{"id":36981,"date":"2023-05-27T07:59:39","date_gmt":"2022-11-11T16:25:46","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e9%80%9a%e8%bf%87%e5%8f%82%e5%8a%a02022%e5%b9%b4aws-reinvent%e3%80%8capache-spark%e3%80%8d%e6%b4%bb%e5%8a%a8%ef%bc%8c%e6%88%91%e4%bb%ac%e5%8f%af%e4%bb%a5%e7%9c%8b%e5%88%b0%e6%95%b0%e6%8d%ae%e5%b7%a5\/"},"modified":"2024-04-30T06:10:45","modified_gmt":"2024-04-29T22:10:45","slug":"%e9%80%9a%e8%bf%87%e5%8f%82%e5%8a%a02022%e5%b9%b4aws-reinvent%e3%80%8capache-spark%e3%80%8d%e6%b4%bb%e5%8a%a8%ef%bc%8c%e6%88%91%e4%bb%ac%e5%8f%af%e4%bb%a5%e7%9c%8b%e5%88%b0%e6%95%b0%e6%8d%ae%e5%b7%a5","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e9%80%9a%e8%bf%87%e5%8f%82%e5%8a%a02022%e5%b9%b4aws-reinvent%e3%80%8capache-spark%e3%80%8d%e6%b4%bb%e5%8a%a8%ef%bc%8c%e6%88%91%e4%bb%ac%e5%8f%af%e4%bb%a5%e7%9c%8b%e5%88%b0%e6%95%b0%e6%8d%ae%e5%b7%a5\/","title":{"rendered":"\u901a\u8fc7\u53c2\u52a02022\u5e74AWS re:Invent\u300cApache Spark\u300d\u6d3b\u52a8\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u6570\u636e\u5de5\u7a0b\u7684\u8d8b\u52bf"},"content":{"rendered":"<h1>\u9996\u5148<\/h1>\n<p>\u6211\u662fNTT\u6570\u636e Data &amp; Intelligence\u4e8b\u4e1a\u90e8\u7684nttd-saitouyun\u3002<\/p>\n<p>\u5728\u53bb\u5e74\u76842022\u5e7412\u6708\u7684AWS re:Invent\u5927\u4f1a\u4e0a\uff0c\u5ba3\u5e03\u4e86\u4ee5\u4e0b\u7684\u201c\u9002\u7528\u4e8eApache Spark\u201d\u7684\u529f\u80fd\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Amazon Redshift integration for Apache Spark<\/ul>\n<\/li>\n<\/ul>\n<p>Amazon Athena for Apache Spark<\/p>\n<p>\u867d\u7136Amazon DataZone\u548c\u5176\u4ed6\u4e00\u4e9b\u4eae\u70b9\u4e5f\u5728re:Invent\u4e0a\u53d1\u5e03\u4e86\u4e24\u9879\u540d\u4e3a&#8221;for Apache Spark&#8221;\u7684\u529f\u80fd\uff0c\u4f46\u8fd9\u5bf9\u4e8e\u6211\u4eec\u6765\u8bf4\u662f\u6709\u610f\u4e49\u7684\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u4e3a\u4ec0\u4e48\u73b0\u5728\u8981\u5173\u6ce8&#8221;for Apache Spark&#8221;\u3002<\/p>\n<h1>\u5173\u4e8eApache Spark<\/h1>\n<h2>Apache Spark \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5927\u6570\u636e\u5904\u7406\u6846\u67b6\u3002<\/h2>\n<p>Apache Spark\u662f\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u53ef\u4ee5\u5728\u5185\u5b58\u4e2d\u9ad8\u901f\u8fdb\u884c\u5206\u5e03\u5f0f\u5904\u7406\uff0c\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u3002\u5b83\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u9ad8\u901f\u5904\u7406\u5927\u91cf\u6570\u636e\u4ee5\u53ca\u673a\u5668\u5b66\u4e60\u7b49\u5206\u6790\u4efb\u52a1\u3002NTT\u6570\u636e\u6709\u8bb8\u591aApache Spark\u7684\u8d21\u732e\u8005\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u4e2a\u8f6f\u4ef6\u5177\u6709\u4ee5\u4e0b\u7279\u70b9\uff0c\u5e76\u4e14\u5728\u73b0\u5728\u4ecd\u7136\u975e\u5e38\u53d7\u6b22\u8fce\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30af\u30e9\u30a6\u30c9\u306b\u3088\u308aHadoop\u30af\u30e9\u30b9\u30bf\u306a\u3069\u5206\u6563\u51e6\u7406\u74b0\u5883\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30c7\u30fc\u30bf\u304b\u3089\u4fa1\u5024\u3092\u5275\u51fa\u3059\u308b\u305f\u3081\u306b\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u30cb\u30fc\u30ba\u304c\u5897\u3048\u3066\u3044\u308b\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Python\u3084SQL\u306a\u3069\u69d8\u3005\u306aAPI\u3067\u5bb9\u6613\u306b\u5229\u7528\u3067\u304d\u308b\u3002<\/ul>\n<h2>AWS\u4e0a\u7684 Apache Spark<\/h2>\n<p>\u4e3b\u8981\u4ee5\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u670d\u52a1\u4e3a\u6838\u5fc3\uff0c\u8bb8\u591a\u670d\u52a1\u90fd\u53ef\u4ee5\u4f7f\u7528Apache Spark\u3002\u867d\u7136\u4e0d\u6d89\u53ca\u8be6\u7ec6\u7ec6\u8282\uff0c\u4f46\u4e0b\u9762\u662f\u6982\u8ff0\u3002<\/p>\n<h3>AWS Glue &#8211; \u4e9a\u9a6c\u900a\u4e91\u4e0a\u7684\u7c98\u5408\u5242<\/h3>\n<p>AWS Glue\u662f\u4e00\u9879\u65e0\u670d\u52a1\u5668\u7684ETL\u670d\u52a1\uff0c\u53ef\u4ee5\u65e0\u670d\u52a1\u5668\u5730\u6267\u884cApache Spark\u5904\u7406\u4ee5\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u4e9a\u9a6c\u900a\u5f39\u6027MapReduce<\/h3>\n<p>\u4e9a\u9a6c\u900aEMR\u662f\u4e00\u4e2a\u80fd\u591f\u8f7b\u677e\u6784\u5efa\u5206\u5e03\u5f0f\u5904\u7406\u73af\u5883\uff0c\u5982Apache Spark\u548cApache Hive\u7684\u670d\u52a1\u3002\u60a8\u53ef\u4ee5\u8f7b\u677e\u5730\u5728\u4e91\u73af\u5883\u4e2d\u6784\u5efaApache Spark\u96c6\u7fa4\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u4e9a\u9a6c\u900a\u667a\u80fd\u534f\u4f5c\u8005<\/h3>\n<p>Amazon SageMaker\u662f\u4e00\u4e2a\u63d0\u4f9b\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6784\u5efa\u5404\u79cd\u529f\u80fd\u7684\u670d\u52a1\u3002\u60a8\u53ef\u4ee5\u5229\u7528\u57fa\u4e8eApache Spark\u7684\u6570\u636e\u5904\u7406\u7ed3\u679c\u6765\u521b\u5efa\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u540c\u65f6\uff0c\u8fd8\u53ef\u4ee5\u4f7f\u7528Spark ML\uff08Apache Spark\u7684\u673a\u5668\u5b66\u4e60\u5e93\uff09\u6765\u6784\u5efa\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u670d\u52a1\u3002<br \/>\n\u4e9a\u9a6c\u900aSageMaker\u901a\u8fc7\u63d0\u4f9b\u5404\u79cd\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6784\u5efa\u529f\u80fd\u7684\u670d\u52a1\u6765\u5e2e\u52a9\u60a8\u3002(Alternative option) \u60a8\u53ef\u4ee5\u4f7f\u7528Apache Spark\u8fdb\u884c\u6570\u636e\u5904\u7406\uff0c\u7136\u540e\u4f7f\u7528\u5904\u7406\u7ed3\u679c\u6765\u521b\u5efa\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u60a8\u8fd8\u53ef\u4ee5\u4f7f\u7528Spark ML\uff08Apache Spark\u7684\u673a\u5668\u5b66\u4e60\u5e93\uff09\u6784\u5efa\u5e76\u63d0\u4f9b\u673a\u5668\u5b66\u4e60\u6a21\u578b\u670d\u52a1\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u4e9a\u9a6c\u900a\u963f\u817e\u5a1c\u3010\u5168\u65b0\u3011<\/h3>\n<p>Amazon Athena\u662f\u4e00\u4e2a\u80fd\u591f\u5728\u6784\u5efa\u5728Amazon S3\u4e0a\u7684\u6570\u636e\u6e56\u548c\u5404\u79cd\u6570\u636e\u6e90\u4e2d\u5bf9\u5927\u89c4\u6a21\u6570\u636e\u8fdb\u884c\u65e0\u670d\u52a1\u5668\u4ea4\u4e92\u5f0f\u67e5\u8be2\u7684\u670d\u52a1\u3002<\/p>\n<p>\u5728Re: Invent 2022\u5927\u4f1a\u4e0a\uff0c\u5ba3\u5e03\u4e86Amazon Athena for Apache Spark\u529f\u80fd\uff0c\u4f7f\u5f97\u9664\u4e86SQL\u4e4b\u5916\uff0c\u8fd8\u53ef\u4ee5\u4f7f\u7528Python\u8fdb\u884c\u5904\u7406\u3002<\/p>\n<p>\u8fc7\u53bb\uff0c\u4f7f\u7528SQL\u67e5\u8be2Amazon S3\u7684\u5927\u89c4\u6a21\u6570\u636e\u662f\u4e00\u9879\u670d\u52a1\uff0c\u4f46\u73b0\u5728\u5df2\u7ecf\u53d6\u5f97\u4e86\u663e\u8457\u7684\u8fdb\u6b65\u3002<\/p>\n<h3>\u4e9a\u9a6c\u900a\u7ea2\u79fb[\u65b0]<\/h3>\n<p>Amazon Redshift \u662f\u4e00\u79cd\u6570\u636e\u4ed3\u5e93\u670d\u52a1\u3002<\/p>\n<p>\u57282022\u5e74\u7684re:Invent\u5927\u4f1a\u4e0a\uff0c\u5ba3\u5e03\u4e86Amazon Redshift Integration for Apache Spark\u529f\u80fd\u3002\u8fd9\u4e2a\u529f\u80fd\u4f7f\u5f97\u5728Amazon EMR\u3001AWS Glue\u548cAmazon SageMaker\u4e0a\u8fdb\u884cSpark\u5904\u7406\u65f6\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u8bfb\u5199Redshift\u4e0a\u7684\u6570\u636e\u3002\uff08\u4ee5\u524d\u9700\u8981\u4f7f\u7528\u7b2c\u4e09\u65b9\u8fde\u63a5\u5668\u6765\u5b9e\u73b0\u3002\uff09<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5728 AWS \u4e0a\u7684 Databricks<\/h2>\n<p>\u9664\u4e86\u6211\u4eec\u4e4b\u524d\u63d0\u5230\u7684AWS\u6258\u7ba1\u670d\u52a1\u4e4b\u5916\uff0c\u8fd8\u6709Databricks\u4f5c\u4e3a\u5728AWS\u4e0a\u4f7f\u7528Apache Spark\u7684\u9009\u62e9\u3002Databricks\u662f\u7531Apache Spark\u7684\u521b\u59cb\u4ebaMatei Zaharia\u548cAli Ghodsi\u5171\u540c\u521b\u529e\u7684\u516c\u53f8\u3002\u8be5\u516c\u53f8\u4ee5&#8221;AI\u548c\u6570\u636e\u7684\u6c11\u4e3b\u5316&#8221;\u4e3a\u4f7f\u547d\u3002\u4ed6\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a\u96c6\u6210\u6570\u636e\u5206\u6790\u5e73\u53f0\uff0c\u7ed3\u5408\u4e86Apache Spark\u3001MLflow\u548cDelta Lake\u7b49\u5f00\u6e90\u8f6f\u4ef6\u3002<\/p>\n<h1>\u4e3a\u4ec0\u4e48\u9009\u62e9\u300c\u7528\u4e8eApache Spark\u300d\u5462\uff1f<\/h1>\n<p>\u6211\u5011\u5c07\u8a0e\u8ad6\u70ba\u4ec0\u9ebc\u73fe\u5728\u662f&#8221;\u95dc\u65bcApache Spark&#8221;\u7684\u6642\u5019\u3002<\/p>\n<h2>SQL &#8220;\u548c Python&#8221;<\/h2>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d2c3737434c4406c4cff2\/35-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u8fd9\u5e76\u4e0d\u662f\u8bf4SQL\u53d8\u5f97\u4e0d\u518d\u9700\u8981\uff0c\u800c\u662f\u610f\u5473\u7740\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5b83\u53ef\u80fd\u4f1a\u53d8\u5f97\u4e0d\u591f\u6ee1\u8db3\u9700\u6c42\u3002\u4f8b\u5982\uff0c<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u51e6\u7406\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u304c\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304b\u3089\u6e96\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u30fb\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u307e\u3067\u5e83\u304c\u3063\u3066\u3044\u308b\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30c7\u30fc\u30bf\u51e6\u7406\u306bAPI\uff08\u4f8b\u3048\u3070\u3001Amazon SageMaker\u306b\u3088\u308b\u63a8\u8ad6\u51e6\u7406\uff09\u3092\u547c\u3073\u51fa\u3057\u305f\u308a\u3001\u30c7\u30fc\u30bf\u52a0\u5de5\u51e6\u7406\u5185\u5bb9\u304c\u9ad8\u5ea6\u5316\u3057\u3066\u3044\u308b\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\uff08\u6a5f\u68b0\u5b66\u7fd2\u306e\u524d\u51e6\u7406\uff09\u306a\u3069SQL\u3067\u306f\u5b9f\u65bd\u304c\u96e3\u3057\u3044\u30c7\u30fc\u30bf\u52a0\u5de5\u51e6\u7406\u304c\u5897\u3048\u3066\u3044\u308b\u3002<\/ul>\n<p>\u6211\u89c9\u5f97\u6709\u7c7b\u4f3c\u7684\u4e1c\u897f\u5b58\u5728\u3002<\/p>\n<p>\u9488\u5bf9\u8fd9\u4e2a\u4efb\u52a1\uff0c\u4f7f\u7528\u4e86\u66f4\u4e30\u5bcc\u7684API\u548c\u5916\u90e8\u5e93\u4e4b\u7c7b\u7684\u5de5\u5177\uff0c\u56e0\u6b64\u9009\u62e9\u4e86Python\u3002\u4e3a\u4e86\u5c06Python\u7684\u80fd\u529b\u5e94\u7528\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\uff0c\u4f3c\u4e4e\u6b63\u5728\u4f7f\u7528Apache Spark\u3002<\/p>\n<h2>\u53ef\u6269\u5c55\u7684Python\u79cd\u7c7b<\/h2>\n<p>\u636e\u8bf4Python\u7684\u53ef\u6269\u5c55\u6027\u5728\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u4e2d\u53ef\u4f7f\u7528Apache Spark\uff0c\u4f46\u5176\u4ed6\u8f6f\u4ef6\u4e0d\u884c\u5417\uff1f<\/p>\n<p>\u5728re:Invent\u4e0a\u6709\u4e00\u4e2a\u65b0\u7684\u4ea7\u54c1\u53d1\u5e03\uff0c\u5b83\u5c31\u662f&#8221;Ray&#8221;\u3002<br \/>\n\u53e6\u5916\uff0c\u8fd8\u6709AWS Glue for Ray\u7684\u53d1\u5e03\u3002<\/p>\n<p>\u5728 re:Invent \u6570\u4e2a\u6708\u540e\uff0cDatabricks \u5ba3\u5e03\u5728\u5176\u5e73\u53f0\u4e0a\u652f\u6301 Ray\uff0c\u5e76\u4e14\u8fd8\u53ef\u4ee5\u5728 Apache Spark \u96c6\u7fa4\u4e0a\u4f7f\u7528\u3002<\/p>\n<p>\u4e00\u822c\u800c\u8a00\uff0c\u5c0d\u65bc\u6578\u64da\u8655\u7406\u5de5\u4f5c\u8ca0\u8f09\uff0c\u4eba\u5011\u8a8d\u70baApache Spark\u662f\u5f37\u5927\u7684\uff0c\u800c\u5c0d\u65bc\u6a5f\u5668\u5b78\u7fd2\u5de5\u4f5c\u8ca0\u8f09\uff0c\u5247\u8a8d\u70baRay\u662f\u5f37\u5927\u7684\u3002<\/p>\n<h2>DWH\u670d\u52a1\u7684\u8d8b\u52bf<\/h2>\n<p>\u6839\u636e\u4e0a\u8ff0\u8bf4\u660e\uff0c\u4f3c\u4e4e\u53ef\u4ee5\u63cf\u8ff0Amazon Athena\u548cAmazon Redshift\u5bf9\u4e8eApache Spark\u7684\u652f\u6301\u60c5\u51b5\u3002<\/p>\n<p>\u8bf7\u95ee\u5176\u4ed6\u7684DWH\u670d\u52a1\u600e\u4e48\u6837\u5462\uff1f<br \/>\n\u5728GCP\u4e2d\uff0cBigQuery\u5df2\u7ecf\u57282022\u5e744\u6708\u53d1\u5e03\u4e86\u96c6\u6210\u4e86Apache Spark\u7684BigLake\u3002<br \/>\n\u6b64\u5916\uff0cSnowflake\u57282021\u5e74\u53d1\u5e03\u4e86\u540d\u4e3aSnowpark\u7684API\uff0c\u53ef\u4ee5\u4f7f\u7528\u9664\u4e86SQL\u4ee5\u5916\u7684\u8bf8\u5982Python\u7b49\u5176\u4ed6\u8bed\u8a00\u8fdb\u884c\u6570\u636e\u5904\u7406\u548c\u673a\u5668\u5b66\u4e60\u3002<\/p>\n<p>\u53ef\u4ee5\u770b\u51fa\uff0c\u9664\u4e86AWS\u4e4b\u5916\uff0c\u5176\u4ed6\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\u4e5f\u5b58\u5728\u7c7b\u4f3c\u7684\u8d8b\u52bf\u3002<\/p>\n<p>\u6211\u8ba4\u4e3a\uff0c\u968f\u7740\u6570\u636e\u7c7b\u578b\u7684\u591a\u6837\u5316\u548c\u673a\u5668\u5b66\u4e60\u7b49\u7528\u4f8b\u7684\u591a\u6837\u5316\uff0c\u6570\u636e\u4ed3\u5e93\u670d\u52a1\u6b63\u5728\u901a\u8fc7\u5438\u7eb3\u6570\u636e\u6e56\u670d\u52a1\u64c5\u957f\u7684\u529f\u80fd\u6765\u8fdb\u5316\u3002<\/p>\n<h1>\u6570\u636e\u6e56\u670d\u52a1\u7684\u8d8b\u52bf<\/h1>\n<p>\u90a3\u4e48\uff0c\u76f8\u53cd\uff0cAWS Glue\u548cAmazon EMR\u7b49\u6570\u636e\u6e56\u670d\u52a1\u6709\u54ea\u4e9b\u8d8b\u52bf\u5462\uff1f<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d2c3737434c4406c4cff2\/52-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u5728EMR\u4e2d\uff0c \u6700\u65b0\u7684\u8fd0\u884c\u65f6\u7248\u672c6.9.0\u540c\u6837\u652f\u6301\u76f8\u540c\u7684\u5b58\u50a8\u683c\u5f0f\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Amazon EMR 6.8 \u304c Apache Hudi 0.11.1 \u304a\u3088\u3073 Apache Iceberg 0.14.0 \u3092\u30b5\u30dd\u30fc\u30c8<\/ul>\n<\/li>\n<\/ul>\n<p>Delta Lake &#8211; Amazon EMR: Amazon EMR \u30ea\u30ea\u30fc\u30b9 6.9.0 \u4ee5\u964d\u3001\u30c7\u30eb\u30bf\u30ec\u30a4\u30af\u30c6\u30fc\u30d6\u30eb\u3092\u542b\u3080 Amazon EMR \u30af\u30e9\u30b9\u30bf\u30fc\u3067 Apache Spark 3.x \u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d2c3737434c4406c4cff2\/56-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u9996\u5148\uff0c\u5728\u652f\u6301\u8fd9\u4e9b\u5b58\u50a8\u683c\u5f0f\u4e4b\u524d\uff0cLake Formation\u7684\u7ba1\u7406\u8868\u5df2\u7ecf\u5b9e\u73b0\u4e86\u8fd9\u4e9bACID\u4e8b\u52a1\u548c\u65f6\u95f4\u65c5\u884c\u529f\u80fd\u3002<\/p>\n<p>\u4ece\u4ee5\u4e0a\u7684\u63cf\u8ff0\u53ef\u4ee5\u770b\u51fa\uff0c\u6570\u636e\u6e56\u670d\u52a1\u4f3c\u4e4e\u5728\u5438\u6536\u6570\u636e\u4ed3\u5e93\u670d\u52a1\u7684\u529f\u80fd\uff0c\u4f8b\u5982ACID\u4e8b\u52a1\u548c\u65f6\u95f4\u65c5\u884c\uff0c\u4ee5\u5b9e\u73b0\u5176\u6f14\u8fdb\u3002<\/p>\n<h1>\u6570\u636e\u5de5\u7a0b\u8d8b\u52bf<\/h1>\n<p>\u6211\u4eec\u4ee5\u300cApache Spark\u300d\u4e3a\u8d77\u70b9\uff0c\u8003\u5bdf\u4e86\u5404\u79cd\u670d\u52a1\u7684\u66f4\u65b0\u5185\u5bb9\u3002\u6b63\u5982\u6211\u4eec\u6240\u770b\u5230\u7684\uff0c\u6570\u636e\u4ed3\u5e93\u670d\u52a1\u548c\u6570\u636e\u6e56\u670d\u52a1\u4f3c\u4e4e\u5728\u4e92\u8865\u5404\u81ea\u7684\u529f\u80fd\u6269\u5c55\u3002\u672a\u6765\uff0c\u8fd9\u4e9b\u670d\u52a1\u5c06\u5982\u4f55\u53d1\u5c55\uff1f<\/p>\n<h2>DWH + \u6570\u636e\u6e56 = \u6570\u636e\u6e56\u4ed3\u5e93<\/h2>\n<p>\u5728\u4e2d\u56fd\uff0c\u53ef\u4ee5\u8003\u8651\u7684\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\u662f\u201c\u6570\u636e\u6e56\u4ed3\u5e93\u201d\u3002\u6570\u636e\u6e56\u4ed3\u5e93\u662fDatabricks\u516c\u53f8\u63d0\u51fa\u7684\u4e00\u79cd\u96c6\u6210\u6570\u636e\u6e56\u548c\u6570\u636e\u4ed3\u5e93\u4f18\u70b9\u7684\u65b0\u578b\u6570\u636e\u57fa\u7840\u67b6\u6784\u5e73\u53f0\u6982\u5ff5\u3002\u6570\u636e\u6e56\u548c\u6570\u636e\u4ed3\u5e93\u662f\u4e24\u4e2a\u8bcd\u7684\u7ec4\u5408<\/p>\n<p>\u8fd9\u79cd\u601d\u7ef4\u65b9\u5f0f\u5df2\u7ecf\u5728AWS\u7b49\u5176\u4ed6\u516c\u53f8\u4e2d\u5f97\u5230\u4e86\u63a8\u5e7f\uff0c\u5e76\u4e14\u5728\u300aGartner\u6570\u636e\u7ba1\u7406\u7092\u4f5c\u5468\u671f\u300b\u4e2d\u4e5f\u88ab\u4f5c\u4e3a\u5173\u952e\u8bcd\u6765\u8fdb\u884c\u5904\u7406\u3002<\/p>\n<p>\u7c7b\u4f3c\u4e8e\u6570\u636e\u6e56\u67b6\u6784\uff0c\u5177\u5907\u5904\u7406\u591a\u6837\u5316\u3001\u5404\u79cd\u89c4\u6a21\u6570\u636e\u4ee5\u53ca\u5e94\u5bf9\u5404\u79cd\u7528\u4f8b\uff0c\u5305\u62ec\u5206\u6790\u3001\u5546\u4e1a\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u7b49\u80fd\u529b\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u6b63\u5728\u6210\u4e3a\u8d8b\u52bf\uff0c\u60a8\u8ba4\u4e3a\u5462\uff1f<\/p>\n<h2>\u6709\u5173\u6570\u636e\u6e56\u7684\u53c2\u8003\u4fe1\u606f\u3002<\/h2>\n<p>\u4e3a\u4e86\u90a3\u4e9b\u60f3\u8981\u66f4\u8be6\u7ec6\u4e86\u89e3\u6570\u636e\u6e56\u67b6\u6784\u7684\u4eba\u63d0\u4f9b\u53c2\u8003\u4fe1\u606f\u3002<\/p>\n<p>\u6bd4\u5c14\u00b7\u56e0\u8499\uff08Bill Inmon\uff09\u5148\u751f\u662f\u88ab\u8a89\u4e3a\u6570\u636e\u4ed3\u5e93\u4e4b\u7236\u7684\uff0c\u5728\u4ed6\u7684\u8457\u4f5c\u4e2d\u8bb2\u8ff0\u4e86\u8be5\u6982\u5ff5\u3002\uff08\u8fd9\u662f\u6743\u5a01\u6027\u7684\u4fe1\u606f\u6e90\uff0c\u4f46\u4e5f\u5f88\u96be\u7406\u89e3\u3002\uff09<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Building the Data Lakehouse<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">The Data Lakehouse Architecture<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Rise of the Data Lakehouse<\/ul>\n<p>&nbsp;<\/p>\n<p>\u5728AWS\u4e2d\uff0c\u4e5f\u6709\u5173\u4e8e\u6570\u636e\u4ed3\u5e93\u7684\u76f8\u5173\u4fe1\u606f\u516c\u5f00\u53d1\u5e03\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Databricks on AWS<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u30bb\u30ad\u30e5\u30a2\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u3092\u5b9f\u73fe\u3059\u308b Lake house architecture on AWS<\/ul>\n<p>&nbsp;<\/p>\n<p>\u5982\u679c\u60a8\u6709\u5174\u8da3\u7684\u8bdd\uff0c\u6211\u4e5f\u5199\u4e86\u4e00\u7bc7\u5173\u4e8e\u6570\u636e\u6e56\u7684\u89e3\u91ca\u6587\u7ae0\u3002\u8bf7\u968f\u610f\u9605\u8bfb\u3002<\/p>\n<ul class=\"post-ul\">\u30b5\u30a4\u30ed\u5316\u3092\u89e3\u6d88\u3057\u300c\u30c7\u30fc\u30bf\u3068AI\u306e\u6c11\u4e3b\u5316\u300d\u3092\u52a0\u901f DWH\u3068\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u6e9d\u3092\u57cb\u3081\u308b\u6c7a\u5b9a\u6253\u3068\u306f\uff1f<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5411\u7740\u66f4\u52a0\u7cbe\u7ec6\u5316\u7684\u6570\u636e\u6e56\u8f6c\u53d8<\/h2>\n<p>\u6570\u636e\u6e56\u67b6\u6784\u4ee5\u524d\u5df2\u7ecf\u901a\u8fc7\u7ec4\u5408DWH\u670d\u52a1\u548c\u6570\u636e\u6e56\u670d\u52a1\u7684\u65b9\u5f0f\u5b9e\u73b0\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u540c\u65f6\u4f7f\u7528R Amazon Redshift\u548cAWS Glue\u3002\u8fd9\u79cd\u67b6\u6784\u53ef\u4ee5\u6ee1\u8db3\u591a\u6837\u5316\u7684\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u7528\u4f8b\uff0c\u4f46\u4ecd\u7136\u5b58\u5728\u4e00\u4e9b\u95ee\u9898\uff0c\u6bd4\u5982\u9700\u8981\u5728\u4e24\u4e2a\u670d\u52a1\u4e4b\u95f4\u5b9e\u73b0\u6570\u636e\u4f20\u8f93\u6210\u672c\u3001\u6cbb\u7406\u548c\u5b89\u5168\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0cAmazon Athena for Apache 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