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\u51b7\u70ed\u6570\u636e\u5206\u79bb\u7b56\u7565<\/h3>\n<p>\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n<ul>\n<li><strong>\u70ed\u6570\u636e<\/strong>\uff1a\u6307\u7528\u6237\u5f53\u524d\u7684\u5b9e\u65f6\u4f4d\u7f6e\u3002\u5176\u7279\u70b9\u662f\u8bfb\u5199\u6781\u5176\u9891\u7e41\uff0c\u4f46\u6570\u636e\u91cf\u76f8\u5bf9\u56fa\u5b9a\uff08\u6bcf\u4e2a\u7528\u6237\u53ea\u6709\u4e00\u6761\uff09\u3002<\/li>\n<li><strong>\u51b7\u6570\u636e<\/strong>\uff1a\u6307\u7528\u6237\u7684\u5386\u53f2\u8f68\u8ff9\u3002\u5176\u7279\u70b9\u662f\u6301\u7eed\u5199\u5165\uff0c\u6570\u636e\u91cf\u5de8\u5927\uff0c\u67e5\u8be2\u901a\u5e38\u662f\u6309\u65f6\u95f4\u8303\u56f4\u8fdb\u884c\u626b\u63cf\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e0d\u540c\u7279\u6027\u7684\u6570\u636e\u91c7\u7528\u4e0d\u540c\u7684\u5b58\u50a8\u65b9\u6848\uff0c\u662f\u67b6\u6784\u8bbe\u8ba1\u7684\u5173\u952e\u3002<\/p>\n<h3>2. \u5b9e\u65f6\u4f4d\u7f6e\u5b58\u50a8\uff1a\u9009\u62e9Redis\u7b49\u5185\u5b58\u6570\u636e\u5e93<\/h3>\n<p>\u5bf9\u4e8e\u70ed\u6570\u636e\uff0c\u5373\u7528\u6237\u7684\u6700\u65b0\u4f4d\u7f6e\uff0cRedis\u662f\u7406\u60f3\u7684\u5b58\u50a8\u9009\u62e9\u3002\u5176\u57fa\u4e8e\u5185\u5b58\u7684\u7279\u6027\u4fdd\u8bc1\u4e86\u6781\u9ad8\u7684\u8bfb\u5199\u6027\u80fd\uff0c\u80fd\u591f\u8f7b\u677e\u5e94\u5bf9\u9ad8\u9891\u7684\u4f4d\u7f6e\u66f4\u65b0\u4e0e\u67e5\u8be2\u9700\u6c42\u3002\u540c\u65f6\uff0c\u7ed3\u5408Redis\u7684GeoHash\u529f\u80fd\uff0c\u53ef\u4ee5\u9ad8\u6548\u5730\u5b9e\u73b0\u201c\u67e5\u627e\u9644\u8fd1\u7684\u5458\u5de5\u201d\u3001\u201c\u8ba1\u7b97\u4e24\u70b9\u95f4\u8ddd\u79bb\u201d\u7b49LBS\u6838\u5fc3\u529f\u80fd\u3002<\/p>\n<h3>3. \u5386\u53f2\u8f68\u8ff9\u5b58\u50a8\uff1a\u9009\u62e9\u65f6\u5e8f\u6570\u636e\u5e93\u6216NoSQL\u6570\u636e\u5e93<\/h3>\n<p>\u5bf9\u4e8e\u51b7\u6570\u636e\uff0c\u5373\u6d77\u91cf\u7684\u5386\u53f2\u8f68\u8ff9\uff0c\u5176\u201c\u65f6\u95f4\u5e8f\u5217\u201d\u7684\u7279\u6027\u975e\u5e38\u660e\u663e\u3002\u56e0\u6b64\uff0c\u65f6\u5e8f\u6570\u636e\u5e93\uff08\u5982ClickHouse\u3001InfluxDB\uff09\u6216\u9762\u5411\u5217\u5b58\u50a8\u7684NoSQL\u6570\u636e\u5e93\uff08\u5982HBase\uff09\u662f\u66f4\u4f18\u7684\u9009\u62e9\u3002\u8fd9\u7c7b\u6570\u636e\u5e93\u4e13\u95e8\u4e3a\u6d77\u91cf\u65f6\u5e8f\u6570\u636e\u7684\u5199\u5165\u548c\u8303\u56f4\u67e5\u8be2\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u80fd\u591f\u4ee5\u8f83\u4f4e\u7684\u6210\u672c\u5b58\u50a8\u548c\u9ad8\u6548\u67e5\u8be2\u957f\u8fbe\u6570\u5e74\u7684\u8f68\u8ff9\u6570\u636e\u3002\u540c\u65f6\uff0c\u8fd8\u5e94\u914d\u5957\u8bbe\u8ba1\u6570\u636e\u5f52\u6863\u548c\u751f\u547d\u5468\u671f\u7ba1\u7406\u7b56\u7565\uff0c\u81ea\u52a8\u6e05\u7406\u8fc7\u671f\u6570\u636e\u3002<\/p>\n<h2>\u56db\u3001\u9ad8\u53ef\u7528\u6570\u636e\u670d\u52a1\uff1a\u5feb\u901f\u54cd\u5e94\u67e5\u8be2\u4e0e\u5b9e\u65f6\u63a8\u9001<\/h2>\n<p>\u6700\u540e\u4e00\u73af\u662f\u6784\u5efa\u7a33\u5b9a\u3001\u9ad8\u6548\u7684\u6570\u636e\u670d\u52a1\u5c42\uff0c\u5c06\u5904\u7406\u548c\u5b58\u50a8\u597d\u7684\u6570\u636e\u4ef7\u503c\u5448\u73b0\u7ed9\u524d\u7aef\u5e94\u7528\uff0c\u5982Web\u7ba1\u7406\u540e\u53f0\u548c\u624b\u673aApp\u3002<\/p>\n<h3>1. API\u63a5\u53e3\u8bbe\u8ba1\uff1a\u63d0\u4f9b\u9ad8\u6548\u7684\u6570\u636e\u67e5\u8be2\u670d\u52a1<\/h3>\n<p>\u901a\u8fc7\u8bbe\u8ba1\u6807\u51c6\u7684RESTful API\u6216gRPC\u63a5\u53e3\uff0c\u4e3a\u524d\u7aef\u63d0\u4f9b\u5386\u53f2\u8f68\u8ff9\u67e5\u8be2\u3001\u7edf\u8ba1\u62a5\u8868\u751f\u6210\u7b49\u670d\u52a1\u3002\u4e3a\u4e86\u63d0\u5347\u67e5\u8be2\u6027\u80fd\uff0c\u540e\u7aef\u53ef\u4ee5\u91c7\u53d6\u591a\u79cd\u4f18\u5316\u624b\u6bb5\uff0c\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u5728\u6570\u636e\u5e93\u5c42\u9762\u5efa\u7acb\u7a7a\u95f4\u7d22\u5f15\uff08\u5982Geo-hashing\u3001R-tree\uff09\uff0c\u52a0\u901f\u5730\u7406\u4f4d\u7f6e\u8303\u56f4\u67e5\u8be2\u3002<\/li>\n<li>\u5f15\u5165\u7f13\u5b58\u5c42\uff0c\u5bf9\u5e38\u7528\u7684\u62a5\u8868\u6570\u636e\u6216\u70ed\u70b9\u8f68\u8ff9\u8fdb\u884c\u7f13\u5b58\uff0c\u51cf\u8f7b\u6570\u636e\u5e93\u538b\u529b\uff0c\u63d0\u5347\u54cd\u5e94\u901f\u5ea6\u3002<\/li>\n<\/ul>\n<h3>2. 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\u5386\u7ecf12\u5e74\u6253\u78e8\u7684\u6210\u719f\u67b6\u6784<\/h3>\n<p>\u5c0f\u6b65\u5916\u52e4\u7684\u5b9e\u65f6\u5b9a\u4f4d\u7cfb\u7edf\u6b63\u662f\u4e25\u683c\u9075\u5faa\u4e86\u201c\u7a33\u5b9a\u63a5\u5165\u3001\u5f02\u6b65\u5904\u7406\u3001\u5206\u5c42\u5b58\u50a8\u3001\u9ad8\u6548\u670d\u52a1\u201d\u8fd9\u56db\u5c42\u8bbe\u8ba1\u539f\u5219\u3002\u8fd9\u5957\u57fa\u4e8e\u591a\u9879\u56fd\u5bb6\u4e13\u5229\u6280\u672f\u6784\u5efa\u7684\u67b6\u6784\uff0c\u5728\u652f\u6491\u8d85\u8fc735\u4e07\u5916\u52e4\u7528\u6237\u3001\u65e5\u5747\u5904\u7406\u4ebf\u7ea7\u5b9a\u4f4d\u70b9\u7684\u8fc7\u7a0b\u4e2d\uff0c\u59cb\u7ec8\u4fdd\u6301\u7740\u9ad8\u7a33\u5b9a\u6027\u548c\u9ad8\u53ef\u7528\u6027\uff0c\u786e\u4fdd\u4e86\u5ba2\u6237\u4e1a\u52a1\u7684\u8fde\u7eed\u6027\u3002<\/p>\n<h3>2. \u6280\u672f\u5b9e\u529b\u8d4b\u80fd\u4e1a\u52a1\u4ef7\u503c<\/h3>\n<p>\u7a33\u5065\u7684\u6280\u672f\u67b6\u6784\u6700\u7ec8\u662f\u4e3a\u4e86\u670d\u52a1\u4e8e\u4e1a\u52a1\u4ef7\u503c\u3002<\/p>\n<ul>\n<li><strong>\u9ad8\u5e76\u53d1\u5904\u7406\u80fd\u529b<\/strong>\uff1a\u4fdd\u969c\u4e86\u5728\u4e0a\u4e0b\u73ed\u6253\u5361\u7b49\u4e1a\u52a1\u9ad8\u5cf0\u671f\uff0c\u7cfb\u7edf\u4f9d\u7136\u6d41\u7545\u7a33\u5b9a\u3002<\/li>\n<li><strong>\u5b9e\u65f6\u8ba1\u7b97\u80fd\u529b<\/strong>\uff1a\u4e3a\u7535\u5b50\u56f4\u680f\u3001\u8fdd\u89c4\u505c\u7559\u544a\u8b66\u7b49\u4f01\u4e1a\u6838\u5fc3\u98ce\u63a7\u529f\u80fd\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u6280\u672f\u652f\u6491\u3002<\/li>\n<li><strong>\u6d77\u91cf\u6570\u636e\u5b58\u50a8\u80fd\u529b<\/strong>\uff1a\u8ba9\u5ba2\u6237\u80fd\u591f\u56de\u6eaf\u957f\u8fbe\u6570\u5e74\u7684\u5386\u53f2\u8f68\u8ff9\uff0c\u4e3a\u7ba1\u7406\u51b3\u7b56\u548c\u6570\u636e\u5206\u6790\u63d0\u4f9b\u4e86\u5b9d\u8d35\u4f9d\u636e\u3002<\/li>\n<\/ul>\n<p>\u4f5c\u4e3a\u56fd\u5bb6\u201c\u4e13\u7cbe\u7279\u65b0\u201d\u4f01\u4e1a\uff0c\u5c0f\u6b65\u5916\u52e4\u59cb\u7ec8\u575a\u6301\u5728\u6838\u5fc3\u6280\u672f\u4e0a\u6301\u7eed\u6295\u5165\u4e0e\u521b\u65b0\uff0c\u4ee5\u5f3a\u5927\u7684\u6280\u672f\u5b9e\u529b\u4e3a\u5ba2\u6237\u964d\u672c\u589e\u6548\u3002<\/p>\n<h2>\u516d\u3001\u603b\u7ed3\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u5b9e\u65f6\u5b9a\u4f4d\u7cfb\u7edf\u7684\u6838\u5fc3\u539f\u5219<\/h2>\n<p>\u6784\u5efa\u4e00\u5957\u80fd\u591f\u5e94\u5bf9\u9ad8\u5e76\u53d1\u6311\u6218\u7684\u5b9e\u65f6\u5b9a\u4f4d\u7cfb\u7edf\uff0c\u5176\u67b6\u6784\u8bbe\u8ba1\u7684\u6838\u5fc3\u53ef\u4ee5\u5f52\u7ed3\u4e3a\u56db\u5927\u539f\u5219\uff1a<strong>\u7a33\u5b9a\u63a5\u5165<\/strong>\u3001<strong>\u5f02\u6b65\u5904\u7406<\/strong>\u3001<strong>\u5206\u5c42\u5b58\u50a8<\/strong>\u3001<strong>\u9ad8\u6548\u670d\u52a1<\/strong>\u3002\u8fd9\u56db\u4e2a\u73af\u8282\u73af\u73af\u76f8\u6263\uff0c\u5171\u540c\u6784\u6210\u4e86\u7cfb\u7edf\u7684\u9aa8\u67b6\u3002<\/p>\n<p>\u9700\u8981\u5f3a\u8c03\u7684\u662f\uff0c\u67b6\u6784\u8bbe\u8ba1\u5e76\u975e\u4e00\u8e74\u800c\u5c31\uff0c\u800c\u662f\u4e00\u4e2a\u968f\u7740\u4e1a\u52a1\u53d1\u5c55\u4e0d\u65ad\u8fed\u4ee3\u548c\u6f14\u8fdb\u7684\u8fc7\u7a0b\u3002\u4f46\u65e0\u8bba\u5982\u4f55\u6f14\u53d8\uff0c\u4e00\u5957\u7a33\u5065\u3001\u53ef\u6269\u5c55\u7684\u67b6\u6784\uff0c\u59cb\u7ec8\u662f\u5b9e\u65f6\u5b9a\u4f4d\u7cfb\u7edf\u80fd\u591f\u53ef\u9760\u670d\u52a1\u4e8e\u5feb\u6d88\u3001\u533b\u836f\u3001\u5efa\u7b51\u7b49\u5404\u884c\u5404\u4e1a\u7684\u57fa\u77f3\u3002<\/p>\n<h2>\u5e38\u89c1\u95ee\u9898\uff08FAQ\uff09<\/h2>\n<h3>Q1: \u5b9e\u65f6\u5b9a\u4f4d\u7cfb\u7edf\u5728\u6280\u672f\u9009\u578b\u4e0a\u6709\u4ec0\u4e48\u901a\u7528\u5efa\u8bae\uff1f<\/h3>\n<ul>\n<li><strong>\u63a5\u5165\u5c42<\/strong>\uff1a\u63a8\u8350\u4f7f\u7528Netty\u6784\u5efa\u957f\u8fde\u63a5\u7f51\u5173\u3002<\/li>\n<li><strong>\u6d88\u606f\u961f\u5217<\/strong>\uff1aKafka\u56e0\u5176\u9ad8\u541e\u5410\u548c\u5206\u533a\u7279\u6027\uff0c\u975e\u5e38\u9002\u5408\u5904\u7406\u8f68\u8ff9\u6570\u636e\u3002<\/li>\n<li><strong>\u6d41\u5904\u7406<\/strong>\uff1aFlink\u62e5\u6709\u4f18\u79c0\u7684\u72b6\u6001\u7ba1\u7406\u548c\u7a97\u53e3\u8ba1\u7b97\u80fd\u529b\uff0c\u662f\u5b9e\u65f6\u8ba1\u7b97\u7684\u7406\u60f3\u9009\u62e9\u3002<\/li>\n<li><strong>\u5b58\u50a8<\/strong>\uff1a\u63a8\u8350\u91c7\u7528\u201cRedis + ClickHouse\/HBase\u201d\u7684\u51b7\u70ed\u6570\u636e\u5206\u79bb\u7ec4\u5408\u65b9\u6848\u3002<\/li>\n<li><strong>\u670d\u52a1\u63a8\u9001<\/strong>\uff1aWebSocket\u662f\u5b9e\u73b0\u5b9e\u65f6\u4f4d\u7f6e\u63a8\u9001\u7684\u9996\u9009\u6280\u672f\u3002<\/li>\n<\/ul>\n<h3>Q2: 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