{"id":661,"date":"2021-03-01T08:00:15","date_gmt":"2021-03-01T00:00:15","guid":{"rendered":"http:\/\/www.gdyhsys.com\/?p=661"},"modified":"2022-01-17T16:11:07","modified_gmt":"2022-01-17T08:11:07","slug":"data-anonymization-qa-view","status":"publish","type":"post","link":"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/","title":{"rendered":"QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316"},"content":{"rendered":"<p>\u6570\u636e\u533f\u540d\u5316\uff0c\u662f\u6570\u636e\u5b89\u5168\u76f8\u5173\u7684\u5b9e\u8df5\u3002\u76ee\u524d\u4ece\u7f51\u4e0a\u80fd\u627e\u5230\u7684\u5185\u5bb9\u4e3b\u8981\u662f\u5173\u4e8e\u533f\u540d\u5316\u7684\u5b9e\u73b0\u6280\u672f\u3002\u6700\u8fd1\uff0c\u7b14\u8005\u5728\u9879\u76ee\u4e2d\u4ee5QA\u548c\u7528\u6237\u7684\u53cc\u91cd\u8eab\u4efd\u63a5\u89e6\u5230\u4e86\u6570\u636e\u533f\u540d\u5316\uff0c\u51b3\u5b9a\u8ddf\u5927\u5bb6\u5206\u4eab\u4e00\u4e0b\u8fd9\u6bb5\u7ecf\u5386\uff0c\u4eceQA\u7684\u89c6\u89d2\u6765\u804a\u804a\u6570\u636e\u533f\u540d\u5316\u3002<\/p>\n<h2>\u6570\u636e\u533f\u540d\u5316\u53ca\u5176\u5b9e\u73b0\u6982\u8ff0<\/h2>\n<p>\u5728\u804a\u9879\u76ee\u7ecf\u5386\u4e4b\u524d\uff0c\u8fd8\u662f\u6709\u5fc5\u8981\u5927\u6982\u4ecb\u7ecd\u4e00\u4e0b\u6570\u636e\u533f\u540d\u5316\u3002<\/p>\n<p><strong>\u6570\u636e\u533f\u540d\u5316<\/strong>\u662f\u6307\u4ece\u6570\u636e\u96c6\u4e2d\u5c06\u4e2a\u4eba\u8eab\u4efd\u4fe1\u606f\uff08Personal Identification Information, PII\uff09\u6e05\u9664\/\u8131\u654f\uff0c\u8ba9\u4eba\u65e0\u6cd5\u8bc6\u522b\u6570\u636e\u6240\u63cf\u8ff0\/\u5173\u8054\u7684\u4e3b\u4f53\uff0c\u4ee5\u5b9e\u73b0\u4fdd\u62a4\u9690\u79c1\u7684\u76ee\u7684\u3002<\/p>\n<p>\u5f88\u591a\u573a\u666f\u4e0b\u9700\u8981\u4f7f\u7528\u548c\u5904\u7406\u751f\u4ea7\u73af\u5883\u7684\u771f\u5b9e\u6570\u636e\uff0c\u6bd4\u5982\uff1a\u4ee5\u6d4b\u8bd5\u3001\u57f9\u8bad\u3001\u6570\u636e\u5bf9\u5916\u53d1\u5e03\u3001\u6570\u636e\u5206\u6790\u7b49\u4e3a\u76ee\u7684\u7684\u573a\u666f\u3002\u4f46\u751f\u4ea7\u73af\u5883\u7684\u771f\u5b9e\u6570\u636e\u5305\u542b\u4e2a\u4eba\u8eab\u4efd\u4fe1\u606f\uff0c\u7531\u4e8e\u9690\u79c1\u4fdd\u62a4\u9700\u8981\uff0c\u4e0d\u80fd\u76f4\u63a5\u4f7f\u7528\u3002\u8fd9\u4e2a\u65f6\u5019\u6570\u636e\u533f\u540d\u5316\u5f88\u6709\u5fc5\u8981\u3002<\/p>\n<p>\u5b9e\u73b0\u6570\u636e\u533f\u540d\u5316\u7684\u64cd\u4f5c\uff08\u53c2\u8003<a href=\"http:\/\/en.wikipedia.org\/wiki\/Data_anonymization\">Wikipedia<\/a>\uff09\u5e38\u89c1\u7684\u6709\u4e94\u79cd\u7c7b\u578b\uff1a\u6cdb\u5316\uff08Generalization\uff09\uff0c\u6291\u5236\uff08Suppression\uff09\uff0c\u89e3\u5256\uff08Anatomization\uff09\uff0c\u7f6e\u6362\uff08Permutation\uff09\u548c\u6270\u52a8\uff08Perturbation\uff09\u3002\u5177\u4f53\u7684\u5b9e\u73b0\u6280\u672f\u7ec6\u8282\u4e0d\u662fQA\u89c6\u89d2\u5173\u6ce8\u7684\u91cd\u70b9\uff0c\u672c\u6587\u4e0d\u505a\u5c55\u5f00\uff0c\u5bf9\u6b64\u611f\u5174\u8da3\u7684\u670b\u53cb\u8bf7\u81ea\u884c\u7814\u7a76\u5b66\u4e60\u3002\u4e0b\u8868\u5217\u4e3e\u4e00\u4e9b\u7b80\u5355\u7684\u6570\u636e\u533f\u540d\u5316\u4f8b\u5b50\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6570\u636e\u533f\u540d\u5316\u65b9\u6cd5<\/th>\n<th>\u65b9\u6cd5\u8be6\u60c5<\/th>\n<th>\u65b9\u6cd5\u793a\u4f8b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u53d6\u6574<\/td>\n<td>\u6570\u503c\u6216\u65e5\u671f\u6570\u636e\u7684\u53d6\u6574<\/td>\n<td>15:25:25 =&gt; 15:00:00<\/td>\n<\/tr>\n<tr>\n<td>\u5c4f\u853d<\/td>\n<td>\u5c4f\u853d\u90e8\u5206\u6570\u636e\uff0c\u5982\u7535\u8bdd\u53f7\u7801\u3001\u8eab\u4efd\u8bc1\u53f7\u7801\u7b49<\/td>\n<td>187****1234<\/td>\n<\/tr>\n<tr>\n<td>\u622a\u65ad<\/td>\n<td>\u6570\u636e\u90e8\u5206\u622a\u65ad<\/td>\n<td>0086-10-88888888 =&gt; 0086-10<\/td>\n<\/tr>\n<tr>\n<td>\u66ff\u6362<\/td>\n<td>\u4f7f\u7528\u66ff\u6362\u8868\u5bf9\u654f\u611f\u6570\u636e\u8fdb\u884c\u66ff\u6362<\/td>\n<td>IBM=&gt;1, HP=&gt;2, MS=&gt;3<\/td>\n<\/tr>\n<tr>\n<td>\u54c8\u5e0c<\/td>\n<td>\u5c06\u6570\u636e\u6620\u5c04\u4e3a\u56fa\u5b9a\u957f\u5ea6\u7684\u5b57\u7b26\u4e32<\/td>\n<td>IBM=&gt;a23d, HP=&gt;1fc2<\/td>\n<\/tr>\n<tr>\n<td>\u91cd\u6392<\/td>\n<td>\u5c06\u6570\u636e\u5e93\u7684\u67d0\u4e00\u5217\u503c\u8fdb\u884c\u91cd\u6392<\/td>\n<td>81,87,85 =&gt; 87,85,81<\/td>\n<\/tr>\n<tr>\n<td>\u4fdd\u7559\u683c\u5f0f\u52a0\u5bc6\uff08FPE\uff09<\/td>\n<td>\u660e\u6587\u548c\u5bc6\u6587\u683c\u5f0f\u4e0d\u53d8<\/td>\n<td>18712345678 =&gt; 18587654321<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6570\u636e\u533f\u540d\u5316\u540e\u9700\u8981\u5173\u6ce8\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n<ol>\n<li>\u5b89\u5168\u6027\uff1a\u4e4b\u6240\u4ee5\u8981\u5c06\u6570\u636e\u533f\u540d\u5316\uff0c\u4e3a\u7684\u5c31\u662f\u4fdd\u62a4\u4e2a\u4eba\u9690\u79c1\uff0c\u662f\u4ece\u6570\u636e\u5b89\u5168\u6027\u89d2\u5ea6\u8003\u8651\u7684\u3002\u56e0\u6b64\uff0c\u5b89\u5168\u6027\u662f\u6570\u636e\u533f\u540d\u5316\u540e\u9700\u8981\u7740\u91cd\u8003\u8651\u7684\u5173\u952e\u70b9\u3002<\/li>\n<li>\u53ef\u7528\u6027\uff1a\u6570\u636e\u533f\u540d\u5316\u80af\u5b9a\u662f\u6709\u5176\u76ee\u7684\u7528\u9014\u7684\uff0c\u4e0d\u7ba1\u662f\u5e94\u7528\u4e8e\u524d\u9762\u63d0\u5230\u7684\u54ea\u4e2a\u573a\u666f\uff0c\u90fd\u9700\u8981\u4fdd\u8bc1\u533f\u540d\u5316\u540e\u7684\u6570\u636e\u662f\u6ee1\u8db3\u9700\u6c42\u7684\uff0c\u4e5f\u5c31\u662f\u6570\u636e\u53ef\u7528\u6027\u3002<\/li>\n<li>\u53ef\u7528\u6027\u548c\u5b89\u5168\u6027\u7684\u5e73\u8861\uff1a\u5982\u679c\u6570\u636e\u533f\u540d\u5316\u505a\u7684\u5f88\u5f7b\u5e95\uff0c\u5b8c\u5168\u8bc6\u522b\u4e0d\u51fa\u539f\u6765\u6570\u636e\u7684\u9762\u76ee\uff0c\u5b9a\u4f1a\u5f71\u54cd\u5230\u6570\u636e\u7684\u53ef\u7528\u6027\uff0c\u56e0\u6b64\uff0c\u53ef\u7528\u6027\u548c\u5b89\u5168\u6027\u662f\u76f8\u4e92\u5236\u8861\u7684\u4e24\u4e2a\u65b9\u9762\uff0c\u552f\u6709\u6839\u636e\u5b9e\u9645\u9700\u6c42\u4fdd\u6301\u597d\u4e24\u8005\u7684\u5e73\u8861\u624d\u80fd\u771f\u6b63\u53d1\u6325\u4f5c\u7528\u3002<\/li>\n<\/ol>\n<h2>\u6570\u636e\u533f\u540d\u5316\u7684\u9879\u76ee\u5b9e\u8df5<\/h2>\n<p>\u8fd9\u4e0d\u662f\u4e00\u4e2a\u5927\u6570\u636e\u9879\u76ee\uff0c\u6570\u636e\u5206\u6790\uff08\u867d\u6709\u5fc5\u8981\u4f46\uff09\u4e0d\u662f\u91cd\u70b9\uff1b\u8fd9\u662f\u4e00\u4e2a\u666e\u901a\u7684\u4f01\u4e1a\u7ba1\u7406\u7cfb\u7edf\u548c\u7528\u6237\u7cfb\u7edf\uff0c\u6709\u7740\u5927\u91cf\u7684\u7528\u6237\u6570\u636e\uff0c\u800c\u4e14\u6570\u636e\u673a\u5bc6\u7a0b\u5ea6\u8981\u6c42\u6bd4\u8f83\u9ad8\u3002\u4e0b\u9762\u6765\u770b\u4e3a\u4ec0\u4e48\u8981\u5728\u9879\u76ee\u5185\u505a\u6570\u636e\u533f\u540d\u5316\uff0c\u4ee5\u53ca\u9879\u76ee\u7684\u6570\u636e\u533f\u540d\u5316\u662f\u600e\u4e48\u505a\u7684\u3001\u6709\u54ea\u4e9b\u5751\u3002<\/p>\n<h3>\u6570\u636e\u533f\u540d\u5316\u7531\u9879\u76ee\u75db\u70b9\u9a71\u52a8<\/h3>\n<p><\/p>\n<p>\u751f\u4ea7\u73af\u5883\u7f3a\u9677\u8f83\u591a\u662f\u56f0\u6270\u5ba2\u6237\u548c\u5f00\u53d1\u56e2\u961f\u7684\u95ee\u9898\uff0c\u662f\u9879\u76ee\u8feb\u5207\u9700\u8981\u89e3\u51b3\u7684\u75db\u70b9\u3002<\/p>\n<p>\u751f\u4ea7\u73af\u5883\u6570\u636e\u673a\u5bc6\u6027\u8981\u6c42\u8f83\u9ad8\uff0c\u6570\u636e\u53ef\u8bbf\u95ee\u6743\u9650\u53d7\u9650\uff0c\u6d4b\u8bd5\u73af\u5883\u7684\u6570\u636e\u91cf\u548c\u590d\u6742\u5ea6\u90fd\u65e0\u6cd5\u548c\u751f\u4ea7\u73af\u5883\u76f8\u6bd4\u3002\u8fd9\u79cd\u73af\u5883\u6570\u636e\u7684\u5dee\u5f02\u6027\u4f7f\u5f97\u751f\u4ea7\u73af\u5883\u7f3a\u9677\u7684\u8bca\u65ad\u5b9a\u4f4d\u975e\u5e38\u56f0\u96be\uff0c\u4e5f\u5f88\u96be\u5728\u6d4b\u8bd5\u73af\u5883\u63d0\u524d\u53d1\u73b0\u53ef\u80fd\u5f15\u8d77\u7684\u751f\u4ea7\u73af\u5883\u95ee\u9898\u3002\u867d\u7136\u4ece\u7f3a\u9677\u5206\u6790\u3001\u7f3a\u9677\u54cd\u5e94\u673a\u5236\u3001\u589e\u52a0\u65e5\u5fd7\u76d1\u63a7\u7b49\u65b9\u9762\u505a\u4e86\u5f88\u591a\u5de5\u4f5c\uff0c\u4f46\u8fd8\u662f\u4f1a\u6709\u5f88\u591a\u7f3a\u9677\u5728\u751f\u4ea7\u73af\u5883\u51fa\u73b0\uff0c\u800c\u4e14\u603b\u4f1a\u5192\u51fa\u4e00\u4e9b\u7a00\u5947\u53e4\u602a\u7684\u65b0\u7684\u7f3a\u9677\u7c7b\u578b\u6765\u3002<\/p>\n<p>\u4e8e\u662f\uff0c\u56e2\u961f\u8ddf\u5ba2\u6237\u8ba8\u8bba\u6700\u7ec8\u51b3\u5b9a\u91c7\u7528\u6570\u636e\u533f\u540d\u5316\u6280\u672f\u5c06\u751f\u4ea7\u73af\u5883\u6570\u636e\u533f\u540d\u5316\u540e\u7528\u4e8e\u6d4b\u8bd5\uff0c\u4ee5\u5c3d\u65e9\u66b4\u9732\u751f\u4ea7\u73af\u5883\u95ee\u9898\uff0c\u540c\u65f6\u5e2e\u52a9\u66f4\u65b9\u4fbf\u751f\u4ea7\u73af\u5883\u95ee\u9898\u7684\u8bca\u65ad\u5b9a\u4f4d\u3002<\/p>\n<h3>\u6570\u636e\u533f\u540d\u5316\u7684\u9879\u76ee\u5b9e\u73b0\u6d41\u7a0b<\/h3>\n<p>\u9879\u76ee\u7684\u6570\u636e\u533f\u540d\u5316\u5b9e\u8df5\u4e3b\u8981\u7ecf\u5386\u4ee5\u4e0b\u56db\u4e2a\u9636\u6bb5\uff1a\u5206\u6790\u8bbe\u8ba1\u3001\u843d\u5730\u5b9e\u65bd\u3001\u6d4b\u8bd5\u786e\u8ba4\u548c\u4ea4\u4ed8\u4f7f\u7528\u3002<\/p>\n<p>\u8fd9\u91cc\u4e3b\u8981\u662f\u4e3a\u4e86\u65b9\u4fbf\u63cf\u8ff0\uff0c\u5206\u6210\u4e86\u56db\u4e2a\u770b\u4f3c\u72ec\u7acb\u7684\u9636\u6bb5\uff0c\u5176\u5b9e\u6bcf\u4e2a\u9636\u6bb5\u4e4b\u95f4\u7684\u5206\u754c\u7ebf\u4e0d\u662f\u90a3\u4e48\u6e05\u6670\u7684\uff0c\u5b9e\u9645\u64cd\u4f5c\u8fc7\u7a0b\u4e2d\u6709\u53cd\u590d\u548c\u53e0\u52a0\u7684\u60c5\u51b5\u5b58\u5728\uff0c\u5982\u4e0b\u56fe\u4e2d\u865a\u7ebf\u6240\u793a\u3002\u4f8b\u5982\uff1a\u5728\u843d\u5730\u5b9e\u65bd\u9636\u6bb5\u53d1\u73b0\u6709\u4e9b\u5206\u6790\u505a\u7684\u4e0d\u591f\u6216\u8005\u8bbe\u8ba1\u4e0d\u5408\u7406\uff0c\u9700\u8981\u8fd4\u56de\u91cd\u65b0\u5206\u6790\u548c\u8bbe\u8ba1\uff1b\u5728\u6d4b\u8bd5\u786e\u8ba4\u9636\u6bb5\u53d1\u73b0\u6709\u7684\u6570\u636e\u533f\u540d\u5316\u6709\u95ee\u9898\uff0c\u9700\u8981\u8fd4\u56de\u91cd\u8d70\u5b9e\u65bd\u6d41\u7a0b\u6267\u884c\u4f18\u5316\u7684\u533f\u540d\u5316\u65b9\u6848\u7b49\u3002<\/p>\n<p><\/p>\n<h4>1. \u6570\u636e\u533f\u540d\u5316\u9879\u76ee\u7684\u5206\u6790\u8bbe\u8ba1<\/h4>\n<p>\u8981\u5b9e\u73b0\u6570\u636e\u533f\u540d\u5316\u9996\u5148\u8981\u641e\u6e05\u695a\u9700\u8981\u8131\u654f\u7684\u6570\u636e\uff0c\u4ee5\u53ca\u5982\u4f55\u5bf9\u6570\u636e\u8fdb\u884c\u8131\u654f\uff0c\u8fd9\u5c31\u662f\u5bf9\u5e94\u5230\u5206\u6790\u8bbe\u8ba1\u9636\u6bb5\u7684\u4e24\u4e2a\u4e3b\u8981\u4efb\u52a1\uff1a\u5b9a\u4e49PII\u4fe1\u606f\u548c\u5236\u5b9a\u6570\u636e\u533f\u540d\u5316\u7b56\u7565\u3002\u8fd9\u90e8\u5206\u7531\u4e1a\u52a1\u3001\u5f00\u53d1\u548c\u6d4b\u8bd5\u7b49\u591a\u4e2a\u89d2\u8272\u5408\u4f5c\u5b8c\u6210\u3002<\/p>\n<p><strong>\u5b9a\u4e49PII\u4fe1\u606f<\/strong><\/p>\n<p>\u5b9a\u4e49PII\u4fe1\u606f\u4e3b\u8981\u662f\u6839\u636e\u4e1a\u52a1\u9700\u6c42\u5206\u6790\u51fa\u7cfb\u7edf\u4e2d\u7684\u54ea\u4e9b\u6570\u636e\u662f\u4e0d\u80fd\u5bf9\u5916\u516c\u5f00\u9700\u8981\u8131\u654f\u7684\uff0c\u4ee5\u786e\u5b9a\u6570\u636e\u8131\u654f\u7684\u8303\u56f4\u3002\u5e38\u89c1\u7684PII\u4fe1\u606f\u53ef\u80fd\u6709\uff1a\u4e2a\u4eba\u8eab\u4efd\u4fe1\u606f\uff08\u59d3\u540d\u3001\u8eab\u4efd\u8bc1\u53f7\u3001\u7535\u8bdd\u53f7\u7801\u3001\u804c\u4e1a\u3001\u85aa\u6c34\u7b49\uff09\u3001\u90e8\u95e8\u4fe1\u606f\u3001\u7b7e\u7f72\u7684\u534f\u8bae\u5185\u5bb9\u7b49\u3002<\/p>\n<p>\u9664\u4e86\u57fa\u672c\u7684\u4e2a\u4eba\u4fe1\u606f\u5916\uff0c\u4e0d\u540c\u7684\u4e1a\u52a1\u9886\u57df\u6216\u5ba2\u6237\u5bf9\u673a\u5bc6\u4fe1\u606f\u7684\u5b9a\u4e49\u4e5f\u4f1a\u6709\u533a\u522b\u3002\u6570\u636e\u8131\u654f\u8303\u56f4\u4e00\u5b9a\u8981\u6839\u636e\u5177\u4f53\u7684\u4e1a\u52a1\u9700\u6c42\u6765\u786e\u5b9a\u3002<\/p>\n<p><strong>\u5236\u5b9a\u6570\u636e\u533f\u540d\u5316\u7b56\u7565<\/strong><\/p>\n<p>\u786e\u5b9a\u4e86\u8131\u654f\u8303\u56f4\uff0c\u63a5\u4e0b\u6765\u5c31\u662f\u786e\u5b9a\u8be6\u7ec6\u7684\u8131\u654f\u65b9\u5f0f\uff0c\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\uff0c\u4e5f\u5c31\u662f\u5236\u5b9a\u6570\u636e\u533f\u540d\u5316\u7b56\u7565\u3002<\/p>\n<p>\u9996\u5148\u662f\u5de5\u5177\u9009\u578b\u3002\u9879\u76ee\u9009\u62e9\u7684\u662f <a href=\"http:\/\/www.tonic.ai\/\">Tonic<\/a>\uff0c\u4e4b\u6240\u4ee5\u9009\u62e9\u8fd9\u4e2a\u5de5\u5177\u5f88\u5927\u90e8\u5206\u539f\u56e0\u662f\u5ba2\u6237\u63d0\u51fa\u6765\u7684\uff0c\u5f53\u7136\u8fd9\u4e2a\u5de5\u5177\u4e5f\u662f\u5f88\u5f3a\u5927\u7684\u3002\u4f5c\u4e3aQA\uff0c\u5e76\u6ca1\u6709\u4eb2\u5bc6\u63a5\u89e6\u5230\u8fd9\u4e2a\u5de5\u5177\uff0c\u5728\u6b64\u4e5f\u5c31\u4e0d\u591a\u5c55\u5f00\uff0c\u66f4\u591a\u5173\u4e8e\u5de5\u5177\u7684\u8be6\u60c5\uff0c\u8bf7\u81ea\u884c\u7814\u7a76\u5bf9\u6bd4\u3002<\/p>\n<p>\u7136\u540e\u662f\u6839\u636e\u5de5\u5177\u4ee5\u53ca\u7cfb\u7edfPII\u6570\u636e\u7684\u5b58\u50a8\u7279\u70b9\uff0c\u786e\u5b9a\u6700\u7ec8\u53ef\u4ee5\u5b9e\u73b0\u8131\u654f\u7684\u6570\u636e\u8303\u56f4\u3002\u6bd4\u5982\uff0c\u9879\u76ee\u4e2d\u7684\u4e0d\u540c\u7c7b\u6570\u636e\u6709\u4e0d\u540c\u7684\u65b9\u6848\uff1a<\/p>\n<ul>\n<li>\u76f4\u63a5\u4ee5\u6570\u503c\u5f62\u5f0f\u5b58\u50a8\u5728DB\u91cc\u7684PII\u6570\u636e\uff0c\u53ef\u4ee5\u5bf9\u5176\u8fdb\u884c\u8131\u654f\uff0c\u5b9e\u73b0\u533f\u540d\u5316\uff1b<\/li>\n<li>\u4ee5\u6587\u4ef6\u5f62\u5f0f\u5b58\u50a8\u7684\u534f\u8bae\u3001\u62a5\u544a\u7b49\u6570\u636e\uff0c\u90fd\u662f\u53ea\u8bfb\u7684PDF\u683c\u5f0f\uff0c\u8fd9\u79cd\u6570\u636e\u96be\u4ee5\u8131\u654f\uff0c\u53ea\u80fd\u653e\u5f03\u8fd9\u4e9b\u6587\u4ef6\u6570\u636e\uff0c\u4e0d\u8fdb\u884c\u5bfc\u5165\uff1b<\/li>\n<li>\u7528\u6237\u767b\u5f55\u8ba4\u8bc1\u76f8\u5173\u6570\u636e\uff0c\u8131\u654f\u6210\u672c\u8f83\u9ad8\uff0c\u91c7\u7528Mock\u7684\u65b9\u5f0f\uff0c\u8ba9\u7528\u6237\u4ecd\u7136\u80fd\u591f\u767b\u5f55\u7cfb\u7edf\u8fdb\u884c\u4f7f\u7528\u3002<\/li>\n<\/ul>\n<p>\u8fdb\u884c\u6570\u636e\u8131\u654f\u8fd8\u8981\u6ce8\u610f\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u4e00\u822c\u4f1a\u6709\u4e0d\u540c\u7684\u8131\u654f\u65b9\u5f0f\uff0c\u6bd4\u5982\uff1a\u4eba\u540d\u7684\u8131\u654f\u6709\u4e13\u95e8\u7684\u8bcd\u5e93\uff0c\u8131\u654f\u540e\u770b\u8d77\u6765\u8fd8\u662f\u4eba\u540d\u7684\u6837\u5b50\uff1b\u800c\u6709\u4e9b\u56fa\u5b9a\u683c\u5f0f\u7684\u5b57\u6bb5\uff0c\u50cf\u8eab\u4efd\u8bc1\u53f7\u3001\u7535\u8bdd\u53f7\u7801\u3001\u8f66\u724c\u53f7\u8fd9\u4e9b\u8131\u654f\u540e\u867d\u7136\u6570\u503c\u53d8\u4e86\uff0c\u683c\u5f0f\u8fd8\u9700\u8981\u4fdd\u7559\u539f\u6837\u3002\u56e0\u6b64\uff0c\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u4e0d\u540c\u7684\u6570\u636e\u5b57\u6bb5\u90fd\u8981\u8bbe\u5b9a\u597d\u8be6\u7ec6\u7684\u8131\u654f\u7b56\u7565\u3002<\/p>\n<h4>2. \u6570\u636e\u533f\u540d\u5316\u9879\u76ee\u7684\u843d\u5730\u5b9e\u65bd<\/h4>\n<p>\u5236\u5b9a\u597d\u8be6\u7ec6\u7684\u6570\u636e\u533f\u540d\u5316\u7b56\u7565\uff0c\u63a5\u4e0b\u6765\u5c31\u662f\u5229\u7528\u5de5\u5177\u5b9e\u73b0\u8131\u654f\u4e86\uff0c\u8fd9\u90e8\u5206\u7531\u4e13\u95e8\u8d1f\u8d23\u7684\u5f00\u53d1\u4eba\u5458\u6765\u5b8c\u6210\u3002\u4e0b\u9762\u6839\u636e\u9879\u76ee\u7ecf\u5386\uff0c\u5206\u4eab\u843d\u5730\u5b9e\u65bd\u7684\u6267\u884c\u6d41\u7a0b\u548c\u8e29\u8fc7\u7684\u5751\u3002<\/p>\n<p><\/p>\n<p><strong>\u6d41\u7a0b<\/strong><\/p>\n<p>\u6570\u636e\u533f\u540d\u5316\u7684\u5177\u4f53\u5b9e\u65bd\u7ecf\u5386\u4e86\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li>\u6570\u636e\u5206\u6790\uff1a\u786e\u5b9a DB \u6d89\u53ca\u8868\u5355\u7684\u8303\u56f4\uff0c\u8bc6\u522b PII \u6570\u636e\u5b58\u50a8\u5217\uff0c\u5206\u6790\u6570\u636e\u5173\u8054\u5e76\u786e\u8ba4\u5916\u952e\u5173\u8054\u5217\u3001enum \u5b58\u50a8\u5217\u7b49\u6838\u5fc3\u5173\u7cfb\u5217\u3002<\/li>\n<li>\u6570\u636e\u751f\u6210\uff1a\u91c7\u7528\u5de5\u5177Tonic\uff0c\u4e0e Tonic \u652f\u6301\u56e2\u961f\u5408\u4f5c\uff0c\u6839\u636e\u4e0d\u540c\u5217\u7684\u8131\u654f\u65b9\u6848\u8fdb\u884c\u8131\u654f\uff0c\u751f\u6210\u65b0\u7684\u533f\u540d\u5316\u6570\u636e\u3002<\/li>\n<li>\u73af\u5883\u642d\u5efa\uff1a\u8fd9\u4e9b\u533f\u540d\u5316\u540e\u7684\u6570\u636e\u662f\u7528\u4e8e\u6d4b\u8bd5\u73af\u5883\u7684\uff0c\u4f46\u4e0d\u662f\u76f4\u63a5\u5bfc\u5165\u6d4b\u8bd5\u73af\u5883\uff0c\u9700\u8981\u9a8c\u8bc1\u53ef\u7528\u4e4b\u540e\u624d\u80fd\u5207\u6362\u5230\u6d4b\u8bd5\u73af\u5883\u3002\u56e0\u6b64\uff0c\u9700\u8981\u7684\u5355\u72ec\u642d\u5efa\u4e00\u5957\u6d4b\u8bd5\u73af\u5883\u7528\u6765\u5bfc\u5165\u8131\u654f\u540e\u7684\u6570\u636e\u3002\u672c\u6b65\u9aa4\u5b9e\u73b0\u73af\u5883\u57fa\u7840\u8bbe\u65bd\u642d\u5efa\uff0c\u5b89\u88c5\u914d\u7f6e\u6240\u6709\u7b2c\u4e09\u65b9\u652f\u6301\u7ec4\u4ef6\u3002<\/li>\n<li>\u6570\u636e\u5bfc\u5165\uff1a\u5728\u65b0\u642d\u5efa\u7684\u73af\u5883\u5bfc\u5165 Tonic \u751f\u6210\u7684\u6570\u636e\uff0c\u7b80\u5355\u9a8c\u8bc1\u4fdd\u8bc1\u7cfb\u7edf\u6b63\u5e38\u8fd0\u884c\u8d77\u6765\uff0c\u540e\u7eed\u518d\u4ea4\u7ed9QA\u56e2\u961f\u6765\u505a\u8fdb\u4e00\u6b65\u7684\u6d4b\u8bd5\u786e\u8ba4\u3002<\/li>\n<\/ul>\n<p><em>\u6ce8\u610f\uff1a\u8fd9\u91cc\u7684\u6570\u636e\u5206\u6790\u8ddf\u524d\u9762\u5206\u6790\u8bbe\u8ba1\u9636\u6bb5\u7684\u5206\u6790\u5e08\u4e0d\u540c\u7684\uff0c\u5206\u6790\u8bbe\u8ba1\u9636\u6bb5\u662f\u4ece\u4e1a\u52a1\u4e0a\u5bf9PII\u6570\u636e\u7684\u5206\u6790\u786e\u8ba4\uff0c\u5728\u5b9e\u65bd\u9636\u6bb5\u662f\u5bf9\u6570\u636e\u5e93\u8868\u91cc\u5b58\u50a8\u7684\u5b9e\u9645\u6570\u636e\u8fdb\u884c\u5206\u6790\u3002<\/em><\/p>\n<p><strong>\u96be\u70b9<\/strong><\/p>\n<p>\u5728\u6570\u636e\u533f\u540d\u5316\u5b9e\u65bd\u8fc7\u7a0b\u4e2d\u8e29\u5230\u4e86\u4e00\u4e9b\u5751\uff0c\u5728\u6b64\u4e5f\u8ddf\u5927\u5bb6\u5206\u4eab\u4e00\u4e0b\uff1a<\/p>\n<ul>\n<li>\u6f5c\u5728\u6570\u636e\u5173\u7cfb\u9519\u7efc\u590d\u6742\uff0c\u6709\u4e9b\u672a\u88ab\u63d0\u524d\u8bc6\u522b\uff0c\u5bfc\u81f4\u751f\u6210\u7684\u6570\u636e\u4e0d\u53ef\u7528\uff1b<\/li>\n<li>\u4e3a\u4e86\u4fdd\u8bc1\u5bfc\u5165\u6570\u636e\u6b63\u5e38\u5de5\u4f5c\uff0c\u9700\u8981Mock\u4e0d\u80fd\u5b9e\u73b0\u533f\u540d\u5316\u7684\u7528\u6237\u767b\u5f55\u8ba4\u8bc1\u7cfb\u7edf\uff0c\u8fd9\u662f\u4e00\u4e2a\u96be\u70b9\uff1b<\/li>\n<li>\u7cfb\u7edf\u5b58\u5728\u5927\u91cf\u7684\u4e8b\u4ef6\uff08Event\uff09\uff0c\u57fa\u4e8e\u5bfc\u5165\u6570\u636e\u91cd\u65b0\u751f\u6210Event\u4e5f\u6bd4\u8f83\u9ebb\u70e6\uff1b<\/li>\n<li>\u533f\u540d\u5316\u540e\u5bfc\u81f4\u6709\u4e0d\u5c11\u8ddf\u73af\u5883\u914d\u7f6e\u76f8\u5173\u7684\u6570\u636e\u9700\u8981\u4fee\u590d\u3002<\/li>\n<\/ul>\n<h4>3. \u6570\u636e\u533f\u540d\u5316\u7684\u6d4b\u8bd5\u786e\u8ba4<\/h4>\n<p>\u6d4b\u8bd5\u786e\u8ba4\u662fQA\u4e3b\u8981\u53c2\u4e0e\u7684\u9636\u6bb5\uff0c\u5bf9\u8131\u654f\u540e\u751f\u6210\u7684\u6570\u636e\u7684\u6d4b\u8bd5\u4e3b\u8981\u4ece\u5b89\u5168\u6027\u548c\u53ef\u7528\u6027\u4e24\u4e2a\u65b9\u9762\u8fdb\u884c\u6d4b\u8bd5\u786e\u8ba4\u3002<\/p>\n<p><\/p>\n<p><strong>\u5b89\u5168\u6027<\/strong><\/p>\n<p>\u9996\u5148\u8981\u4fdd\u969c\u7684\u662f\u6570\u636e\u7684\u5b89\u5168\u6027\uff0c\u4e5f\u5c31\u662f\u9700\u8981\u6ee1\u8db3\u6570\u636e\u4e0d\u80fd\u88ab\u8bc6\u522b\uff0c\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\u4e3b\u8981\u5173\u6ce8\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n<ul>\n<li>\u786e\u8ba4\u5206\u6790\u9636\u6bb5\u786e\u8ba4\u9700\u8981\u8131\u654f\u7684\u6570\u636e\u662f\u5426\u90fd\u5df2\u7ecf\u8131\u654f\uff0c\u6216\u8005\u5df2\u7ecf\u901a\u8fc7Mock\u7684\u65b9\u5f0f\u5904\u7406\u3002<\/li>\n<li>\u662f\u5426\u6709\u5206\u6790\u8fc7\u7a0b\u4e2d\u6f0f\u6389\u7684\u540c\u6837\u9700\u8981\u8131\u654f\u4f46\u6ca1\u6709\u8131\u654f\u7684\u4fe1\u606f\uff0c\u5bf9\u4e8e\u8fd9\u6837\u7684\u6570\u636e\u9700\u8981\u518d\u6b21\u8fdb\u884c\u8131\u654f\u3002<\/li>\n<li>\u5bf9\u4e8e\u5df2\u7ecf\u8131\u654f\u7684\u6570\u636e\u662f\u5426\u6709\u731c\u6d4b\u51fa\u771f\u5b9e\u4fe1\u606f\u7684\u53ef\u80fd\uff0c\u901a\u8fc7\u7cfb\u5217\u6570\u636e\u7684\u5173\u8054\u3001\u5bf9\u6bd4\u7b49\u65b9\u5f0f\u3002<\/li>\n<li>\u53ef\u7528\u6027\u548c\u5b89\u5168\u6027\u6ca1\u6cd5\u4e24\u5168\uff0c\u9700\u8981\u4f5c\u51fa\u53d6\u820d\uff0c\u5bf9\u4e8e\u90a3\u4e9b\u4e3a\u4e86\u4fdd\u8bc1\u53ef\u7528\u6027\u800c\u6ca1\u6cd5\u8131\u654f\u7684\u6570\u636e\u662f\u5426\u6709\u4ece\u8bbf\u95ee\u63a7\u5236\u7684\u89d2\u5ea6\u4fdd\u969c\u4e00\u5b9a\u7684\u5b89\u5168\u6027\u3002\u6bd4\u5982\uff1a\u53ea\u80fd\u6709\u9650\u7684\u7528\u6237\u53ef\u4ee5\u8bbf\u95ee\uff0c\u5e76\u4e14\u9700\u8981\u5728\u5185\u7f51\u624d\u80fd\u8bbf\u95ee\u7b49\u3002<\/li>\n<\/ul>\n<p><strong>\u53ef\u7528\u6027<\/strong><\/p>\n<p>\u53ef\u7528\u6027\u4e3b\u8981\u662f\u901a\u8fc7\u6d4b\u8bd5\u7cfb\u7edf\u529f\u80fd\u6765\u786e\u8ba4\uff0c\u8fd9\u8ddf\u5e73\u5e38\u7684\u529f\u80fd\u6d4b\u8bd5\u5dee\u5f02\u4e0d\u5927\uff0c\u4e0d\u8fc7\u53ef\u4ee5\u91cd\u70b9\u5173\u6ce8\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n<ul>\n<li>\u7cfb\u7edf\u5404\u4e2a\u529f\u80fd\u6a21\u5757\u7684\u8fde\u901a\u6027\u3001\u4e0e\u5916\u90e8\u7cfb\u7edf\u7684\u8fde\u901a\u6027\uff0c\u901a\u8fc7\u9a8c\u8bc1\u5df2\u6709\u6570\u636e\u548c\u65b0\u589e\u6570\u636e\u662f\u5426\u90fd\u80fd\u5de5\u4f5c\u6b63\u5e38\u3002<\/li>\n<li>\u8131\u654f\u540e\u7684\u6570\u636e\u662f\u5426\u6709\u95ee\u9898\uff0c\u6bd4\u5982\u7c7b\u578b\u9519\u8bef\u53ef\u80fd\u5bfc\u81f4\u6570\u636e\u5b58\u50a8\u88ab\u7834\u574f\u800c\u4e0d\u80fd\u901a\u8fc7\u6570\u636e\u6821\u9a8c\u7b49\u3002\u6211\u4eec\u5728\u5b9e\u8df5\u8fc7\u7a0b\u4e2d\u5c31\u53d1\u73b0\u6709date\u7c7b\u578b\u7684\u6570\u636e\u4e0d\u5c0f\u5fc3\u7ed9\u8131\u654f\u6210\u4e86string\u7c7b\u578b\uff0c\u5bfc\u81f4\u5b58\u50a8\u5931\u8d25\u3002<\/li>\n<li>\u6570\u636e\u552f\u4e00\u6027\u4fdd\u969c\uff0c\u786e\u4fdd\u4e0d\u4f1a\u6709\u91cd\u590d\u6570\u636e\u5f71\u54cd\u529f\u80fd\u4f7f\u7528\u3002\u4e3e\u4f8b\u8bf4\u660e\uff0c\u7cfb\u7edf\u6709\u4e2a\u529f\u80fd\u9700\u8981\u5b58\u50a8\u5ba2\u6237\u7684\u77ed\u540d\u79f0\uff0c\u8131\u654f\u8fc7\u7a0b\u4e2d\u5b9e\u73b0\u65b9\u5f0f\u662f\u7528\u524d\u4e09\u4e2a\u5b57\u6bcd\uff0c\u5047\u8bbe\u6709\u51e0\u4e2a\u5ba2\u6237\u540d\u5b57\u5206\u522b\u88ab\u8131\u654f\u4e3a\uff1a\u201cNew Star\u201d\u3001\u201cNew World\u201d\u3001\u201cNew Land\u201d\uff0c\u90a3\u4e48\u5b83\u4eec\u7684\u77ed\u540d\u79f0\u5c31\u90fd\u53d8\u6210\u4e86\u201cNew\u201d\uff0c\u662f\u76f8\u540c\u7684\uff0c\u800c\u4e8b\u5b9e\u4e0a\u662f\u5bf9\u5e94\u5230\u4e0d\u540c\u7684\u5ba2\u6237\uff0c\u8fd9\u5fc5\u7136\u4f1a\u5f71\u54cd\u529f\u80fd\u7684\u4f7f\u7528\u3002<\/li>\n<\/ul>\n<h4>4. \u6570\u636e\u533f\u540d\u5316\u7684\u4ea4\u4ed8\u4f7f\u7528<\/h4>\n<p>\u786e\u8ba4\u4e86\u533f\u540d\u5316\u540e\u7684\u6570\u636e\u6ca1\u95ee\u9898\u3001\u7cfb\u7edf\u5de5\u4f5c\u6b63\u5e38\u5c31\u6b63\u5f0f\u6295\u5165\u4f7f\u7528\u4e86\uff0c\u8fd9\u65f6\u5019QA\u8eab\u4efd\u4e5f\u53d8\u6210\u4e86\u7528\u6237\uff0c\u56e2\u961f\u7684\u4e1a\u52a1\u548c\u5f00\u53d1\u4eba\u5458\u4e5f\u662f\u8fd9\u4e2a\u73af\u5883\u7684\u7528\u6237\u3002\u8fd9\u90e8\u5206\u4e3b\u8981\u5206\u4eab\u4e00\u4e0b\u8131\u654f\u540e\u7684\u6570\u636e\u7ed9\u6211\u4eec\u56e2\u961f\u5e26\u6765\u7684\u4ef7\u503c\uff0c\u4ee5\u53ca\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u7684\u4e00\u4e9b\u611f\u53d7\u548c\u60f3\u6cd5\u3002<\/p>\n<p><\/p>\n<p><strong>\u4ef7\u503c<\/strong><\/p>\n<p>\u6211\u4eec\u91c7\u7528\u6bcf\u6708\u5bfc\u5165\u4e00\u6b21\u6570\u636e\u7684\u505a\u6cd5\uff0c\u4ee5\u5c3d\u91cf\u4fdd\u8bc1\u8fd9\u4e2a\u6d4b\u8bd5\u73af\u5883\u7684\u6570\u636e\u8ddf\u751f\u4ea7\u73af\u5883\u7684\u63a5\u8fd1\u3002\u5229\u7528\u8131\u654f\u7684\u751f\u4ea7\u73af\u5883\u6570\u636e\u6d4b\u8bd5\u5e26\u6765\u7684\u4ef7\u503c\u4e3b\u8981\u6709\uff1a<\/p>\n<ol>\n<li>\u529f\u80fd\u76f8\u5173bug\u53ef\u4ee5\u63d0\u524d\u5728\u6d4b\u8bd5\u73af\u5883\u53d1\u73b0\uff0c\u51cf\u5c11\u6d41\u5165\u751f\u4ea7\u73af\u5883\u7684bug\u6570\uff0c\u964d\u4f4e\u4e86\u4fee\u590d\u6210\u672c\u3002<\/li>\n<li>\u5229\u7528\u8fd9\u4e2a\u73af\u5883\u505a\u6027\u80fd\u6d4b\u8bd5\uff0c\u5c3d\u65e9\u53d1\u73b0\u4e4b\u524d\u5230\u751f\u4ea7\u73af\u5883\u624d\u80fd\u66b4\u9732\u7684\u6027\u80fd\u95ee\u9898\uff0c\u5c3d\u65e9\u4fee\u590d\uff0c\u964d\u4f4e\u4e86\u6210\u672c\uff0c\u5e76\u4e14\u5e26\u6765\u66f4\u597d\u7684\u7528\u6237\u4f53\u9a8c\uff1b\u53e6\u5916\uff0c\u6211\u4eec\u8fd8\u901a\u8fc7\u8fd9\u4e2a\u73af\u5883\u8ddf\u8e2a\u6027\u80fd\u8d8b\u52bf\uff0c\u5c3d\u65e9\u505a\u597d\u6027\u80fd\u4f18\u5316\u5de5\u4f5c\u3002<\/li>\n<li>\u5229\u7528\u8fd9\u4e9b\u6570\u636e\u91cd\u73b0\u751f\u4ea7\u73af\u5883\u7684\u7f3a\u9677\uff0c\u52a0\u5feb\u7ebf\u4e0a\u95ee\u9898\u8bca\u65ad\u901f\u5ea6\uff0c\u63d0\u9ad8\u54cd\u5e94\u6548\u7387\uff0c\u6539\u5584\u7528\u6237\u652f\u6301\u4f53\u9a8c\u3002<\/li>\n<\/ol>\n<p><strong>\u4f7f\u7528\u611f\u53d7<\/strong><\/p>\n<p>\u8131\u654f\u540e\u7684\u6570\u636e\u7684\u4f7f\u7528\u8ddf\u539f\u6765\u6d4b\u8bd5\u73af\u5883\u81ea\u5df1\u521b\u5efa\u7684\u6570\u636e\u4f7f\u7528\u8fd8\u662f\u5f88\u4e0d\u4e00\u6837\u7684\u611f\u53d7\uff1a<\/p>\n<ol>\n<li>\u4e0d\u662f\u6d4b\u8bd5\u4eba\u5458\u719f\u6089\u7684\u6570\u636e\uff0c\u76f8\u5bf9\u4e0d\u6613\u4e8e\u6d4b\u8bd5\uff0c\u4e0d\u5982\u81ea\u5df1\u521b\u5efa\u7684\u6570\u636e\u4f7f\u7528\u7684\u90a3\u4e48\u987a\u624b\u3002<\/li>\n<li>\u6570\u636e\u8fa8\u8bc6\u5ea6\u964d\u4f4e\uff0c\u8131\u654f\u540e\u7684\u6570\u636e\u5f88\u591a\u90fd\u662f\u6ca1\u6709\u4efb\u4f55\u610f\u4e49\u7684\u4e00\u4e9b\u5b57\u7b26\u62fc\u51d1\u7684\u8bcd\u8bed\uff08\u6211\u4eec\u7684\u7cfb\u7edf\u662f\u82f1\u6587\u7684\uff09\uff0c\u6709\u4e9b\u529f\u80fd\u5c31\u5f88\u96be\u4f7f\u7528\u3002\u6bd4\u5982\u641c\u7d22\uff0c\u6bcf\u6b21\u9700\u8981\u8f93\u5165\u4e00\u4e9b\u6ca1\u6709\u610f\u601d\u7684\u5b57\u7b26\u4e32\u8fd8\u662f\u5f88\u8d39\u52b2\u7684\uff0c\u8fd9\u6837\u7684\u8bdd\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6d4b\u8bd5\u4eba\u5458\u5c3d\u91cf\u4e0d\u7528\u641c\u7d22\u529f\u80fd\u800c\u6f0f\u6389\u641c\u7d22\u529f\u80fd\u672c\u8eab\u5b58\u5728\u7684bug\u3002<\/li>\n<li>\u6bcf\u6b21\u91cd\u65b0\u5bfc\u5165\u65b0\u7684\u6570\u636e\u90fd\u4f1a\u6e05\u7406\u6389\u539f\u6765\u7684\u6570\u636e\uff0c\u5305\u62ec\u6d4b\u8bd5\u4eba\u5458\u65b0\u5efa\u6570\u636e\uff0c\u4e5f\u5c31\u662f\u6bcf\u6708\u90fd\u8981\u9762\u5bf9\u4e00\u6279\u65b0\u7684\u6570\u636e\uff0c\u8fd9\u79cd\u4f53\u9a8c\u4e5f\u662f\u5f88\u7279\u522b\u7684\u3002<\/li>\n<li>\u542b\u6709PII\u7684\u6587\u4ef6\u96be\u4ee5\u533f\u540d\u5316\uff0c\u6587\u4ef6\u6570\u636e\u6ca1\u6cd5\u5bfc\u5165\uff0c\u4ece\u800c\u5bfc\u81f4\u6709\u4e9b\u529f\u80fd\u6ca1\u6cd5\u4f7f\u7528\u539f\u6709\u6570\u636e\u8fdb\u884c\u9a8c\u8bc1\u3002<\/li>\n<li>\u7528\u6237\u767b\u5f55\u8ba4\u8bc1\u76f8\u5173\u4fe1\u606f\u6ca1\u6cd5\u533f\u540d\u5316\u5bfc\u5165\uff0c\u88abMock\u6389\u4e86\uff0c\u5bfc\u81f4\u65e0\u6cd5\u9a8c\u8bc1\u539f\u6709\u7528\u6237\u7684\u771f\u5b9e\u767b\u5f55\u529f\u80fd\u3002<\/li>\n<\/ol>\n<h2>\u6570\u636e\u533f\u540d\u5316\u5c5e\u4e8e\u6d4b\u8bd5\u53f3\u79fb\u5b9e\u8df5\u4e4b\u4e00<\/h2>\n<p>\u672c\u6587\u9879\u76ee\u5b9e\u8df5\u53ea\u662f\u5c06\u6570\u636e\u8131\u654f\u7528\u4e8e\u6d4b\u8bd5\uff0c\u6570\u636e\u533f\u540d\u5316\u8fd8\u6709\u5f88\u591a\u5176\u4ed6\u7684\u7528\u9014\uff0c\u6bd4\u5982\u6570\u636e\u6316\u6398\u3001\u6570\u636e\u5206\u6790\u7b49\u3002<\/p>\n<p>\u6570\u636e\u533f\u540d\u5316\u7684\u5b9e\u8df5\u8fc7\u7a0b\u76f8\u5f53\u4e8e\u4e00\u4e2a\u5c0f\u9879\u76ee\u4ea4\u4ed8\u8fc7\u7a0b\uff0c\u540c\u6837\u5305\u542b\u9700\u6c42\u5206\u6790\u3001\u8bbe\u8ba1\u3001\u5f00\u53d1\uff08\u533f\u540d\u5316\u5b9e\u65bd\uff09\u3001\u6d4b\u8bd5\u548c\u53d1\u5e03\uff08\u4ea4\u4ed8\uff09\u7b49\u73af\u8282\uff0c\u5728\u6bcf\u4e2a\u73af\u8282\u4f1a\u6709\u4e0d\u540c\u7684\u89d2\u8272\u53c2\u4e0e\u534f\u4f5c\uff0c\u4e5f\u540c\u6837\u9700\u8981\u9075\u5faa\u8d28\u91cf\u5185\u5efa\u7406\u5ff5\uff0c\u524d\u671f\u5de5\u4f5c\u505a\u7684\u5145\u5206\uff0c\u540e\u9762\u8fd4\u5de5\u5c31\u4f1a\u51cf\u5c11\u3002<\/p>\n<p><\/p>\n<p>\u6570\u636e\u533f\u540d\u5316\u662f\u5bf9\u751f\u4ea7\u73af\u5883\u7684\u771f\u5b9e\u6570\u636e\u7684\u5904\u7406\uff0c\u4e0d\u7ba1\u7528\u4e8e\u4ec0\u4e48\u7528\u9014\uff0c\u90fd\u53ef\u4ee5\u7b97\u662f<a href=\"http:\/\/www.gdyhsys.com\/2016\/06\/13\/qa-in-production\/\">\u751f\u4ea7\u73af\u5883\u4e0b\u7684QA\/\u6d4b\u8bd5\u53f3\u79fb<\/a>\u7684\u5b9e\u8df5\u4e4b\u4e00\u3002<\/p>\n<p>\u5e0c\u671b\u672c\u6587\u80fd\u591f\u7ed9\u6ca1\u6709\u505a\u8fc7\u6570\u636e\u533f\u540d\u5316\u7684\u540c\u5b66\u5e26\u6765\u4e00\u4e9b\u5e2e\u52a9\uff0c\u4e5f\u6b22\u8fce\u6709\u7ecf\u9a8c\u7684\u540c\u5b66\u6765\u5206\u4eab\u66f4\u591a\u7684\u7ecf\u9a8c\u3002<\/p>\n<hr \/>\n<p><strong>\u63a8\u8350\u9605\u8bfb\uff1a<\/strong><\/p>\n<p><a href=\"http:\/\/www.gdyhsys.com\/2016\/06\/13\/qa-in-production\/\">\u751f\u4ea7\u73af\u5883\u4e0b\u7684QA<\/a><br \/>\n<a href=\"http:\/\/www.gdyhsys.com\/2020\/11\/30\/testing-logging-monitoring\/\">\u6d4b\u8bd5\u53f3\u79fb\u4e4b\u65e5\u5fd7\u6536\u96c6\u4e0e\u76d1\u63a7<\/a><br \/>\n<a href=\"http:\/\/www.gdyhsys.com\/2018\/08\/31\/dirty-data\/\">\u90fd\u662f\u810f\u6570\u636e\u60f9\u7684\u7978<\/a><br \/>\n<a href=\"http:\/\/www.gdyhsys.com\/2018\/10\/15\/qaops\/\">QA\u4e0eOps\u901a\u529b\u5408\u4f5c\u6253\u9020\u53cd\u8106\u5f31\u7684\u8f6f\u4ef6\u7cfb\u7edf<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6570\u636e\u533f\u540d\u5316\u7684\u5b9e\u8df5\u8fc7\u7a0b\u76f8\u5f53\u4e8e\u4e00\u4e2a\u5c0f\u9879\u76ee\u4ea4\u4ed8\u8fc7\u7a0b\uff0c\u540c\u6837\u5305\u542b\u9700\u6c42\u5206\u6790\u3001\u8bbe\u8ba1\u3001\u5f00\u53d1\uff08\u533f\u540d\u5316\u5b9e\u65bd\uff09\u3001\u6d4b\u8bd5\u548c\u53d1\u5e03\uff08\u4ea4\u4ed8\uff09\u7b49\u73af\u8282\uff0c\u5728\u6bcf\u4e2a\u73af\u8282\u4f1a\u6709\u4e0d\u540c\u7684\u89d2\u8272\u53c2\u4e0e\u534f\u4f5c\uff0c\u4e5f\u540c\u6837\u9700\u8981\u9075\u5faa\u8d28\u91cf\u5185\u5efa\u7406\u5ff5\u3002QA\u89c6\u89d2\u7684\u6570\u636e\u533f\u540d\u5316\u4e0d\u5173\u6ce8\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u662f\u5173\u5fc3\u6570\u636e\u8131\u654f\u8303\u56f4\u3001\u65b9\u5f0f\u5206\u6790\u548c\u8131\u654f\u540e\u7684\u6570\u636e\u6d4b\u8bd5\u9a8c\u8bc1\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[114],"tags":[93,95,94,61,96],"yoast_head":"\n<title>\u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u5b89\u5168 QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316 - BY\u6797\u5b50<\/title>\n<meta name=\"description\" content=\"QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u533f\u540d\u5316\u662f\u6307\u4ece\u6570\u636e\u96c6\u4e2d\u5c06PII\u4fe1\u606f\u6e05\u9664\/\u8131\u654f\uff0c\u8ba9\u4eba\u65e0\u6cd5\u8bc6\u522b\u6570\u636e\u6240\u63cf\u8ff0\/\u5173\u8054\u7684\u4e3b\u4f53\uff0c\u4ee5\u5b9e\u73b0\u4fdd\u62a4\u9690\u79c1\u7684\u76ee\u7684\u3002\u662f\u6570\u636e\u5b89\u5168\u76f8\u5173\u7684\u5b9e\u8df5\uff0c\u4e5f\u662f\u751f\u4ea7\u73af\u5883\u4e0b\u7684QA\/\u6d4b\u8bd5\u53f3\u79fb\u5b9e\u8df5\u4e4b\u4e00\u3002QA\u89c6\u89d2\u7684\u6570\u636e\u533f\u540d\u5316\u4e0d\u5173\u6ce8\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u662f\u5173\u5fc3\u6570\u636e\u8131\u654f\u8303\u56f4\u3001\u65b9\u5f0f\u5206\u6790\u548c\u8131\u654f\u540e\u7684\u6570\u636e\u6d4b\u8bd5\u9a8c\u8bc1\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u5b89\u5168 QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316 - BY\u6797\u5b50\" \/>\n<meta property=\"og:description\" content=\"QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u533f\u540d\u5316\u662f\u6307\u4ece\u6570\u636e\u96c6\u4e2d\u5c06PII\u4fe1\u606f\u6e05\u9664\/\u8131\u654f\uff0c\u8ba9\u4eba\u65e0\u6cd5\u8bc6\u522b\u6570\u636e\u6240\u63cf\u8ff0\/\u5173\u8054\u7684\u4e3b\u4f53\uff0c\u4ee5\u5b9e\u73b0\u4fdd\u62a4\u9690\u79c1\u7684\u76ee\u7684\u3002\u662f\u6570\u636e\u5b89\u5168\u76f8\u5173\u7684\u5b9e\u8df5\uff0c\u4e5f\u662f\u751f\u4ea7\u73af\u5883\u4e0b\u7684QA\/\u6d4b\u8bd5\u53f3\u79fb\u5b9e\u8df5\u4e4b\u4e00\u3002QA\u89c6\u89d2\u7684\u6570\u636e\u533f\u540d\u5316\u4e0d\u5173\u6ce8\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u662f\u5173\u5fc3\u6570\u636e\u8131\u654f\u8303\u56f4\u3001\u65b9\u5f0f\u5206\u6790\u548c\u8131\u654f\u540e\u7684\u6570\u636e\u6d4b\u8bd5\u9a8c\u8bc1\u3002\" \/>\n<meta property=\"og:url\" content=\"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/\" \/>\n<meta property=\"og:site_name\" content=\"BY\u6797\u5b50\" \/>\n<meta property=\"article:published_time\" content=\"2021-03-01T00:00:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-01-17T08:11:07+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/www.gdyhsys.com\/wp-content\/uploads\/2021\/02\/1-\u9879\u76ee\u75db\u70b9-1024x482.png\" \/>\n<meta name=\"author\" content=\"BY\u6797\u5b50\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bylinzi\" \/>\n<meta name=\"twitter:site\" content=\"@bylinzi\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"http:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/#article\",\"isPartOf\":{\"@id\":\"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/\"},\"author\":{\"name\":\"BY\u6797\u5b50\",\"@id\":\"http:\/\/www.gdyhsys.com\/#\/schema\/person\/f17c3a8c070a9f146c65b69cf3652994\"},\"headline\":\"QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316\",\"datePublished\":\"2021-03-01T00:00:15+00:00\",\"dateModified\":\"2022-01-17T08:11:07+00:00\",\"mainEntityOfPage\":{\"@id\":\"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/\"},\"wordCount\":78,\"commentCount\":0,\"publisher\":{\"@id\":\"http:\/\/www.gdyhsys.com\/#\/schema\/person\/f17c3a8c070a9f146c65b69cf3652994\"},\"keywords\":[\"\u6570\u636e\u533f\u540d\u5316\",\"\u6570\u636e\u5b89\u5168\",\"\u6570\u636e\u8131\u654f\",\"\u6d4b\u8bd5\u53f3\u79fb\",\"\u751f\u4ea7\u73af\u5883\u4e0b\u7684QA\"],\"articleSection\":[\"1. \u8d28\u91cf\u4e0e\u6d4b\u8bd5\"],\"inLanguage\":\"zh-CN\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/\",\"url\":\"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/\",\"name\":\"\u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u5b89\u5168 QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316 - BY\u6797\u5b50\",\"isPartOf\":{\"@id\":\"http:\/\/www.gdyhsys.com\/#website\"},\"datePublished\":\"2021-03-01T00:00:15+00:00\",\"dateModified\":\"2022-01-17T08:11:07+00:00\",\"description\":\"QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u533f\u540d\u5316\u662f\u6307\u4ece\u6570\u636e\u96c6\u4e2d\u5c06PII\u4fe1\u606f\u6e05\u9664\/\u8131\u654f\uff0c\u8ba9\u4eba\u65e0\u6cd5\u8bc6\u522b\u6570\u636e\u6240\u63cf\u8ff0\/\u5173\u8054\u7684\u4e3b\u4f53\uff0c\u4ee5\u5b9e\u73b0\u4fdd\u62a4\u9690\u79c1\u7684\u76ee\u7684\u3002\u662f\u6570\u636e\u5b89\u5168\u76f8\u5173\u7684\u5b9e\u8df5\uff0c\u4e5f\u662f\u751f\u4ea7\u73af\u5883\u4e0b\u7684QA\/\u6d4b\u8bd5\u53f3\u79fb\u5b9e\u8df5\u4e4b\u4e00\u3002QA\u89c6\u89d2\u7684\u6570\u636e\u533f\u540d\u5316\u4e0d\u5173\u6ce8\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u662f\u5173\u5fc3\u6570\u636e\u8131\u654f\u8303\u56f4\u3001\u65b9\u5f0f\u5206\u6790\u548c\u8131\u654f\u540e\u7684\u6570\u636e\u6d4b\u8bd5\u9a8c\u8bc1\u3002\",\"breadcrumb\":{\"@id\":\"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/#breadcrumb\"},\"inLanguage\":\"zh-CN\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"http:\/\/www.gdyhsys.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316\"}]},{\"@type\":\"WebSite\",\"@id\":\"http:\/\/www.gdyhsys.com\/#website\",\"url\":\"http:\/\/www.gdyhsys.com\/\",\"name\":\"\u6797\u5b50\u7684\u7a7a\u95f4\",\"description\":\"\u5173\u6ce8\u8d28\u91cf\uff0c\u4e0d\u6b62\u6d4b\u8bd5\uff01\",\"publisher\":{\"@id\":\"http:\/\/www.gdyhsys.com\/#\/schema\/person\/f17c3a8c070a9f146c65b69cf3652994\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"http:\/\/www.gdyhsys.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-CN\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"http:\/\/www.gdyhsys.com\/#\/schema\/person\/f17c3a8c070a9f146c65b69cf3652994\",\"name\":\"BY\u6797\u5b50\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-CN\",\"@id\":\"http:\/\/www.gdyhsys.com\/#\/schema\/person\/image\/\",\"url\":\"http:\/\/www.gdyhsys.com\/wp-content\/uploads\/2022\/04\/4511649315050_.pic_.jpg\",\"contentUrl\":\"http:\/\/www.gdyhsys.com\/wp-content\/uploads\/2022\/04\/4511649315050_.pic_.jpg\",\"width\":1024,\"height\":1024,\"caption\":\"BY\u6797\u5b50\"},\"logo\":{\"@id\":\"http:\/\/www.gdyhsys.com\/#\/schema\/person\/image\/\"},\"description\":\"\u8f6f\u4ef6\u8d28\u91cf\u5206\u6790\u5e08\uff0c\u8f6f\u4ef6\u8d28\u91cf\u5021\u5bfc\u8005\u3002 \u73b0\u4efbThoughtworks\u9996\u5e2d\u8f6f\u4ef6\u8d28\u91cf\u54a8\u8be2\u987e\u95ee\u3001\u8d28\u91cf\u8d4b\u80fd\u4e13\u5bb6\u3002\",\"sameAs\":[\"http:\/\/www.gdyhsys.com\",\"http:\/\/twitter.com\/bylinzi\"]}]}<\/script>\n","yoast_head_json":{"title":"\u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u5b89\u5168 QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316 - BY\u6797\u5b50","description":"QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u533f\u540d\u5316\u662f\u6307\u4ece\u6570\u636e\u96c6\u4e2d\u5c06PII\u4fe1\u606f\u6e05\u9664\/\u8131\u654f\uff0c\u8ba9\u4eba\u65e0\u6cd5\u8bc6\u522b\u6570\u636e\u6240\u63cf\u8ff0\/\u5173\u8054\u7684\u4e3b\u4f53\uff0c\u4ee5\u5b9e\u73b0\u4fdd\u62a4\u9690\u79c1\u7684\u76ee\u7684\u3002\u662f\u6570\u636e\u5b89\u5168\u76f8\u5173\u7684\u5b9e\u8df5\uff0c\u4e5f\u662f\u751f\u4ea7\u73af\u5883\u4e0b\u7684QA\/\u6d4b\u8bd5\u53f3\u79fb\u5b9e\u8df5\u4e4b\u4e00\u3002QA\u89c6\u89d2\u7684\u6570\u636e\u533f\u540d\u5316\u4e0d\u5173\u6ce8\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u662f\u5173\u5fc3\u6570\u636e\u8131\u654f\u8303\u56f4\u3001\u65b9\u5f0f\u5206\u6790\u548c\u8131\u654f\u540e\u7684\u6570\u636e\u6d4b\u8bd5\u9a8c\u8bc1\u3002","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":"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/","og_locale":"zh_CN","og_type":"article","og_title":"\u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u5b89\u5168 QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316 - BY\u6797\u5b50","og_description":"QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u533f\u540d\u5316\u662f\u6307\u4ece\u6570\u636e\u96c6\u4e2d\u5c06PII\u4fe1\u606f\u6e05\u9664\/\u8131\u654f\uff0c\u8ba9\u4eba\u65e0\u6cd5\u8bc6\u522b\u6570\u636e\u6240\u63cf\u8ff0\/\u5173\u8054\u7684\u4e3b\u4f53\uff0c\u4ee5\u5b9e\u73b0\u4fdd\u62a4\u9690\u79c1\u7684\u76ee\u7684\u3002\u662f\u6570\u636e\u5b89\u5168\u76f8\u5173\u7684\u5b9e\u8df5\uff0c\u4e5f\u662f\u751f\u4ea7\u73af\u5883\u4e0b\u7684QA\/\u6d4b\u8bd5\u53f3\u79fb\u5b9e\u8df5\u4e4b\u4e00\u3002QA\u89c6\u89d2\u7684\u6570\u636e\u533f\u540d\u5316\u4e0d\u5173\u6ce8\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u662f\u5173\u5fc3\u6570\u636e\u8131\u654f\u8303\u56f4\u3001\u65b9\u5f0f\u5206\u6790\u548c\u8131\u654f\u540e\u7684\u6570\u636e\u6d4b\u8bd5\u9a8c\u8bc1\u3002","og_url":"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/","og_site_name":"BY\u6797\u5b50","article_published_time":"2021-03-01T00:00:15+00:00","article_modified_time":"2022-01-17T08:11:07+00:00","og_image":[{"url":"http:\/\/www.gdyhsys.com\/wp-content\/uploads\/2021\/02\/1-\u9879\u76ee\u75db\u70b9-1024x482.png"}],"author":"BY\u6797\u5b50","twitter_card":"summary_large_image","twitter_creator":"@bylinzi","twitter_site":"@bylinzi","schema":{"@context":"http:\/\/schema.org","@graph":[{"@type":"Article","@id":"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/#article","isPartOf":{"@id":"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/"},"author":{"name":"BY\u6797\u5b50","@id":"http:\/\/www.gdyhsys.com\/#\/schema\/person\/f17c3a8c070a9f146c65b69cf3652994"},"headline":"QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316","datePublished":"2021-03-01T00:00:15+00:00","dateModified":"2022-01-17T08:11:07+00:00","mainEntityOfPage":{"@id":"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/"},"wordCount":78,"commentCount":0,"publisher":{"@id":"http:\/\/www.gdyhsys.com\/#\/schema\/person\/f17c3a8c070a9f146c65b69cf3652994"},"keywords":["\u6570\u636e\u533f\u540d\u5316","\u6570\u636e\u5b89\u5168","\u6570\u636e\u8131\u654f","\u6d4b\u8bd5\u53f3\u79fb","\u751f\u4ea7\u73af\u5883\u4e0b\u7684QA"],"articleSection":["1. \u8d28\u91cf\u4e0e\u6d4b\u8bd5"],"inLanguage":"zh-CN","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/#respond"]}]},{"@type":"WebPage","@id":"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/","url":"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/","name":"\u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u5b89\u5168 QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316 - BY\u6797\u5b50","isPartOf":{"@id":"http:\/\/www.gdyhsys.com\/#website"},"datePublished":"2021-03-01T00:00:15+00:00","dateModified":"2022-01-17T08:11:07+00:00","description":"QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u533f\u540d\u5316 \u6570\u636e\u533f\u540d\u5316\u662f\u6307\u4ece\u6570\u636e\u96c6\u4e2d\u5c06PII\u4fe1\u606f\u6e05\u9664\/\u8131\u654f\uff0c\u8ba9\u4eba\u65e0\u6cd5\u8bc6\u522b\u6570\u636e\u6240\u63cf\u8ff0\/\u5173\u8054\u7684\u4e3b\u4f53\uff0c\u4ee5\u5b9e\u73b0\u4fdd\u62a4\u9690\u79c1\u7684\u76ee\u7684\u3002\u662f\u6570\u636e\u5b89\u5168\u76f8\u5173\u7684\u5b9e\u8df5\uff0c\u4e5f\u662f\u751f\u4ea7\u73af\u5883\u4e0b\u7684QA\/\u6d4b\u8bd5\u53f3\u79fb\u5b9e\u8df5\u4e4b\u4e00\u3002QA\u89c6\u89d2\u7684\u6570\u636e\u533f\u540d\u5316\u4e0d\u5173\u6ce8\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u662f\u5173\u5fc3\u6570\u636e\u8131\u654f\u8303\u56f4\u3001\u65b9\u5f0f\u5206\u6790\u548c\u8131\u654f\u540e\u7684\u6570\u636e\u6d4b\u8bd5\u9a8c\u8bc1\u3002","breadcrumb":{"@id":"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/#breadcrumb"},"inLanguage":"zh-CN","potentialAction":[{"@type":"ReadAction","target":["http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/"]}]},{"@type":"BreadcrumbList","@id":"http:\/\/www.gdyhsys.com\/2021\/03\/01\/data-anonymization-qa-view\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"http:\/\/www.gdyhsys.com\/"},{"@type":"ListItem","position":2,"name":"QA\u89c6\u89d2\u770b\u6570\u636e\u533f\u540d\u5316"}]},{"@type":"WebSite","@id":"http:\/\/www.gdyhsys.com\/#website","url":"http:\/\/www.gdyhsys.com\/","name":"\u6797\u5b50\u7684\u7a7a\u95f4","description":"\u5173\u6ce8\u8d28\u91cf\uff0c\u4e0d\u6b62\u6d4b\u8bd5\uff01","publisher":{"@id":"http:\/\/www.gdyhsys.com\/#\/schema\/person\/f17c3a8c070a9f146c65b69cf3652994"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"http:\/\/www.gdyhsys.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-CN"},{"@type":["Person","Organization"],"@id":"http:\/\/www.gdyhsys.com\/#\/schema\/person\/f17c3a8c070a9f146c65b69cf3652994","name":"BY\u6797\u5b50","image":{"@type":"ImageObject","inLanguage":"zh-CN","@id":"http:\/\/www.gdyhsys.com\/#\/schema\/person\/image\/","url":"http:\/\/www.gdyhsys.com\/wp-content\/uploads\/2022\/04\/4511649315050_.pic_.jpg","contentUrl":"http:\/\/www.gdyhsys.com\/wp-content\/uploads\/2022\/04\/4511649315050_.pic_.jpg","width":1024,"height":1024,"caption":"BY\u6797\u5b50"},"logo":{"@id":"http:\/\/www.gdyhsys.com\/#\/schema\/person\/image\/"},"description":"\u8f6f\u4ef6\u8d28\u91cf\u5206\u6790\u5e08\uff0c\u8f6f\u4ef6\u8d28\u91cf\u5021\u5bfc\u8005\u3002 \u73b0\u4efbThoughtworks\u9996\u5e2d\u8f6f\u4ef6\u8d28\u91cf\u54a8\u8be2\u987e\u95ee\u3001\u8d28\u91cf\u8d4b\u80fd\u4e13\u5bb6\u3002","sameAs":["http:\/\/www.gdyhsys.com","http:\/\/twitter.com\/bylinzi"]}]}},"_links":{"self":[{"href":"http:\/\/www.gdyhsys.com\/wp-json\/wp\/v2\/posts\/661"}],"collection":[{"href":"http:\/\/www.gdyhsys.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.gdyhsys.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.gdyhsys.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.gdyhsys.com\/wp-json\/wp\/v2\/comments?post=661"}],"version-history":[{"count":9,"href":"http:\/\/www.gdyhsys.com\/wp-json\/wp\/v2\/posts\/661\/revisions"}],"predecessor-version":[{"id":679,"href":"http:\/\/www.gdyhsys.com\/wp-json\/wp\/v2\/posts\/661\/revisions\/679"}],"wp:attachment":[{"href":"http:\/\/www.gdyhsys.com\/wp-json\/wp\/v2\/media?parent=661"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.gdyhsys.com\/wp-json\/wp\/v2\/categories?post=661"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.gdyhsys.com\/wp-json\/wp\/v2\/tags?post=661"}],"curies":[{"name":"wp","href":"http:\/\/api.w.org\/{rel}","templated":true}]}}