuishuoyan","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.zdsztech.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/d20adc4a1c9879652714498f516883aedddf6b7cf70aa0c3bf4a6962916210e3?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/d20adc4a1c9879652714498f516883aedddf6b7cf70aa0c3bf4a6962916210e3?s=96&d=mm&r=g","caption":"cuishuoyan"},"sameAs":["http:\/\/\u5927\u5d14"],"url":"https:\/\/www.zdsztech.com\/blog\/author\/cuishuoyan\/"}]}},"views":20,"_links":{"self":[{"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/posts\/55975","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/comments?post=55975"}],"version-history":[{"count":0,"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/posts\/55975\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/media?parent=55975"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/categories?post=55975"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/tags?post=55975"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}