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.flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-1JxvlhZuJgF2lDpL .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-1JxvlhZuJgF2lDpL .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-1JxvlhZuJgF2lDpL .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-1JxvlhZuJgF2lDpL .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-1JxvlhZuJgF2lDpL .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-1JxvlhZuJgF2lDpL .cluster text{fill:#333;}#mermaid-svg-1JxvlhZuJgF2lDpL .cluster span{color:#333;}#mermaid-svg-1JxvlhZuJgF2lDpL div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-1JxvlhZuJgF2lDpL .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-1JxvlhZuJgF2lDpL rect.text{fill:none;stroke-width:0;}#mermaid-svg-1JxvlhZuJgF2lDpL .icon-shape,#mermaid-svg-1JxvlhZuJgF2lDpL .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-1JxvlhZuJgF2lDpL .icon-shape p,#mermaid-svg-1JxvlhZuJgF2lDpL .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-1JxvlhZuJgF2lDpL .icon-shape .label rect,#mermaid-svg-1JxvlhZuJgF2lDpL .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-1JxvlhZuJgF2lDpL .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-1JxvlhZuJgF2lDpL .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-1JxvlhZuJgF2lDpL :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>N\u7248\u672c\u7a0b\u5e8f\u8bbe\u8ba1<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u8f93\u5165<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u7248\u672c1<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u7248\u672c2<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u7248\u672c3<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u8868\u51b3\u5668<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6b63\u786e\u7ed3\u679c<\/p>\n<p><\/span><\/p>\n<h4>3.4 \u8bba\u6e56\u4ed3\u4e00\u4f53\u67b6\u6784\u53ca\u5176\u5e94\u7528<\/h4>\n<p>\u5b50\u9898\u76ee&#xff1a;1. \u9879\u76ee\u80cc\u666f\u30022. \u6e56\u4ed3\u4e00\u4f53\u56db\u7c7b\u5173\u952e\u7279\u5f81\u30023. \u9879\u76ee\u5982\u4f55\u91c7\u7528\u6e56\u4ed3\u4e00\u4f53\u3002<\/p>\n<ul>\n<li>\u6e56\u4ed3\u4e00\u4f53\u7279\u5f81&#xff1a;\n<li>\u4e8b\u52a1\u652f\u6301&#xff1a;ACID&#xff0c;\u4fdd\u8bc1\u5e76\u53d1\u8bbf\u95ee\u7684\u4e00\u81f4\u6027\u3002<\/li>\n<li>\u6570\u636e\u7684\u6a21\u578b\u5316\u548c\u6570\u636e\u6cbb\u7406&#xff1a;\u652f\u6301\u661f\u578b\u3001\u96ea\u82b1\u6a21\u578b\u3002<\/li>\n<li>\u62a5\u8868\u53ca\u5206\u6790\u5e94\u7528\u652f\u6301&#xff1a;\u6570\u636e\u7ecf\u8fc7\u6e05\u7406\u548c\u6574\u5408\u3002<\/li>\n<li>\u6570\u636e\u7c7b\u578b\u6269\u5c55&#xff1a;\u652f\u6301\u7ed3\u6784\u5316\u4e0e\u975e\u7ed3\u6784\u5316\u6570\u636e&#xff08;\u56fe\u50cf\u3001\u89c6\u9891\u7b49&#xff09;\u3002<\/li>\n<\/li>\n<li>\u5b9e\u65bd\u8fc7\u7a0b&#xff1a;\u5b58\u7b97\u5206\u79bb -&gt; \u5f15\u5165Hudi\/Iceberg -&gt; \u7edf\u4e00\u5143\u6570\u636e\u7ba1\u7406 -&gt; \u6279\u6d41\u4e00\u4f53\u8ba1\u7b97&#xff08;Flink\/Spark&#xff09;\u3002<\/li>\n<\/ul>\n<h4>3.5 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\u5178\u578b\u8303\u6587\u6df1\u5ea6\u89e3\u6790\u4e0e\u70b9\u8bc4<\/h3>\n<p>\u6559\u6750\u4e2d\u63d0\u4f9b\u4e86\u5927\u91cf\u4f18\u79c0\u8bba\u6587&#xff0c;\u6211\u4eec\u6311\u4e24\u7bc7\u6781\u5177\u4ee3\u8868\u6027\u7684\u6765\u5256\u6790\u5176\u5f97\u5206\u6280\u5de7\u3002<\/p>\n<h4>4.1 \u8303\u6587\u4e00&#xff1a;\u8bba\u8f6f\u4ef6\u7cfb\u7edf\u67b6\u6784\u8bc4\u4f30\u53ca\u5176\u5e94\u7528<\/h4>\n<ul>\n<li>\u9879\u76ee\u80cc\u666f&#xff1a;\u7f51\u8054\u6e05\u7b97\u5e73\u53f0&#xff08;\u56fd\u5bb6\u7ea7\u91cd\u70b9\u5de5\u7a0b&#xff0c;\u5f71\u54cd\u8303\u56f4\u5e7f\u3001\u6027\u80fd\u8981\u6c42\u9ad8&#xff09;\u3002<\/li>\n<li>\u7406\u8bba\u7d20\u6750&#xff1a;ATAM&#xff08;\u67b6\u6784\u6743\u8861\u5206\u6790\u6cd5&#xff09;\u548c SAAM&#xff08;\u57fa\u4e8e\u573a\u666f\u7684\u67b6\u6784\u5206\u6790\u6cd5&#xff09;\u3002<\/li>\n<li>\u5b9e\u8df5\u8fc7\u7a0b&#xff1a;\n<li>\u63cf\u8ff0\u548c\u4ecb\u7ecd\u9636\u6bb5&#xff1a;\u4ecb\u7ecdATAM\u6d41\u7a0b&#xff0c;\u4ea7\u54c1\u8d1f\u8d23\u4eba\u8bb2\u4e1a\u52a1\u52a8\u673a&#xff0c;\u67b6\u6784\u5e08\u8bb2\u603b\u4f53\u67b6\u6784\u3002<\/li>\n<li>\u8c03\u67e5\u548c\u5206\u6790\u9636\u6bb5&#xff1a;\u6536\u96c6\u5404\u5355\u4f4d&#xff08;\u652f\u4ed8\u5b9d\u3001\u5fae\u4fe1\u3001\u5de5\u5546\u94f6\u884c\u7b49&#xff09;\u7684\u8bc9\u6c42&#xff0c;\u751f\u6210\u8d28\u91cf\u5c5e\u6027\u6548\u5e94\u6811\u3002\u8bc6\u522b\u6743\u8861\u70b9&#xff08;\u5982RSA\u52a0\u5bc6\u63d0\u5347\u5b89\u5168\u4f46\u5f71\u54cd\u54cd\u5e94\u65f6\u95f4&#xff09;\u3001\u654f\u611f\u70b9\u3001\u98ce\u9669\u70b9\u3002<\/li>\n<li>\u6d4b\u8bd5\u9636\u6bb5&#xff1a;\u68c0\u9a8c\u67b6\u6784\u65b9\u6848\u3002\u6027\u80fd\u65b9\u9762\u90e8\u7f72\u5317\u4eac\u3001\u4e0a\u6d77\u3001\u6df1\u5733\u4e09\u5730\u516d\u4e2d\u5fc3\u673a\u623f&#xff1b;\u53ef\u7528\u6027\u65b9\u9762\u516d\u673a\u623f\u4e92\u4e3a\u4e3b\u5907&#xff0c;MySQL\u4e3b\u4ece\u5197\u4f59\u3002<\/li>\n<li>\u62a5\u544a\u9636\u6bb5&#xff1a;\u4ea7\u51fa\u67b6\u6784\u5206\u6790\u65b9\u6cd5\u6587\u6863\u3001\u8d28\u91cf\u5c5e\u6027\u6548\u5e94\u6811\u7b49\u3002<\/li>\n<\/li>\n<li>\u70b9\u8bc4&#xff1a;\u7ed3\u6784\u5b8c\u6574&#xff0c;\u5206\u6bb5\u6e05\u6670\u3002\u5de7\u5999\u5730\u5c06\u751f\u786c\u7684ATAM\u7406\u8bba\u8d34\u5408\u5230\u4e86\u91d1\u878d\u7cfb\u7edf\u7684\u5b9e\u9645\u573a\u666f\u4e2d&#xff08;\u5982\u9ad8\u5e76\u53d1\u3001\u9ad8\u53ef\u7528&#xff09;&#xff0c;\u7ec6\u8282\u63cf\u8ff0\u6781\u5177\u771f\u5b9e\u611f\u3002<\/li>\n<\/ul>\n<h4>4.2 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\/>\n<h3>5. \u5386\u5e74\u771f\u9898\u56de\u987e\u4e0e\u5907\u8003\u7b56\u7565<\/h3>\n<p>\u8fd1\u5e74\u6765&#xff0c;\u8bba\u6587\u9898\u76ee\u8d8a\u6765\u8d8a\u504f\u5411\u5177\u4f53\u67b6\u6784\u548c\u65b0\u6280\u672f&#xff0c;\u800c\u975e\u5b8f\u89c2\u6982\u5ff5\u3002<\/p>\n<table>\n<tr>\u5e74\u4efd\u8bd5\u9898\u4e00\u8bd5\u9898\u4e8c\u8bd5\u9898\u4e09\u8bd5\u9898\u56db<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">2020<\/td>\n<td align=\"left\">\u8bba\u4f01\u4e1a\u96c6\u6210\u67b6\u6784\u8bbe\u8ba1\u53ca\u5e94\u7528<\/td>\n<td align=\"left\">\u8bba\u8f6f\u4ef6\u6d4b\u8bd5\u4e2d\u7f3a\u9677\u7ba1\u7406\u53ca\u5176\u5e94\u7528<\/td>\n<td align=\"left\">\u8bba\u4e91\u539f\u751f\u67b6\u6784\u53ca\u5176\u5e94\u7528<\/td>\n<td align=\"left\">\u8bba\u6570\u636e\u5206\u7247\u6280\u672f\u53ca\u5176\u5e94\u7528<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">2021<\/td>\n<td align=\"left\">\u8bba\u9762\u5411\u65b9\u9762\u7684\u7f16\u7a0b\u6280\u672f\u53ca\u5176\u5e94\u7528<\/td>\n<td align=\"left\">\u8bba\u7cfb\u7edf\u5b89\u5168\u67b6\u6784\u8bbe\u8ba1\u53ca\u5176\u5e94\u7528<\/td>\n<td align=\"left\">\u8bba\u4f01\u4e1a\u96c6\u6210\u5e73\u53f0\u7684\u7406\u89e3\u4e0e\u5e94\u7528<\/td>\n<td align=\"left\">\u8bba\u5fae\u670d\u52a1\u67b6\u6784\u53ca\u5176\u5e94\u7528<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">2022<\/td>\n<td align=\"left\">\u8bba\u57fa\u4e8e\u6784\u4ef6\u7684\u8f6f\u4ef6\u5f00\u53d1\u65b9\u6cd5\u53ca\u5176\u5e94\u7528<\/td>\n<td align=\"left\">\u8bba\u8f6f\u4ef6\u7ef4\u62a4\u65b9\u6cd5\u53ca\u5176\u5e94\u7528<\/td>\n<td align=\"left\">\u8bba\u533a\u5757\u94fe\u6280\u672f\u53ca\u5e94\u7528<\/td>\n<td align=\"left\">\u8bba\u6e56\u4ed3\u4e00\u4f53\u67b6\u6784\u53ca\u5176\u5e94\u7528<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">2023<\/td>\n<td align=\"left\">\u53ef\u9760\u6027\u5206\u6790\u4e0e\u8bc4\u4ef7\u65b9\u6cd5<\/td>\n<td align=\"left\">\u9762\u5411\u5bf9\u8c61\u5206\u6790<\/td>\n<td align=\"left\">\u591a\u6570\u636e\u6e90\u96c6\u6210<\/td>\n<td 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