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Kafka\u3001Apache Pulsar\u3001Azure EventHub\u3001AWS Kinesis\u3001GCP 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decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7d81913a08637a6a00c3\/6-0.png\" alt=\"\" \/><\/div>\n<p>\u6839\u636e\u56fe\u793a\uff0c\u6765\u81ea\u5404\u79cd\u6e90\u7cfb\u7edf\u7684\u6570\u636e\u9996\u5148\u5230\u8fbe\u5bf9\u8c61\u5b58\u50a8\u6216\u6d88\u606f\u603b\u7ebf\u7684\u6682\u5b58\u533a\u57df\u3002\u8fd9\u4e9b\u6570\u636e\u5c06\u901a\u8fc7\u6d88\u606f\u603b\u7ebf\u7684\u6d41\u5f0f\u8fde\u63a5\u5668\u6216\u5bf9\u8c61\u5b58\u50a8\u7684\u81ea\u52a8\u52a0\u8f7d\u7a0b\u5e8f\u5bfc\u5165\u5230\u6570\u636e\u6e56\u4e2d\u3002Delta Live Tables\uff08DLT\uff09\u4f7f\u7528\u7b80\u5355\u7684\u58f0\u660e\u6027\u65b9\u6cd5\u521b\u5efa\u53ef\u9760\u7684\u6279\u5904\u7406\u6570\u636e\u548c\u6d41\u5f0f\u6570\u636e\u7ba1\u9053\uff0c\u5e76\u5b8c\u5168\u7ba1\u7406\u5927\u89c4\u6a21\u57fa\u7840\u67b6\u6784\u3002\u5b83\u57fa\u4e8eSpark\u7684\u7ed3\u6784\u5316\u6d41\u5904\u7406\uff0c\u4f46\u672c\u6587\u4e0d\u6db5\u76d6\u8fd9\u4e2a\u4e3b\u9898\u3002\u63a5\u4e0b\u6765\u7684\u7ae0\u8282\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u4ece\u8fd9\u4e9b\u6e90\u83b7\u53d6\u6d41\u5f0f\u6570\u636e\u65f6\u9762\u4e34\u7684\u4e00\u4e9b\u6311\u6218\u3002<\/p>\n<h1>\u4ece\u5bf9\u8c61\u5b58\u50a8\u4e2d\u5bfc\u5165\u6570\u636e\uff1a\u81ea\u52a8\u52a0\u8f7d\u5668<\/h1>\n<p>\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u6587\u4ef6\u4e0e\u6279\u91cf\u6570\u636e\u5bfc\u5165\u76f8\u5173\u3002\u7136\u800c\uff0c\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0c\u4ece\u5404\u79cd\u6765\u6e90\u8fde\u7eed\u5730\u4ee5\u6587\u4ef6\u683c\u5f0f\u5bfc\u5165\u6570\u636e\u5230\u57fa\u4e8e\u4e91\u7684\u5bf9\u8c61\u5b58\u50a8\u6210\u4e3a\u4e00\u79cd\u5e38\u89c1\u7684\u6a21\u5f0f\u3002\u901a\u5e38\uff0c\u8fd9\u79cd\u6a21\u5f0f\u5728\u9700\u8981\u5141\u8bb8\u51e0\u5206\u949f\u5ef6\u8fdf\u7684\u8fd1\u5b9e\u65f6\u5904\u7406\u7684\u7528\u4f8b\u4e2d\u88ab\u5e7f\u6cdb\u5e94\u7528\u3002\u6b64\u5916\uff0c\u8fd8\u9700\u8981\u786e\u4fdd\u4ec5\u5904\u7406\u4e00\u6b21\u3001\u91cd\u65b0\u5904\u7406\u5931\u8d25\u7684\u5bfc\u5165\u4f5c\u4e1a\u3001\u65f6\u95f4\u65c5\u884c\u4ee5\u53ca\u6a21\u5f0f\u6f02\u79fb\u7b49\u975e\u529f\u80fd\u6027\u8981\u6c42\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u91ca\u4ece\u4e91\u5bf9\u8c61\u5b58\u50a8\u52a0\u8f7d\u5230\u6570\u636e\u6e56\u65f6\u9762\u4e34\u7684\u6311\u6218\uff0c\u5e76\u6539\u5584\u5ba2\u6237\u4f53\u9a8c\u5e76\u68c0\u6d4b\u6b3a\u8bc8\u652f\u4ed8\uff0c\u6211\u4eec\u8003\u8651\u8bbe\u8ba1\u4e00\u4e2a\u80fd\u591f\u5b9e\u65f6\u5904\u7406\u4fe1\u7528\u5361\u652f\u4ed8\u7684\u7cfb\u7edf\u3002\u901a\u5e38\uff0c\u6765\u81ea\u4e0d\u540c\u652f\u4ed8\u6e20\u9053\u7684\u4ea4\u6613\u4f1a\u88ab\u5408\u5e76\u6210\u5bf9\u8c61\u5b58\u50a8\u4e2d\u7684\u6587\u4ef6\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u8fdb\u884c\u5206\u6790\uff0c\u6211\u4eec\u9700\u8981\u5c06\u8fd9\u4e9b\u6587\u4ef6\u5bfc\u5165\u6570\u636e\u6e56\u3002\u7531\u4e8e\u8fd9\u4e9b\u662f\u652f\u4ed8\u4ea4\u6613\uff0c\u6240\u4ee5\u9700\u8981\u786e\u4fdd\u5b83\u4eec\u53ea\u88ab\u5904\u7406\u4e00\u6b21\uff0c\u5e76\u5728\u5904\u7406\u5931\u8d25\u65f6\u80fd\u591f\u4fdd\u8bc1\u4e0d\u91cd\u590d\u5904\u7406\u3002\u5728AWS\u4e91\u4e0a\u8fdb\u884c\u8fd9\u79cd\u5904\u7406\u65f6\uff0c\u9700\u8981\u4f7f\u7528\u4ee5\u4e0b\u590d\u6742\u7684\u67b6\u6784\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Amazon SQS(Simple Queue Service)\u3092\u7528\u3044\u3066\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u65b9\u6cd5\u3067Amazon S3\u306b\u5230\u7740\u3059\u308b\u652f\u6255\u3044\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u30d5\u30a1\u30a4\u30eb\u3092\u8ffd\u8de1<\/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\">Amazon SQL\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u51fa\u3057\u3001\u5f8c\u6bb5\u306e\u51e6\u7406\u3092\u30c8\u30ea\u30ac\u30fc\u3059\u308bAmazon Lambda Functions<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u5236\u5fa1\u30c6\u30fc\u30d6\u30eb\u3092\u7528\u3044\u305f\u652f\u6255\u3044\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u30d5\u30a1\u30a4\u30eb\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u306e\u76e3\u67fb<\/ul>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7d81913a08637a6a00c3\/12-0.png\" alt=\"\" \/><\/div>\n<p>\u4e3b\u8981\u6311\u6218\u662f\u8ddf\u8e2a\u5927\u91cf\u5230\u8fbe\u5bf9\u8c61\u5b58\u50a8\u7684\u6587\u4ef6\uff0c\u786e\u4fdd\u5bf9\u8fd9\u4e9b\u6587\u4ef6\u8fdb\u884c\u4e00\u6b21\u6027\u5904\u7406\uff0c\u5e76\u7ba1\u7406\u6765\u81ea\u4e0d\u540c\u652f\u4ed8\u6e20\u9053\u7684\u4e0d\u540c\u6a21\u5f0f\u3002<\/p>\n<p>Auto Loader\u662f\u4e00\u79cd\u4e91\u5bf9\u8c61\u5b58\u50a8\u65b9\u5f0f\uff0c\u5f53\u65b0\u6587\u4ef6\u5230\u8fbe\u65f6\uff0c\u5b83\u4f1a\u9010\u6b65\u5904\u7406\uff0c\u7528\u6237\u4e0d\u9700\u8981\u5f00\u53d1\u5b9a\u5236\u5e94\u7528\u7a0b\u5e8f\uff0c\u4f7f\u6d41\u6570\u636e\u7684\u5bfc\u5165\u53d8\u5f97\u7b80\u5355\u3002\u901a\u8fc7\u4fdd\u6301\u5185\u90e8\u72b6\u6001\uff0c\u5b83\u53ef\u4ee5\u8ffd\u8e2a\u5df2\u5904\u7406\u7684\u6587\u4ef6\u3002\u5982\u679c\u5904\u7406\u5931\u8d25\uff0c\u5b83\u5c06\u4f7f\u7528\u8fd9\u4e2a\u72b6\u6001\u4fe1\u606f\u4ece\u4e0a\u6b21\u5904\u7406\u7684\u6587\u4ef6\u5f00\u59cb\u3002\u6b64\u5916\uff0c\u5982\u679c\u9700\u8981\u91cd\u65b0\u6267\u884c\u3001\u91cd\u65b0\u5904\u7406\u6570\u636e\uff0c\u5b83\u8fd8\u63d0\u4f9b\u4e86\u5904\u7406\u76ee\u5f55\u4e2d\u73b0\u6709\u6587\u4ef6\u7684\u9009\u9879\u3002Auto Loader\u7684\u4f18\u70b9\u5305\u62ec\u4ee5\u4e0b\u51e0\u70b9\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u6570\u5341\u5104\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u51e6\u7406\u3067\u304d\u308b\u80fd\u529b<\/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\">\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u6700\u9069\u5229\u7528\u3092\u7528\u3044\u305f\u975e\u540c\u671f\u30d0\u30c3\u30af\u30d5\u30a3\u30eb<\/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\">\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u6700\u9069\u5316\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u4e00\u89a7<\/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\">\u30b9\u30ad\u30fc\u30de\u306e\u63a8\u5b9a\u3068\u30b9\u30ad\u30fc\u30de\u30c9\u30ea\u30d5\u30c8\u3078\u306e\u5bfe\u5fdc<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u81ea\u52d5\u30d5\u30a1\u30a4\u30eb\u901a\u77e5\u30b5\u30fc\u30d3\u30b9\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u308b\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044\u30d5\u30a1\u30a4\u30eb\u901a\u77e5<\/ul>\n<h2>Auto Loader\u7684\u5de5\u4f5c\u539f\u7406\u662f\u600e\u6837\u7684\uff1f<\/h2>\n<p>Auto Loader\u6709\u4e24\u79cd\u6a21\u5f0f\u6765\u68c0\u6d4b\u65b0\u6587\u4ef6\uff1a\u6587\u4ef6\u901a\u77e5\u548c\u76ee\u5f55\u5217\u8868\u3002<\/p>\n<p>\u6587\u4ef6\u901a\u77e5\uff1aAuto Loader\u53ef\u4ee5\u8ba2\u9605\u6765\u81ea\u8f93\u5165\u76ee\u5f55\u7684\u4e8b\u4ef6\u901a\u77e5\uff0c\u5e76\u81ea\u52a8\u8bbe\u7f6e\u961f\u5217\u670d\u52a1\u3002\u6587\u4ef6\u901a\u77e5\u6a21\u5f0f\u5177\u6709\u9ad8\u6027\u80fd\uff0c\u53ef\u4ee5\u6269\u5c55\u5230\u5b58\u50a8\u5927\u91cf\u6587\u4ef6\u7684\u8f93\u5165\u76ee\u5f55\uff0c\u4f46\u9700\u8981\u989d\u5916\u7684\u4e91\u8bbf\u95ee\u6743\u9650\u3002\u8be5\u9009\u9879\u9002\u7528\u4e8e\u6587\u4ef6\u4e0d\u6309\u987a\u5e8f\u5230\u8fbe\u7684\u60c5\u51b5\uff0c\u65e0\u9700\u8bbe\u7f6e\u961f\u5217\u6216\u901a\u77e5\u3002\u8981\u542f\u7528\u6b64\u6a21\u5f0f\uff0c\u8bf7\u5c06\u9009\u9879cloudFiles.useNotifications\u8bbe\u7f6e\u4e3atrue\uff0c\u5e76\u6307\u5b9a\u521b\u5efa\u4e91\u8d44\u6e90\u6240\u9700\u7684\u8bbf\u95ee\u6743\u9650\u3002\u6709\u5173\u6587\u4ef6\u901a\u77e5\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u6b64\u5904\u3002<\/p>\n<p>\u76ee\u5f55\u5217\u8868\uff1a\u53e6\u4e00\u79cd\u786e\u5b9a\u65b0\u6587\u4ef6\u7684\u65b9\u6cd5\u662f\u5217\u51fa\u7531Auto Loader\u8bbe\u7f6e\u7684\u8f93\u5165\u76ee\u5f55\u3002\u901a\u8fc7\u4f7f\u7528\u76ee\u5f55\u5217\u8868\u6a21\u5f0f\uff0c\u53ef\u4ee5\u5728\u6ca1\u6709\u5bf9\u6570\u636e\u8bbf\u95ee\u6743\u9650\u4e4b\u5916\u7684\u6743\u9650\u7684\u60c5\u51b5\u4e0b\u542f\u52a8Auto Loader\u6d41\u3002\u5728Databricks Runtime 9.1\u53ca\u66f4\u9ad8\u7248\u672c\u4e2d\uff0cAuto Loader\u4f1a\u81ea\u52a8\u68c0\u6d4b\u5230\u6587\u4ef6\u5728\u4e91\u5b58\u50a8\u4e2d\u662f\u5426\u6309\u987a\u5e8f\u5230\u8fbe\uff0c\u5e76\u5927\u5927\u51cf\u5c11\u68c0\u6d4b\u65b0\u6587\u4ef6\u6240\u9700\u7684API\u8c03\u7528\u603b\u6570\u3002\u5728\u9ed8\u8ba4\u6a21\u5f0f\u4e0b\uff0c\u4f1a\u5728\u8fde\u7eed7\u6b21\u589e\u91cf\u76ee\u5f55\u5217\u8868\u4e4b\u540e\u6267\u884c\u5b8c\u6574\u76ee\u5f55\u5217\u8868\u3002\u4f46\u662f\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u8bbe\u7f6ecloudFiles.backfillInterval\u6765\u8c03\u6574\u5b8c\u6574\u76ee\u5f55\u5217\u8868\u7684\u9891\u7387\u3002\u4f7f\u7528\u8bbe\u7f6ecloudFiles.useIncrementalListing\u53ef\u4ee5\u660e\u786e\u542f\u7528\u6216\u7981\u7528\u589e\u91cf\u5217\u8868\u3002\u4e00\u65e6\u660e\u786e\u542f\u7528\u6b64\u8bbe\u7f6e\uff0cAuto Loader\u5c06\u4e0d\u4f1a\u89e6\u53d1\u5b8c\u6574\u5217\u8868\u3002\u6709\u5173\u76ee\u5f55\u5217\u8868\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u6b64\u5904\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7d81913a08637a6a00c3\/20-0.png\" alt=\"\" \/><\/div>\n<h1>\u4ece\u6d88\u606f\u603b\u7ebf\u4e2d\u63d0\u53d6\u6570\u636e\u3002<\/h1>\n<p>\u6d41\u5a92\u4f53\u6570\u636e\u672c\u8eab\u6ca1\u6709\u8fb9\u754c\u3002\u8fd9\u4e9b\u6570\u636e\u88ab\u6682\u5b58\u4e3a\u7f13\u51b2\u533a\uff0c\u5e76\u4f5c\u4e3a\u6d88\u606f\u603b\u7ebf\u8fdb\u884c\u5206\u9636\u6bb5\uff0c\u591a\u4e2a\u751f\u4ea7\u8005\u53ef\u4ee5\u5199\u5165\uff0c\u5927\u91cf\u7684\u6d88\u8d39\u8005\u53ef\u4ee5\u8fdb\u884c\u5f02\u6b65\u901a\u4fe1\u3002\u6d88\u606f\u603b\u7ebf\u5e7f\u6cdb\u5e94\u7528\u4e8e\u4f4e\u5ef6\u8fdf\u7684\u4f7f\u7528\u6848\u4f8b\uff0c\u5982\u6b3a\u8bc8\u68c0\u6d4b\u3001\u91d1\u878d\u8d44\u4ea7\u4ea4\u6613\u3001\u6e38\u620f\u7b49\u3002\u77e5\u540d\u7684\u6d88\u606f\u603b\u7ebf\u5305\u62ecApache Kafka\u3001Apache Pulsar\u3001Azure EventHubs\u3001Amazon Kinesis\u3001Google Cloud Pub\/Sub\u7b49\u3002\u7136\u800c\uff0c\u8fde\u7eed\u6570\u636e\u91c7\u96c6\u9762\u4e34\u53ef\u4f38\u7f29\u6027\u3001\u53ef\u6062\u590d\u6027\u3001\u5bb9\u9519\u6027\u7b49\u95ee\u9898\u3002<\/p>\n<p>\u5728\u4ece\u6d88\u606f\u603b\u7ebf\u5230\u6e56\u5c4b\u7684\u63d0\u53d6\u4e2d\uff0c\u901a\u8fc7\u4f7f\u7528\u660e\u786e\u7684Spark\u7ed3\u6784\u5316\u6d41(SS)\u6d41\u6c34\u7ebf\uff0c\u53ef\u4ee5\u5b9e\u4f8b\u5316\u9002\u7528\u4e8e\u6d88\u606f\u603b\u7ebf\u7684\u6b63\u786e\u6e90\u8fde\u63a5\u5668\u548c\u6e56\u5c4b\u7684\u63a5\u6536\u5668\u8fde\u63a5\u5668\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4e3b\u8981\u95ee\u9898\u662f\u541e\u5410\u91cf\u548c\u5bb9\u9519\u6027\u3002<\/p>\n<p>\u5ef6\u8fdf\uff1a\u5e76\u4e0d\u603b\u662f\u6709\u5229\u4e8e\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u3002\u9009\u62e9\u9002\u5f53\u7684\u5ef6\u8fdf\u53ef\u4ee5\u964d\u4f4e\u6210\u672c\uff0c\u4f46\u51c6\u786e\u6027\u548c\u6210\u672c\u662f\u4e00\u79cd\u6743\u8861\u5173\u7cfb\u3002Spark\u7ed3\u6784\u5316\u6d41\u5904\u7406\u53ef\u4ee5\u901a\u8fc7\u5b9a\u4e49\u6d41\u6570\u636e\u5904\u7406\u7684\u89e6\u53d1\u5668\u6765\u9010\u6b65\u63a7\u5236\u3002\u901a\u8fc7\u7f29\u77ed\u89e6\u53d1\u5668\u5468\u671f\uff0c\u53ef\u4ee5\u5b9e\u73b0Spark\u7ed3\u6784\u5316\u6d41\u5904\u7406\u4f5c\u4e1a\u7684\u4f4e\u5ef6\u8fdf\u3002\u5efa\u8bae\u6839\u636e\u5ef6\u8fdf\u8981\u6c42\u548c\u6570\u636e\u6e90\u5230\u8fbe\u901f\u5ea6\u7684\u5e73\u8861\u6765\u8bbe\u7f6e\u7ed3\u6784\u5316\u6d41\u5904\u7406\u7684\u89e6\u53d1\u5668\u95f4\u9694\u3002\u5982\u679c\u8bbe\u7f6e\u4e00\u4e2a\u975e\u5e38\u5c0f\u7684\u89e6\u53d1\u5668\u5468\u671f\uff0c\u7cfb\u7edf\u53ef\u80fd\u4f1a\u8fc7\u4e8e\u9891\u7e41\u5730\u68c0\u67e5\u65b0\u6570\u636e\u7684\u5230\u8fbe\u60c5\u51b5\u3002<\/p>\n<p>Spark\u7684\u7ed3\u6784\u5316\u6d41\u6709\u4e09\u79cd\u89e6\u53d1\u7c7b\u578b\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30c7\u30d5\u30a9\u30eb\u30c8: \u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f\u3001Spark\u306e\u69cb\u9020\u5316\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u306f\u524d\u56de\u306e\u30d0\u30c3\u30c1\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3059\u3050\u306b\u6b21\u306e\u30d0\u30c3\u30c1\u3092\u51e6\u7406\u3057\u307e\u3059\u3002\u591a\u304f\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u306f\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30c8\u30ea\u30ac\u30fc\u304c\u307f\u306a\u3055\u307e\u306e\u8981\u4ef6\u306b\u9069\u3057\u3066\u3044\u307e\u3059\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\">\u56fa\u5b9a\u30a4\u30f3\u30bf\u30fc\u30d0\u30eb: 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Kafka\u4e4b\u95f4\u67091:1\u7684\u6620\u5c04\u5173\u7cfb\u3002\u7136\u800c\uff0c\u5728AWS Kinesis\u4e2d\uff0c\u6d88\u606f\u88ab\u9884\u53d6\u5230\u5185\u5b58\u4e2d\uff0c\u56e0\u6b64Kinesis\u7684\u5206\u7247\u548cSpark\u4efb\u52a1\u4e4b\u95f4\u4e0d\u5b58\u5728\u76f4\u63a5\u6620\u5c04\u5173\u7cfb\u3002<\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u8003\u8651\u4e00\u4e2a\u73b0\u5b9e\u4e16\u754c\u7684\u793a\u4f8b\uff0c\u901a\u8fc7\u8c03\u6574\u6279\u5904\u7406\u5927\u5c0f\u548c\u5206\u533a\u6570\u6765\u5b9e\u73b0\u9ad8\u541e\u5410\u91cf\u3002\u4ee5\u94f6\u884c\u7528\u4f8b\u4e3a\u4f8b\uff0c\u5047\u8bbe\u901a\u8fc7\u6d41\u5f0f\u4f5c\u4e1a\u5728\u4e00\u5929\u4e2d\u5904\u7406\u5b9e\u65f6\u4ea4\u6613\u3002\u7136\u800c\uff0c\u4e00\u4e9b\u5b9e\u65f6\u63a5\u6536\u5230\u7684\u4e8b\u4ef6\u53ef\u80fd\u662f\u4e0d\u51c6\u786e\u7684\u3002\u56e0\u6b64\uff0c\u4e3a\u4e86\u89e3\u51b3\u95ee\u9898\uff0c\u5c06\u5728\u4e00\u5929\u7ed3\u675f\u65f6\u6267\u884c\u4fee\u6b63\u6279\u5904\u7406\u3002\u4fee\u6b63\u6279\u5904\u7406\u4f7f\u7528\u76f8\u540c\u7684\u6d41\u5f0f\u4ee3\u7801\u8fdb\u884c\u5904\u7406\uff0c\u4f46\u5728\u4e0d\u540c\u7684\u4f5c\u4e1a\u5b9e\u4f8b\u4e2d\u6267\u884c\u3002\u4e0e\u6d41\u52a8\u7684\u8fde\u7eed\u6d41\u76f8\u6bd4\uff0c\u4e3a\u4e86\u5b9e\u73b0\u66f4\u9ad8\u7684\u541e\u5410\u91cf\uff0c\u589e\u52a0\u4e86\u5206\u533a\u6570\u548c\u6279\u5904\u7406\u5927\u5c0f\u3002<\/p>\n<p>\u8010\u969c\u5bb3\u6027\uff1a\u7531\u4e8eSpakr\u7ed3\u6784\u5316\u6d41\u5f0f\u5904\u7406\u5728\u5fae\u6279\u5904\u7406\u4e2d\u6267\u884c\u4f5c\u4e1a\uff0c\u56e0\u6b64\u5177\u5907\u5b9e\u73b0\u8010\u969c\u5bb3\u6027\u7684\u4e24\u4e2a\u4e0d\u540c\u4f18\u70b9\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u4ed6\u306e\u30a8\u30b0\u30bc\u30ad\u30e5\u30fc\u30bf\u30fc\u4e0a\u3067\u30bf\u30b9\u30af\u3092\u518d\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3001\u30bf\u30b9\u30af\u306f\u969c\u5bb3\u304b\u3089\u52b9\u7387\u7684\u306b\u5fa9\u65e7\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u6c7a\u5b9a\u8ad6\u7684\u30bf\u30b9\u30af\u306f\u3001\u540c\u3058\u30bf\u30b9\u30af\u3092\u884c\u3046\u8907\u6570\u306e\u51e6\u7406\u5b9f\u884c\u304c\u540c\u3058\u51fa\u529b\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u4e00\u56de\u306e\u307f\u51e6\u7406\u3055\u308c\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/ul>\n<p>\u5728Spark\u7684\u7ed3\u6784\u5316\u6d41\u5904\u7406\u4e2d\uff0c\u53ef\u4ee5\u901a\u8fc7\u67e5\u8be2\u7684\u68c0\u67e5\u70b9\u5b58\u50a8\u4f4d\u7f6e\u6765\u6062\u590d\u5931\u8d25\u7684\u4f5c\u4e1a\u3002\u901a\u8fc7\u68c0\u67e5\u70b9\u5b58\u50a8\u4f4d\u7f6e\u4e0a\u7684\u504f\u79fb\u91cf\uff0c\u53ef\u4ee5\u7cbe\u786e\u5730\u4ece\u6545\u969c\u70b9\u91cd\u65b0\u542f\u52a8\u4f5c\u4e1a\u3002\u8981\u5728\u67e5\u8be2\u4e2d\u6307\u5b9a\u68c0\u67e5\u70b9\u7684\u5b58\u50a8\u4f4d\u7f6e\uff0c\u53ef\u4ee5\u4f7f\u7528`option(&#8220;checkpointLocation&#8221;, &#8220;dbfs:\/\/checkpointPath&#8221;)`\u3002<\/p>\n<p>\u5229\u7528\u53ef\u91cd\u653e\u7684\u6570\u636e\u6e90\u548c\u5e42\u7b49\u7684\u63a5\u6536\u5668\uff0cSpark\u7ed3\u6784\u5316\u6d41\u5f0f\u5904\u7406\u53ef\u4ee5\u5b9e\u73b0\u5728\u751f\u4ea7\u7ea7\u5e94\u7528\u4e2d\u6ee1\u8db3\u4e00\u6b21\u5904\u7406\u8bed\u4e49\u7684\u8981\u6c42\u3002<\/p>\n<h1>\u603b\u7ed3<\/h1>\n<p>\u5728Lake House\u4e2d\u8fdb\u884c\u6d41\u6570\u636e\u7684\u91c7\u96c6\u662f\u5b9e\u73b0\u65f6\u95f4\u654f\u611f\u51b3\u7b56\u7684\u7b2c\u4e00\u6b65\u3002\u672c\u6587\u5c06\u6d41\u6570\u636e\u6e90\u5206\u7c7b\u4e3a\u8fde\u7eed\u6587\u4ef6\u6d41\u548c\u6d88\u606f\u603b\u7ebf\u670d\u52a1\u3002Auto Loader\u5229\u7528Spark\u7ed3\u6784\u5316\u6d41\u6765\u7b80\u5316\u4ece\u6587\u4ef6\u6e90\u5b9e\u65f6\u91c7\u96c6\u6570\u636e\u7684\u8fc7\u7a0b\uff0c\u5e76\u63d0\u4f9b\u81ea\u52a8\u68c0\u6d4b\u6587\u4ef6\u5230\u8fbe\u3001\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u7684\u53ef\u6269\u5c55\u6027\u3001\u6a21\u5f0f\u63a8\u6d4b\u548c\u9ad8\u6548\u6570\u636e\u91c7\u96c6\u7b49\u529f\u80fd\u3002\u5bf9\u4e8e\u4ece\u6d88\u606f\u603b\u7ebf\u670d\u52a1\u4e2d\u91c7\u96c6\u6570\u636e\u7684\u60c5\u51b5\uff0cSpark\u7ed3\u6784\u5316\u6d41\u63d0\u4f9b\u4e86\u4e0e\u5404\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\u6240\u4f7f\u7528\u7684\u5927\u90e8\u5206\u6d88\u606f\u603b\u7ebf\u670d\u52a1\u96c6\u6210\u7684\u53ef\u9760\u6570\u636e\u91c7\u96c6\u6846\u67b6\u3002\u5927\u591a\u6570\u751f\u4ea7\u7ea7\u5e94\u7528\u7a0b\u5e8f\u9700\u8981\u5728\u6700\u5c0f\u5316\u6210\u672c\u548c\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u4e4b\u95f4\u6743\u8861\u5ef6\u8fdf\u548c\u541e\u5410\u91cf\u3002<\/p>\n<h3>Databricks \u514d\u8d39\u8bd5\u7528<\/h3>\n<p>Databricks \u514d\u8d39\u8bd5\u7528<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b80\u5316\u5c06\u6d41\u6570\u636e\u5bfc\u5165Delta Lake\u2014\u2014Databricks\u535a\u5ba2\u7ffb\u8bd1\u3002 \u8fd9\u672c\u4e66\u662f\u6458\u5f55\u8bd1\u672c\uff0c\u65e0\u6cd5\u4fdd\u8bc1\u5185\u5bb9\u7684\u51c6\u786e\u6027 [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-47236","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5c06\u6d41\u5f0f\u6570\u636e\u5bfc\u5165Delta Lake\u53d8\u5f97\u7b80\u5355 - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u5c06\u6d41\u5f0f\u6570\u636e\u5bfc\u5165delta-lake\u53d8\u5f97\u7b80\u5355\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5c06\u6d41\u5f0f\u6570\u636e\u5bfc\u5165Delta Lake\u53d8\u5f97\u7b80\u5355\" \/>\n<meta property=\"og:description\" content=\"\u7b80\u5316\u5c06\u6d41\u6570\u636e\u5bfc\u5165Delta Lake\u2014\u2014Databricks\u535a\u5ba2\u7ffb\u8bd1\u3002 \u8fd9\u672c\u4e66\u662f\u6458\u5f55\u8bd1\u672c\uff0c\u65e0\u6cd5\u4fdd\u8bc1\u5185\u5bb9\u7684\u51c6\u786e\u6027 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u5c06\u6d41\u5f0f\u6570\u636e\u5bfc\u5165delta-lake\u53d8\u5f97\u7b80\u5355\u3002\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta 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