{"id":15743,"date":"2022-12-30T05:46:38","date_gmt":"2022-12-30T05:46:38","guid":{"rendered":"https:\/\/www.taosdata.com\/?page_id=15743"},"modified":"2023-08-28T09:30:49","modified_gmt":"2023-08-28T09:30:49","slug":"reduce-tco-for-time-series-data-processing","status":"publish","type":"page","link":"https:\/\/www.taosdata.com\/reduce-tco-for-time-series-data-processing","title":{"rendered":"TDengine \u53ef\u5927\u5e45\u964d\u4f4e\u65f6\u5e8f\u5927\u6570\u636e\u5e73\u53f0\u603b\u62e5\u6709\u6210\u672c"},"content":{"rendered":"\n<style>\nul{margin-left: 15px}\n.feedback{\n    display: block!important; max-width: 100%!important;\n<\/style>\n\n\n\n<p>\u7531\u4e8e <a href=\"https:\/\/www.taosdata.com\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"TDengine\" target=\"_blank\" rel=\"noopener\">TDengine<\/a> \u5145\u5206\u5229\u7528\u4e86\u65f6\u5e8f\u6570\u636e\u7279\u70b9\uff0c\u6bd4\u5982\u7ed3\u6784\u5316\u3001\u5f88\u5c11\u5220\u9664\u6216\u66f4\u65b0\u3001\u5199\u591a\u8bfb\u5c11\u7b49\uff0c\u56e0\u6b64\u4e0e\u5176\u4ed6\u65f6\u5e8f\u6570\u636e\u5e93\u76f8\u6bd4\uff0cTDengine \u6709\u4ee5\u4e0b\u7279\u70b9\uff1a<\/p>\n\n\n\n<ul>\n<li><strong><a href=\"https:\/\/www.taosdata.com\/tdengine\/fast\" target=\"_blank\" rel=\"noreferrer noopener\">\u9ad8\u6027\u80fd<\/a><\/strong>\uff1a\u5145\u5206\u5229\u7528\u65f6\u5e8f\u5927\u6570\u636e\u7684\u7279\u70b9\uff0cTDengine \u8bbe\u8ba1\u4e86\u65b0\u9896\u7684\u5b58\u50a8\u5f15\u64ce\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u6570\u636e\u7684\u5199\u5165\u548c\u67e5\u8be2\u901f\u5ea6\uff0c\u540c\u65f6\u4e5f\u5927\u5e45\u63d0\u9ad8\u4e86\u6570\u636e\u538b\u7f29\u7387\u3002\u76f8\u5bf9\u901a\u7528\u6570\u636e\u5e93\uff0c\u8bfb\u3001\u5199\u3001\u6570\u636e\u538b\u7f29\u6027\u80fd\u81f3\u5c11\u9ad8\u5341\u500d\u4ee5\u4e0a\uff1bTSBS \u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u663e\u793a\uff0c\u76f8\u5bf9\u4e8eInfluxDB\u3001TimescaleDB\uff0c\u6027\u80fd\u4e5f\u662f\u8fdc\u8d85\u3002TDengine \u8fd8\u662f\u552f\u4e00\u4e00\u4e2a\u89e3\u51b3\u4e86\u65f6\u5e8f\u6570\u636e\u5b58\u50a8\u7684\u9ad8\u57fa\u6570\u96be\u9898\u7684<a href=\"https:\/\/www.taosdata.com\/\" data-internallinksmanager029f6b8e52c=\"2\" title=\"\u65f6\u5e8f\u6570\u636e\u5e93\" target=\"_blank\" rel=\"noopener\">\u65f6\u5e8f\u6570\u636e\u5e93<\/a>\uff0c\u652f\u6301\u4e0a\u4ebf\u6570\u636e\u91c7\u96c6\u70b9\uff0c\u5e76\u5728\u6570\u636e\u63d2\u5165\u3001\u67e5\u8be2\u548c\u6570\u636e\u538b\u7f29\u4e0a\u8fdc\u80dc\u5176\u4ed6\u65f6\u5e8f\u6570\u636e\u5e93\u3002<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.taosdata.com\/tdengine\/simplified_solution_for_time-series_data_processing\" target=\"_blank\" rel=\"noreferrer noopener\">\u6781\u7b80\u65f6\u5e8f\u6570\u636e\u5e73\u53f0<\/a><\/strong>\uff1aTDengine 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\u662f\u4e00\u6b3e\u4e91\u539f\u751f\u65f6\u5e8f\u6570\u636e\u5e93\u5e76\u4e14\u80fd\u591f\u90e8\u7f72\u5728\u516c\u6709\u4e91\u3001\u79c1\u6709\u4e91\u548c\u6df7\u5408\u4e91\u4e0a\u3002<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.taosdata.com\/tdengine\/ease_of_use\" target=\"_blank\" rel=\"noreferrer noopener\">\u7b80\u5355\u6613\u7528<\/a><\/strong>\uff1a\u5bf9\u7cfb\u7edf\u7ba1\u7406\u5458\u6765\u8bf4\uff0cTDengine \u5927\u5e45\u964d\u4f4e\u4e86\u7ba1\u7406\u548c\u7ef4\u62a4\u7684\u4ee3\u4ef7\u3002\u5bf9\u5f00\u53d1\u8005\u6765\u8bf4\uff0c TDengine \u63d0\u4f9b\u4e86\u7b80\u5355\u7684\u63a5\u53e3\u3001\u6781\u7b80\u7684\u89e3\u51b3\u65b9\u6848\u548c\u4e0e\u7b2c\u4e09\u65b9\u5de5\u5177\u7684\u65e0\u7f1d\u96c6\u6210\u3002\u5bf9\u6570\u636e\u5206\u6790\u4e13\u5bb6\u6765\u8bf4\uff0cTDengine \u63d0\u4f9b\u4e86\u4fbf\u6377\u7684\u6570\u636e\u8bbf\u95ee\u80fd\u529b\u3002<\/li>\n\n\n\n<li><a href=\"\/tdengine\/19896.html\"><strong>\u652f\u6301 AI \u7684\u9ad8\u7ea7\u6570\u636e\u5206\u6790<\/strong><\/a>\uff1aTDengine \u901a\u8fc7 SQL \u548c\u65f6\u5e8f\u6570\u636e\u6269\u5c55\uff0c\u63d0\u4f9b\u5185\u5efa\u7684\u5206\u6790\u80fd\u529b\uff0c\u5e76\u652f\u6301\u5b9e\u65f6\u6d41\u5f0f\u8ba1\u7b97\u3002\u80fd\u4e0e\u4f17\u591a\u7b2c\u4e09\u65b9\u6279\u5206\u6790\u3001\u5b9e\u65f6\u5206\u6790\u3001\u62a5\u8868\u5de5\u5177\u3001AI\/ML \u5de5\u5177\u3001\u53ef\u89c6\u5316\u5de5\u5177\u65e0\u7f1d\u96c6\u6210\uff0c\u5982 Grafana\u3001\u5e06\u8f6f\u3001\u6c38\u6d2a\u3001PowerBI \u7b49\u3002<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.taosdata.com\/tdengine\/open_source_time-series_database\" target=\"_blank\" rel=\"noreferrer noopener\">\u6838\u5fc3\u5f00\u6e90<\/a><\/strong>\uff1aTDengine \u7684\u6838\u5fc3\u4ee3\u7801\u5305\u62ec\u96c6\u7fa4\u529f\u80fd\u5168\u90e8\u5728\u5f00\u6e90\u534f\u8bae\u4e0b\u516c\u5f00\u3002\u5230\u76ee\u524d\u4e3a\u6b62\uff0cTDengine \u9879\u76ee\u5728 GitHub \u4e0a\u603b\u5171\u6536\u83b7\u4e86 <span class=\"star_num\"><\/span> star\uff0c\u5168\u7403\u5b89\u88c5\u5b9e\u4f8b\u6570\u5df2\u7ecf\u8d85\u8fc7  <span class=\"down_num\"><\/span>\uff0c\u62e5\u6709\u4e00\u4e2a\u6d3b\u8dc3\u7684\u5f00\u53d1\u8005\u793e\u533a\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u91c7\u7528 TDengine\uff0c\u53ef\u5c06\u5178\u578b\u7684\u7269\u8054\u7f51\u3001\u8f66\u8054\u7f51\u3001\u5de5\u4e1a\u4e92\u8054\u7f51\u5927\u6570\u636e\u5e73\u53f0\u7684\u603b\u62e5\u6709\u6210\u672c\u5927\u5e45\u964d\u4f4e\u3002\u8868\u73b0\u5728\u51e0\u4e2a\u65b9\u9762\u3002<\/p>\n\n\n\n<h2 id=\"high-performance\">\u6027\u80fd\u6bd4\u901a\u7528\u65f6\u5e8f\u6570\u636e\u5e93\u6027\u80fd\u597d 10 \u500d\u4ee5\u4e0a\uff0c\u8fdc\u8d85\u5176\u4ed6\u65f6\u5e8f\u6570\u636e\u5e93<\/h2>\n\n\n\n<p>\u901a\u8fc7\u5145\u5206\u5229\u7528\u65f6\u5e8f\u5927\u6570\u636e\u7684\u7279\u70b9\uff0c<a href=\"https:\/\/www.taosdata.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">TDengine<\/a>&nbsp;Database \u56e2\u961f\u8bbe\u8ba1\u4e86\u65b0\u9896\u7684\u5b58\u50a8\u5f15\u64ce\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u6570\u636e\u7684\u5199\u5165\u548c\u67e5\u8be2\u901f\u5ea6\uff0c\u540c\u65f6\u4e5f\u5927\u5e45\u63d0\u9ad8\u4e86\u6570\u636e\u538b\u7f29\u7387\u3002\u4e0e\u901a\u7528\u6570\u636e\u5e93\u76f8\u6bd4\uff0c\u6027\u80fd\u597d\u81f3\u5c11\u5341\u500d\u4ee5\u4e0a\uff0c\u800c\u5b58\u50a8\u7a7a\u95f4\u4e0d\u5230\u5176 1\/5\uff0c\u4e0e\u5176\u4ed6\u65f6\u5e8f\u6570\u636e\u5e93\u76f8\u6bd4\uff0c\u6027\u80fd\u4e5f\u662f\u8fdc\u8d85\u3002<\/p>\n\n\n\n<p>\u5728 DevOps \u573a\u666f\u4e0b\uff0cTSBS \u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u663e\u793a TDengine \u5199\u5165\u6027\u80fd\u6700\u5927\u8fbe\u5230 TimescaleDB \u7684 6.7 \u500d\uff0cInfluxDB \u7684 10.6 \u500d\u3002\u6b64\u5916\uff0cTDengine \u5728\u5199\u5165\u8fc7\u7a0b\u4e2d\u6d88\u8017\u4e86\u6700\u5c11\u8ba1\u7b97\uff08CPU\uff09\u8d44\u6e90\u548c\u78c1\u76d8 IO \u5f00\u9500\uff1b\u76f8\u540c\u843d\u76d8\u6570\u636e\u89c4\u6a21\u4e0b\uff0cTDengine \u5b58\u50a8\u7a7a\u95f4\u53ea\u6709 InfluxDB \u7684 25%\uff0c\u53ea\u6709 TimescaleDB \u7684 4%\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u5927\u591a\u6570\u67e5\u8be2\u7c7b\u578b\uff0cTDengine \u7684\u6027\u80fd\u5747\u4f18\u4e8e InfluxDB \u548c TimescaleDB\uff0c\u5728 Complex queries \u7c7b\u578b\u7684\u67e5\u8be2\u4e2d\u5c55\u73b0\u51fa\u5de8\u5927\u7684\u4f18\u52bf\u2014\u2014TDengine \u7684 Complex queries \u67e5\u8be2\u6027\u80fd\u6700\u9ad8\u8fbe\u5230\u4e86 InfluxDB \u7684 37 \u500d\u3001 TimescaleDB \u7684 28.6 \u500d\u3002<\/p>\n\n\n\n<p>\u5728 IoT \u573a\u666f\u4e0b\uff0cTSBS \u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u663e\u793a TDengine \u5199\u5165\u6027\u80fd\u5747\u4f18\u4e8e TimescaleDB \u548c InfluxDB\u3002\u76f8\u5bf9\u4e8e TimescaleDB\uff0cTDengine \u5199\u5165\u901f\u5ea6\u6700\u9886\u5148\u7684\u573a\u666f\u8fbe\u5230\u5176 3.3 \u500d\uff0c\u6700\u5c0f\u7684\u4e3a 1.04 \u500d\uff0c\u76f8\u5bf9\u4e8e InfluxDB\uff0cTDengine \u5199\u5165\u901f\u5ea6\u6700\u9886\u5148\u7684\u573a\u666f\u8fbe\u5230\u5176 16.2 \u500d\uff0c\u6700\u5c0f\u4e3a 1.82 \u500d\u3002\u78c1\u76d8\u7a7a\u95f4\u5360\u7528\u65b9\u9762\uff0cTimescaleDB&nbsp; \u5728\u6240\u6709\u4e94\u4e2a\u573a\u666f\u4e0b\u6570\u636e\u89c4\u6a21\u5747\u663e\u8457\u5730\u5927\u4e8e InfluxDB \u548c TDengine\uff0c\u5e76\u4e14\u8fd9\u79cd\u5dee\u8ddd\u968f\u7740\u6570\u636e\u89c4\u6a21\u589e\u52a0\u5feb\u901f\u53d8\u5927\u3002TimescaleDB \u5728\u573a\u666f\u56db\u548c\u573a\u666f\u4e94\u4e2d\u5360\u7528\u78c1\u76d8\u7a7a\u95f4\u662f TDengine \u7684 11.6 \u500d\u548c 12.2 \u500d\u3002\u5728\u524d\u9762\u4e09\u4e2a\u573a\u666f\u4e2d\uff0cInfluxDB \u843d\u76d8\u540e\u6570\u636e\u6587\u4ef6\u89c4\u6a21\u4e0e TDengine \u975e\u5e38\u63a5\u8fd1\uff0c\u4f46\u662f\u5728\u5927\u6570\u636e\u89c4\u6a21\u7684\u573a\u666f\u56db\u548c\u573a\u666f\u4e94\u4e2d\uff0cInfluxDB \u843d\u76d8\u540e\u6587\u4ef6\u5360\u7528\u7684\u78c1\u76d8\u7a7a\u95f4\u662f TDengine \u7684 2.6 \u500d\u548c 2.8 \u500d\u3002\u67e5\u8be2\u65b9\u9762\uff0c\u5728\u573a\u666f\u4e00\uff08\u53ea\u5305\u542b 4 \u5929\u7684\u6570\u636e\uff09\u4e0e\u573a\u666f\u4e8c\u7684 15 \u4e2a\u4e0d\u540c\u7c7b\u578b\u7684\u67e5\u8be2\u4e2d\uff0cTDengine \u7684\u67e5\u8be2\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u5168\u9762\u4f18\u4e8e InfluxDB \u548c TimescaleDB\uff0c\u800c\u4e14\u5728\u590d\u6742\u67e5\u8be2\u4e0a\u4f18\u52bf\u66f4\u4e3a\u660e\u663e\uff0c\u540c\u65f6\u5177\u6709\u6700\u5c0f\u7684\u8ba1\u7b97\u8d44\u6e90\u5f00\u9500\u3002<\/p>\n\n\n\n<p>\u8be6\u89c1\u300a<a href=\"https:\/\/www.taosdata.com\/tdengine\/fast\">\u9ad8\u6027\u80fd\u7684\u65f6\u5e8f\u6570\u636e\u5e93<\/a>\u300b\u3002<\/p>\n\n\n\n<h2 id=\"sql-supported\">\u5bf9\u6807\u51c6 SQL \u8fdb\u884c\u4e86\u6269\u5c55\uff0c\u65e0\u7f1d\u96c6\u6210\u4f17\u591a\u7b2c\u4e09\u65b9\u8f6f\u4ef6\uff0c\u964d\u4f4e\u5b66\u4e60\u95e8\u69db\u548c\u5e94\u7528\u7a0b\u5e8f\u8fc1\u79fb\u6210\u672c<\/h2>\n\n\n\n<p>\u4f17\u591a\u7684<a href=\"https:\/\/www.taosdata.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u65f6\u5e8f\u6570\u636e\u5e93<\/a>\uff08<a href=\"https:\/\/www.taosdata.com\/time-series-database\" target=\"_blank\" rel=\"noreferrer noopener\">Time Series Database<\/a>\uff09\u4ee5\u53ca\u4f20\u7edf\u7684<a href=\"https:\/\/www.taosdata.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5b9e\u65f6\u6570\u636e\u5e93<\/a>\uff08Real Time Database\uff09\uff0c\u90fd\u91c7\u7528\u81ea\u5df1\u7684\u67e5\u8be2\u8bed\u8a00\uff0c\u6709\u7684\u751a\u81f3\u53ea\u80fd\u4f7f\u7528 API \u6765\u505a\u67e5\u8be2\u3002<a href=\"https:\/\/www.taosdata.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">TDengine<\/a>&nbsp;\u4ece\u8bde\u751f\u7684\u7b2c\u4e00\u5929\u8d77\uff0c\u5c31\u91c7\u7528 SQL \u505a\u4e3a\u81ea\u5df1\u7684\u67e5\u8be2\u8bed\u8a00\uff0c\u56e0\u4e3a TDengine \u56e2\u961f\u8ba4\u4e3a SQL \u662f\u4e16\u754c\u4e0a\u6700\u7b80\u5355\u6613\u7528\u3001\u6700\u6d41\u884c\u7684\u67e5\u8be2\u8bed\u8a00\uff0c\u4e3a\u4f17\u591a\u7a0b\u5e8f\u5458\u6240\u559c\u7231\uff0c\u8fd9\u6837\u80fd\u591f\u964d\u4f4e\u5b66\u4e60\u95e8\u69db\u548c\u5e94\u7528\u7a0b\u5e8f\u8fc1\u79fb\u6210\u672c\u3002\u540c\u65f6\uff0c\u4e3a\u65b9\u4fbf\u5927\u5bb6\u5bf9\u65f6\u5e8f\u6570\u636e\u8fdb\u884c\u5206\u6790\u5904\u7406\uff0cTDengine Database \u5bf9\u6807\u51c6 SQL \u8fdb\u884c\u4e86\u6269\u5c55\u30022022 \u5e74 8 \u6708\u53d1\u5e03\u7684 TDengine 3.0 \u7248\u672c\u66f4\u65b0\u4e86\u5927\u91cf\u65f6\u5e8f\u6570\u636e\u7279\u6709\u51fd\u6570\u548c\u7279\u8272\u67e5\u8be2\uff0c\u8be6\u89c1\u300a<a href=\"https:\/\/docs.taosdata.com\/taos-sql\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">TAOS SQL<\/a>\u300b\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u6570\u636e\u5206\u6790\u5e08\u800c\u8a00\uff0c\u4f7f\u7528 TDengine \u5c31\u50cf\u5728\u4f7f\u7528\u4e00\u4e2a\u5173\u7cfb\u578b\u6570\u636e\u5e93\u3002\u8be6\u89c1\u300a<a href=\"https:\/\/www.taosdata.com\/tdengine\/sql-support\">\u652f\u6301 SQL \u5e76\u5bf9\u65f6\u5e8f\u6570\u636e\u5904\u7406\u8fdb\u884c\u6269\u5c55<\/a>\u300b<\/p>\n\n\n\n<p>\u6b64\u5916\uff0cTDengine \u901a\u8fc7\u5bf9\u6807\u51c6 SQL \u547d\u4ee4\u3001\u5e38\u7528\u6570\u636e\u5e93\u8fde\u63a5\u5668\u6807\u51c6\uff08\u4f8b\u5982 JDBC\uff09\u3001ORM \u4ee5\u53ca\u5176\u4ed6\u6d41\u884c\u65f6\u5e8f\u6570\u636e\u5e93\u5199\u5165\u534f\u8bae\uff08\u4f8b\u5982 InfluxDB Line Protocol\u3001<a href=\"https:\/\/www.taosdata.com\/opentsdb\" data-internallinksmanager029f6b8e52c=\"7\" title=\"OpenTSDB\" target=\"_blank\" rel=\"noopener\">OpenTSDB<\/a> JSON\u3001OpenTSDB Telnet \u7b49\uff09\u7684\u652f\u6301\u53ef\u4ee5\u4f7f TDengine \u975e\u5e38\u5bb9\u6613\u548c\u7b2c\u4e09\u65b9\u5de5\u5177\u5171\u540c\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u652f\u6301\u7684\u7b2c\u4e09\u65b9\u5de5\u5177\uff0c\u65e0\u9700\u4efb\u4f55\u4ee3\u7801\uff0c\u4f60\u53ea\u9700\u8981\u505a\u7b80\u5355\u7684\u914d\u7f6e\uff0c\u5c31\u53ef\u4ee5\u5c06 TDengine \u4e0e\u7b2c\u4e09\u65b9\u5de5\u5177\u65e0\u7f1d\u96c6\u6210\u8d77\u6765\u3002\u8be6\u89c1\u300a<a href=\"https:\/\/docs.taosdata.com\/third-party\/\" rel=\"nofollow noopener\" target=\"_blank\">\u7b2c\u4e09\u65b9\u5de5\u5177<\/a>\u300b<\/p>\n\n\n\n<h2 id=\"simple-solution\">\u6781\u7b80\u7684\u65f6\u5e8f\u6570\u636e\u89e3\u51b3\u65b9\u6848<\/h2>\n\n\n\n<p><a href=\"https:\/\/www.taosdata.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u65f6\u5e8f\u6570\u636e\u5e93<\/a>\uff08<a href=\"https:\/\/www.taosdata.com\/time-series-database\" target=\"_blank\" rel=\"noreferrer noopener\">Time Series Database<\/a>,&nbsp;<a href=\"https:\/\/www.taosdata.com\/tsdb\" target=\"_blank\" rel=\"noreferrer noopener\">TSDB<\/a>\uff09\u662f\u4e00\u4e2a\u4e13\u95e8\u4e3a\u65f6\u5e8f\u6570\u636e\u4f18\u5316\u8bbe\u8ba1\u7684\u6570\u636e\u5e93\uff0c\u7528\u4e8e\u4ee5\u9ad8\u6548\u7684\u65b9\u5f0f\u5b58\u50a8\u548c\u5206\u6790<a href=\"https:\/\/www.taosdata.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u65f6\u5e8f\u6570\u636e<\/a>\u3002\u4f46\u662f\u65f6\u5e8f\u6570\u636e\u5904\u7406\u9700\u8981\u7684\u4e0d\u4ec5\u4ec5\u662f\u5b58\u50a8\u548c\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u5728\u5178\u578b\u7684\u65f6\u5e8f\u6570\u636e\u5904\u7406\u5e73\u53f0\u4e2d\uff0c\u91c7\u96c6\u7684\u6570\u636e\u5f80\u5f80\u5148\u5199\u5165\u6d88\u606f\u961f\u5217\uff0c\u7136\u540e\u901a\u8fc7\u6d88\u8d39\uff0c\u5199\u5165\u6570\u636e\u5e93\uff08\u5982 HBase\u3001MongoDB \u6216 MySQL\uff09\u505a\u6301\u4e45\u5316\u5b58\u50a8\uff0c\u540c\u65f6\u5f80\u5f80\u5199\u5165 Redis \u5c06\u6700\u65b0\u6570\u636e\u7f13\u5b58\u8d77\u6765\uff0c\u8fd8\u5c06\u6570\u636e\u9001\u5165 Spark \u6216 Flink \u7b49\u6d41\u5f0f\u8ba1\u7b97\u5de5\u5177\u505a\u5b9e\u65f6\u5206\u6790\uff0c\u6d41\u5f0f\u8ba1\u7b97\u7684\u7ed3\u679c\u5f80\u5f80\u4e5f\u4f1a\u5199\u5165\u6570\u636e\u5e93\u505a\u5b58\u50a8\u3002\u5e94\u7528\u9700\u8981\u4e0e Redis\u3001Database \u4ee5\u53ca Spark \u8fd9\u4e9b\u5de5\u5177\u96c6\u6210\u3002\u8fd9\u4f7f\u5f97\u7cfb\u7edf\u8bbe\u8ba1\u590d\u6742\u4e14\u96be\u4ee5\u7ef4\u62a4\u3002\u6b64\u5916\uff0c\u5b83\u8fd8\u9700\u8981\u6d88\u8017\u66f4\u591a\u7684\u8ba1\u7b97\u548c\u5b58\u50a8\u8d44\u6e90\u3002<\/p>\n\n\n\n<p>TDengine \u5185\u7f6e\u7f13\u5b58\u3001\u6d41\u5904\u7406\u548c\u6570\u636e\u8ba2\u9605\u529f\u80fd\uff0c\u5904\u7406\u65f6\u5e8f\u6570\u636e\u4e0d\u518d\u9700\u8981 Kafka\u3001Redis\u3001Spark\u3001Flink \u6216\u5176\u4ed6\u7c7b\u4f3c\u5de5\u5177\u3002\u964d\u4f4e\u4e86\u7cfb\u7edf\u8bbe\u8ba1\u590d\u6742\u5ea6\u548c\u8fd0\u884c\u6210\u672c\u3002<meta charset=\"utf-8\">\u5b83\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u6548\u7684\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5b58\u50a8\u548c\u5206\u6790\u65b9\u5f0f\uff0c\u8fd8\u4e3a\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5904\u7406\u63d0\u4f9b\u4e86\u4e00\u79cd\u6781\u7b80\u7684\u89e3\u51b3\u65b9\u6848(Simplified Solution for Time Series Data)\u3002\u8be6\u89c1\u300a<a href=\"https:\/\/www.taosdata.com\/tdengine\/simplified_solution_for_time-series_data_processing\">\u6781\u7b80\u7684\u65f6\u5e8f\u6570\u636e\u5904\u7406\u5e73\u53f0<\/a>\u300b\u3002<\/p>\n\n\n\n<h2 id=\"multi-edition\">\u7075\u6d3b\u7684\u5b9a\u4ef7\u7b56\u7565<\/h2>\n\n\n\n<p><a href=\"https:\/\/cloud.taosdata.com\/?utm_source=tco&utm_medium=webcn\" rel=\"nofollow noopener\" target=\"_blank\">TDengine Cloud<\/a> \u63d0\u4f9b\u7075\u6d3b\u7684\u5b9a\u4ef7\u7b56\u7565\u3002\u7528\u6237\u53ef\u4ee5\u6309\u9700\u4ed8\u8d39\uff0c\u6839\u636e\u81ea\u5df1\u7684\u9884\u7b97\u9009\u62e9\u6700\u5408\u9002\u7684\u90e8\u7f72\u6a21\u5f0f\uff0c\u514d\u53bb\u4e86\u8fc7\u5ea6\u914d\u7f6e\uff0c\u53ef\u83b7\u5f97\u6700\u5177\u6027\u4ef7\u6bd4\u7684\u4ef7\u683c\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0cTDengine Cloud \u76ee\u524d\u6ce8\u518c\uff0c\u5373\u9001 600 \u5143\u73b0\u91d1\u5238\uff0c\u9009\u62e9\u201c\u5165\u95e8\u7248\u201d\u5957\u9910\uff0c\u53ef\u7528\u4e00\u4e2a\u6708\uff0c\u65b9\u4fbf\u7528\u6237\u5728\u672c\u5730\u7cfb\u7edf\u4e0a\u8fdb\u884c\u6982\u5ff5\u9a8c\u8bc1\uff08POC\uff09\uff0c\u786e\u4fdd TDengine \u9002\u5408\u6240\u5728\u4e1a\u52a1\u573a\u666f\uff0c\u7136\u540e\u518d\u9009\u62e9\u4ed8\u8d39\u8d2d\u4e70\u3002<\/p>\n\n\n\n<p class=\"has-contrast-2-color has-text-color\"><strong>\u4e86\u89e3\u66f4\u591a >><\/strong><\/p>\n\n\n\n<ul>\n<li><a href=\"https:\/\/www.taosdata.com\/tdengine\/fast\">\u9ad8\u6027\u80fd\u65f6\u5e8f\u6570\u636e\u5e93<\/a><\/li>\n\n\n\n<li><a href=\"\/tdengine\/simplified_solution_for_time-series_data_processing\">\u6781\u7b80\u7684\u65f6\u5e8f\u6570\u636e\u5e73\u53f0<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.taosdata.com\/tdengine\/cloud_native_time-series_database\">\u4e91\u539f\u751f\u65f6\u5e8f\u6570\u636e\u5e93<\/a><\/li>\n\n\n\n<li><a href=\"\/tdengine\/open_source_time-series_database\">\u5f00\u6e90\u7684\u65f6\u5e8f\u6570\u636e\u5e93<\/a><\/li>\n\n\n\n<li><a href=\"\/tdengine\/easy_data_analytics\">\u5f3a\u5927\u800c\u53c8\u7b80\u5355\u6613\u7528\u7684\u6570\u636e\u5206\u6790\u80fd\u529b<\/a><\/li>\n\n\n\n<li><a href=\"\/tdengine\/ease_of_use\">\u7b80\u5355\u6613\u7528\u7684\u65f6\u5e8f\u6570\u636e\u5e93<\/a><\/li>\n\n\n\n<li><a href=\"\/tdengine\/sql-support\">\u652f\u6301 SQL \u5e76\u5bf9\u65f6\u5e8f\u6570\u636e\u5904\u7406\u8fdb\u884c\u6269\u5c55<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u7531\u4e8e TDengine \u5145\u5206\u5229\u7528\u4e86\u65f6\u5e8f\u6570\u636e\u7279\u70b9\uff0c\u6bd4\u5982\u7ed3\u6784\u5316\u3001\u5f88\u5c11\u5220\u9664\u6216\u66f4\u65b0\u3001\u5199\u591a\u8bfb\u5c11\u7b49\uff0c\u56e0\u6b64\u4e0e\u5176\u4ed6\u65f6\u5e8f\u6570\u636e\u5e93\u76f8\u6bd4\uff0cTDengine \u6709\u4ee5\u4e0b\u7279\u70b9\uff1a \u91c7\u7528 TDengine\uff0c\u53ef\u5c06\u5178\u578b\u7684\u7269\u8054\u7f51\u3001\u8f66\u8054\u7f51\u3001\u5de5\u4e1a<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/www.taosdata.com\/wp-json\/wp\/v2\/pages\/15743"}],"collection":[{"href":"https:\/\/www.taosdata.com\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.taosdata.com\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.taosdata.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.taosdata.com\/wp-json\/wp\/v2\/comments?post=15743"}],"version-history":[{"count":0,"href":"https:\/\/www.taosdata.com\/wp-json\/wp\/v2\/pages\/15743\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.taosdata.com\/wp-json\/wp\/v2\/media?parent=15743"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}