	{"id":67000,"date":"2022-05-16T13:54:53","date_gmt":"2022-05-16T12:54:53","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&#038;p=67000"},"modified":"2024-09-20T17:45:49","modified_gmt":"2024-09-20T16:45:49","slug":"what-does-the-future-of-data-engineering-look-like","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/what-does-the-future-of-data-engineering-look-like\/","title":{"rendered":"data \u5de5\u7a0b\u6280\u672f\u7684\u672a\u6765\u662f\u600e\u6837\u7684\uff1f"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling article-author\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-background-color:#ffffff;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u4f5c\u8005<\/h2><\/div><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27150%27%20height%3D%270%27%20viewBox%3D%270%200%20150%200%27%3E%3Crect%20width%3D%27150%27%20height%3D%270%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/10\/benoit-goujon.jpeg\" alt=\"Image\" class=\"lazyload artefact-elegant-image align-left article-author-image\" style=\"width: 150px; border-radius: 54% 46% 77% 23% \/ 74% 40% 60% 26%; overflow: hidden;\" width=\"150\" height=\"auto\" \/><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-three article-author-name-title\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u8d1d\u52aa\u74e6-\u53e4\u620e<\/h3><\/div><div class=\"fusion-text fusion-text-1 article-author-description\" style=\"--awb-text-transform:none;\"><p>Data Engineer at Artefact<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-center fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-center fusion-column-inner-bg-wrapper\" style=\"--awb-padding-top:20px;--awb-padding-right:20px;--awb-padding-bottom:20px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-inner-bg-size:cover;--awb-border-color:rgba(10,17,40,0.1);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:4px 4px 4px 4px;--awb-inner-bg-border-radius:4px 4px 4px 4px;--awb-inner-bg-overflow:hidden;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/medium.com\/artefact-engineering-and-data-science\/what-does-the-future-of-data-engineering-look-like-763b4ee91b07\" rel=\"noopener noreferrer\" target=\"_blank\"><span class=\"fusion-column-inner-bg-image\"><\/span><\/a><\/span><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-text fusion-text-2\"><p><u>\u9605\u8bfb\u6211\u4eec\u7684\u6587\u7ae0<\/u><\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-margin-right:20px;--awb-margin-left:20px;--awb-max-width:150px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"4000\" height=\"992\" title=\"\u4e2d\u578b Blog\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog.png\" alt class=\"lazyload img-responsive wp-image-60582\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%274000%27%20height%3D%27992%27%20viewBox%3D%270%200%204000%20992%27%3E%3Crect%20width%3D%274000%27%20height%3D%27992%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-200x50.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-400x99.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-600x149.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-800x198.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-1200x298.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog.png 4000w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 4000px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-3\"><p>.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-4 description\" style=\"--awb-text-transform:none;\"><p>data \u5de5\u7a0b\u9886\u57df\u53d1\u5c55\u8fc5\u901f\u3002\u672c\u6587\u4ecb\u7ecd\u4e86\u6211\u8ba4\u4e3a\u5728\u672a\u6765\u51e0\u5e74\u4e2d\u5c06\u4f1a\u51f8\u663e\u7684\u4e09\u5927\u8d8b\u52bf\u3002.<\/p>\n<\/div><\/div><\/div><\/div><\/div><article class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-5\" style=\"--awb-text-transform:none;\"><p>\u5341\u5e74\u524d\uff0cdata \u5de5\u7a0b\u5e08\u7684\u89d2\u8272\u51e0\u4e4e\u4e0d\u5b58\u5728\u3002\u4f46\u662f\uff0c\u5bf9\u8fd9\u79cd\u7279\u6b8a\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u7684\u9700\u6c42\u4e0e\u65e5\u4ff1\u589e\u3002\u968f\u7740\u8fd9\u4e00\u9886\u57df\u65e5\u8d8b\u6210\u719f\uff0c\u5de5\u7a0b\u5e08\u7684\u89d2\u8272\u4e5f\u5728\u4e0d\u65ad\u6f14\u53d8\u3002.<\/p>\n<p>data \u5de5\u7a0b\u5e08\u7684\u804c\u8d23\u56e0\u516c\u53f8\u800c\u5f02\uff0c\u5176\u89d2\u8272\u5728\u5404\u5730\u7684\u53d1\u5c55\u901f\u5ea6\u4e5f\u4e0d\u5c3d\u76f8\u540c\u3002\u4f46\u6211\u8ba4\u4e3a\u89d2\u8272\u7684\u53d8\u5316\u4f53\u73b0\u5728\u4e09\u4e2a\u65b9\u9762\uff1a<\/p>\n<\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-1 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">Data \u5de5\u7a0b\u5e08\u5c06\u5927\u91cf\u5229\u7528 cloud \u6280\u672f\u548c SaaS \u4ea7\u54c1<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">Data \u5de5\u7a0b\u5e08\u5c06\u51cf\u5c11\u7f16\u7801\u65f6\u95f4\uff0c\u5c06\u66f4\u591a\u65f6\u95f4\u7528\u4e8e\u76d1\u63a7<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">Data \u5de5\u7a0b\u5e08\u5c06\u4ece\u529f\u80fd\u56e2\u961f\u8f6c\u4e3a\u57fa\u7840\u56e2\u961f<\/div><\/li><\/ul><div class=\"fusion-text fusion-text-6\" style=\"--awb-text-transform:none;\"><p>\u8ba9\u6211\u4eec\u6765\u8be6\u7ec6\u4e86\u89e3\u4e00\u4e0b\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">Data \u5de5\u7a0b\u5e08\u5c06\u5927\u91cf\u5229\u7528 cloud \u6280\u672f\u548c SaaS \u4ea7\u54c1<\/h2><\/div><div class=\"fusion-text fusion-text-7\" style=\"--awb-text-transform:none;\"><p>\u5341\u5e74\u524d\uff0c\u4f01\u4e1a\u8fd8\u4f9d\u8d56\u5185\u90e8\u57fa\u7840\u8bbe\u65bd\u6765\u5b58\u50a8 data\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u00a0<strong>\u7b2c\u4e00\u6279\u5927\u578b data \u6280\u672f\u662f\u4e3a\u5185\u90e8\u90e8\u7f72\u73af\u5883\u6784\u5efa\u7684<\/strong>. .\u5728\u8fd9\u4e2a\u65f6\u4ee3\uff0cdata \u5de5\u7a0b\u5e08\u82b1\u8d39\u4e86\u5927\u91cf\u65f6\u95f4\u8c03\u6574\u673a\u5668\u914d\u7f6e\uff0c\u5374\u727a\u7272\u4e86\u521b\u9020\u4e1a\u52a1\u4ef7\u503c\u7684\u673a\u4f1a\u3002.<\/p>\n<p>\u90a3\u4e48,\u00a0<strong>cloud \u63d0\u4f9b\u5546\u627f\u8bfa\u4e3a\u60a8\u63d0\u4f9b\u4ed6\u4eec\u7ba1\u7406\u7684\u670d\u52a1<\/strong>. .\u56e0\u6b64\uff0c\u60a8\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u60a8\u7684\u4e1a\u52a1\u9700\u6c42\u3002\u8fd9\u5df2\u7ecf\u6539\u53d8\u4e86\u6e38\u620f\u89c4\u5219\u3002.<\/p>\n<p>\u73b0\u5728\uff0c\u50cf Snowflake \u548c Databricks \u8fd9\u6837\u7684 cloud \u63d0\u4f9b\u5546\u548c\u6280\u672f\u516c\u53f8\u5df2\u7ecf\u8ba9\u5927\u578b data \u53d8\u5f97\u8f7b\u800c\u6613\u4e3e\u3002data \u751f\u6001\u7cfb\u7edf\u4e5f\u53d8\u5f97\u66f4\u52a0\u6210\u719f\u3002\u5728 data \u8d28\u91cf\u3001data governance \u6216 data \u6444\u53d6\u7b49\u7279\u5b9a\u9886\u57df\u51fa\u73b0\u4e86\u65b0\u7684 data \u521d\u521b\u516c\u53f8\u3002\u8fd9\u4e9b\u4ea7\u54c1\u4e4b\u95f4\u5b9e\u73b0\u4e86\u65e0\u7f1d\u96c6\u6210\u3002.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-2 hover-type-none\"><img decoding=\"async\" width=\"1024\" height=\"576\" title=\"\u6587\u7ae0-benoit1\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/05\/article-benoit1.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/05\/article-benoit1.png\" alt class=\"lazyload img-responsive wp-image-67007\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271024%27%20height%3D%27576%27%20viewBox%3D%270%200%201024%20576%27%3E%3Crect%20width%3D%271024%27%20height%3D%27576%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/05\/article-benoit1-200x113.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/05\/article-benoit1-400x225.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/05\/article-benoit1-600x338.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/05\/article-benoit1-800x450.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/05\/article-benoit1.png 1024w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-8\" style=\"--awb-text-transform:none;\"><p>data \u5de5\u7a0b\u5e08\u53ea\u9700\u4f7f\u7528 Apache \u57fa\u91d1\u4f1a\u63d0\u4f9b\u7684\u4e00\u79cd\u5de5\u5177\u5c31\u80fd\u6ee1\u8db3\u7279\u5b9a\u9700\u6c42\u7684\u65f6\u4ee3\u5df2\u7ecf\u4e00\u53bb\u4e0d\u590d\u8fd4\u4e86\u3002\u4ed6\u4eec\u6709\u65e0\u6570\u7684\u5de5\u5177\u6765\u505a\u540c\u6837\u7684\u4e8b\u60c5\u3002\u5982\u4eca\uff0cdata \u5de5\u7a0b\u5e08\u6709\u8d23\u4efb\u9009\u62e9\u6700\u597d\u7684\u5de5\u5177\u3002\u56e0\u6b64\uff0c\u4ed6\u4eec\u9700\u8981\u5bf9\u751f\u6001\u7cfb\u7edf\u6709\u5145\u5206\u7684\u4e86\u89e3\uff0c\u77e5\u9053\u5982\u4f55\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\u548c\u9009\u62e9\u76f8\u5173\u7684\u51b3\u7b56\u6807\u51c6\u3002.<\/p>\n<p>\u4e3a\u6b63\u786e\u7684\u5de5\u4f5c\u9009\u62e9\u6b63\u786e\u7684\u5de5\u5177\u5e76\u975e\u6613\u4e8b\u3002\u4f46\u6574\u5408\u5de5\u5177\u4ee5\u5f62\u6210\u4e00\u81f4\u7684 data platform \u4e5f\u662f\u4e00\u9879\u6311\u6218\u3002\u4e00\u4e9b data \u5de5\u7a0b\u5e08\u5df2\u7ecf\u5229\u7528\u57fa\u7840\u67b6\u6784\u5373\u4ee3\u7801\u6765\u7ec4\u88c5\u8fd9\u4e9b\u7816\u5757\u5e76\u81ea\u52a8\u90e8\u7f72\u57fa\u7840\u67b6\u6784\u3002\u6211\u8ba4\u4e3a\u8fd9\u5c06\u6210\u4e3a\u4e00\u9879\u5fc5\u5907\u6280\u80fd\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">Data \u5de5\u7a0b\u5e08\u5c06\u51cf\u5c11\u7f16\u7801\u65f6\u95f4\uff0c\u5c06\u66f4\u591a\u65f6\u95f4\u7528\u4e8e\u76d1\u63a7<\/h2><\/div><div class=\"fusion-text fusion-text-9\" style=\"--awb-text-transform:none;\"><p>data \u5de5\u7a0b\u5e08\u4f7f\u7528 Scala \u548c Spark \u5f00\u53d1\u590d\u6742 ETL \u7ba1\u9053\u7684\u65f6\u4ee3\u4f3c\u4e4e\u5df2\u7ecf\u8fc7\u53bb\u3002.<\/p>\n<p>\u5bf9\u4e8e\u63d0\u53d6\u90e8\u5206\uff0c\u4f60\u73b0\u5728\u53ef\u4ee5\u4f7f\u7528 Airbyte \u7b49\u6280\u672f\u6765\u5b89\u6392\u4ece\u8bb8\u591a\u4e0d\u540c\u6765\u6e90\u63d0\u53d6\u7684\u5de5\u4f5c\u3002\u52a0\u8f7d\u90e8\u5206\u4e0d\u518d\u662f\u75db\u70b9\u3002\u4f8b\u5982\uff0cSnowflake \u53ef\u4ee5\u901a\u8fc7\u4e00\u6761 SQL \u547d\u4ee4\u8f7b\u677e\u5730\u5c06\u6587\u4ef6\u4ece blob \u5b58\u50a8\u52a0\u8f7d\u5230\u8868\u4e2d\u3002.<br \/>\n\u5c31\u8f6c\u53d8\u6b65\u9aa4\u800c\u8a00\uff0cdbt \u5e26\u6765\u4e86\u4e00\u79cd\u65b0\u7684\u6a21\u5f0f\uff0c\u5728\u8fd9\u79cd\u6a21\u5f0f\u4e2d\uff0c\u4f60\u53ef\u4ee5\u00a0<strong>\u5728\u60a8\u7684 data \u4ed3\u5e93\u4e2d\u6539\u9020\u60a8\u7684 data<\/strong>\u00a0\u4f7f\u7528 SQL \u4f5c\u4e3a\u4e3b\u8981\u8bed\u8a00\u3002\u8be5\u7cfb\u7edf\u00a0<strong>\u5b8c\u6210\u4ece ETL \u5230 ELT \u7684\u8f6c\u53d8<\/strong>.<\/p>\n<\/div><div class=\"fusion-text fusion-text-10\" style=\"--awb-text-transform:none;\"><p>\u56e0\u6b64\uff0c\u90e8\u7f72\u5de5\u4f5c\u6d41\u7a0b\u4ece\u672a\u5982\u6b64\u7b80\u5355\uff0c\u6211\u4eec\u53ef\u4ee5\u8bf4\u00a0<em>\u8c22\u8c22<\/em>\u00a0\u5230\u73b0\u4ee3 data \u534f\u8bae\u6808\u3002\u73b0\u4ee3 data \u534f\u8bae\u6808\u662f\u4e00\u5957\u6280\u672f\uff0c\u65e8\u5728\u964d\u4f4e data \u5de5\u4f5c\u6d41\u7a0b\u7684\u590d\u6742\u6027\uff0c\u63d0\u9ad8 data \u56e2\u961f\u7684\u5de5\u4f5c\u901f\u5ea6\u3002\u6709\u4e86\u73b0\u4ee3 data \u534f\u8bae\u6808\uff0cdata \u5206\u6790\u5458\u73b0\u5728\u53ef\u4ee5\u81ea\u4e3b\u5de5\u4f5c\u3002\u4ed6\u4eec\u4e0d\u518d\u9700\u8981 data \u5de5\u7a0b\u5e08\u7684\u5e2e\u52a9\u6765\u6536\u96c6\u548c\u8f6c\u6362\u539f\u59cb data\u3002\u4f46\u8fd9\u662f\u5426\u610f\u5473\u7740 data \u56e2\u961f\u4e0d\u518d\u9700\u8981 data \u5de5\u7a0b\u5e08\uff1f\ud83d\ude1f<br \/>\n\u6211\u53ef\u80fd\u6709\u504f\u89c1\uff0c\u4f46\u6211\u8ba4\u4e3a\u7b54\u6848\u662f\u5426\u5b9a\u7684\u3002.<\/p>\n<\/div><div class=\"fusion-image-element\" style=\"text-align:center;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-3 hover-type-none\"><img decoding=\"async\" width=\"500\" height=\"578\" alt=\"My guess is that the role of data engineer will evolve towards a more ops-oriented role.\" title=\"\u6587\u7ae0-benoit2\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/05\/article-benoit2.jpeg\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/05\/article-benoit2.jpeg\" class=\"lazyload img-responsive wp-image-67008\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27500%27%20height%3D%27578%27%20viewBox%3D%270%200%20500%20578%27%3E%3Crect%20width%3D%27500%27%20height%3D%27578%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/05\/article-benoit2-200x231.jpeg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/05\/article-benoit2-400x462.jpeg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2022\/05\/article-benoit2.jpeg 500w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 500px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-11\" style=\"--awb-text-transform:none;\"><p>\u6211\u7684\u731c\u6d4b\u662f\u00a0<strong>data \u5de5\u7a0b\u5e08\u7684\u89d2\u8272\u5c06\u671d\u7740\u66f4\u52a0\u9762\u5411\u884c\u52a8\u7684\u65b9\u5411\u53d1\u5c55<\/strong>. .\u4e0b\u4e00\u4ee3 data \u5de5\u7a0b\u5e08\u5c06\u81f4\u529b\u4e8e\u63d0\u9ad8\u6574\u4e2a\u516c\u53f8\u7684 data \u53ef\u9760\u6027\u3002\u4ed6\u4eec\u7684\u804c\u8d23\u662f<\/p>\n<\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-2 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\u76d1\u63a7 data \u5de5\u4f5c\u6d41\u7a0b\u7684\u6267\u884c\u60c5\u51b5\uff0c\u5e76\u5728\u53d1\u751f\u4e8b\u6545\u65f6\u914d\u7f6e\u8b66\u62a5<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\u90e8\u7f72 data \u7528\u4f8b\u7684\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\u521b\u5efa CI\/CD \u7ba1\u9053\uff0c\u4ee5\u9a8c\u8bc1\u4ee3\u7801\u7684\u6b63\u786e\u6027\u5e76\u81ea\u52a8\u8fdb\u884c\u90e8\u7f72<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p>\u59cb\u7ec8\u786e\u4fdd data \u7684\u8d28\u91cf<\/p>\n<\/div><\/li><\/ul><div class=\"fusion-text fusion-text-12\" style=\"--awb-text-transform:none;\"><p>\u4e0e\u6211\u4eec\u51e0\u5e74\u524d\u6ce8\u610f\u5230\u7684\u8f6f\u4ef6\u5f00\u53d1\u9886\u57df\u8f6f\u4ef6\u53ef\u9760\u6027\u5de5\u7a0b\u5e08\uff08SRE\uff09\u7684\u5174\u8d77\u7c7b\u4f3c\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u5728 data \u9886\u57df\u770b\u5230\u7c7b\u4f3c\u7684\u8d8b\u52bf\u3002\u65b0\u7684\u804c\u4f4d\u540d\u79f0\u5c06\u4f1a\u51fa\u73b0\uff1a\u00a0<strong>data \u53ef\u9760\u6027\u5de5\u7a0b\u5e08<\/strong>. .\u4ed6\u4eec\u5c06\u8d1f\u8d23\u00a0<strong>\u786e\u4fdd data \u51c6\u65f6\u5230\u4f4d\u5e76\u503c\u5f97\u4fe1\u8d56<\/strong>.<\/p>\n<p>\u6211\u4eec\u5c06\u770b\u5230\u66f4\u591a\u7684 data \u5de5\u7a0b\u5e08\u8d1f\u8d23\u5b9a\u4e49\u670d\u52a1\u7ea7\u522b\u6307\u6807 (SLI) \u548c\u670d\u52a1\u7ea7\u522b\u76ee\u6807 (SLO)\u3002\u4ed6\u4eec\u8fd8\u5c06\u53c2\u4e0e\u503c\u73ed\u8f6e\u6362\u5e76\u5e94\u5bf9\u7a81\u53d1\u4e8b\u4ef6\u3002.<br \/>\ndata \u5de5\u7a0b\u5e08\u7684\u65e5\u5e38\u5de5\u4f5c\u4f1a\u53d1\u751f\u53d8\u5316\uff0c\u4f46\u5728\u7ec4\u7ec7\u5185\u90e8\u7684\u804c\u4f4d\u4e5f\u4f1a\u53d1\u751f\u53d8\u5316\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">Data \u5de5\u7a0b\u5e08\u5c06\u4ece\u529f\u80fd\u56e2\u961f\u8f6c\u4e3a\u57fa\u7840\u56e2\u961f<\/h2><\/div><div class=\"fusion-text fusion-text-13\" style=\"--awb-text-transform:none;\"><p>\u4e00\u76f4\u4ee5\u6765\uff0cdata \u5de5\u7a0b\u5e08\u90fd\u662f\u529f\u80fd\u56e2\u961f\u7684\u6210\u5458\u3002\u95ee\u9898\u5728\u4e8e\uff0c\u8fd9\u5bfc\u81f4\u4e86 data \u5b64\u5c9b\u548c\u7f3a\u4e4f\u5168\u7403\u4e00\u81f4\u6027\u3002\u56e0\u6b64\uff0c\u516c\u53f8\u5f00\u59cb\u901a\u8fc7\u521b\u5efa\u6a2a\u5411\u56e2\u961f\u6765\u8c03\u6574\u81ea\u5df1\u3002.<\/p>\n<p>\u4e0b\u4e00\u4ee3 data \u5de5\u7a0b\u5e08\u5c06\u4e0d\u4f1a\u4ece\u4e8b\u7279\u5b9a data \u4ea7\u54c1\u7684\u5de5\u4f5c\u3002\u4ed6\u4eec\u7684\u76ee\u6807\u5c06\u662f\u00a0<strong>\u63d0\u9ad8\u4ea7\u54c1\u56e2\u961f\u7684\u751f\u4ea7\u529b<\/strong>. .\u4e3a\u6b64\uff0c\u4ed6\u4eec\u5c06\u8d1f\u8d23\u63d0\u4f9b\u4e00\u5957\u6b63\u786e\u7684\u5de5\u5177\u3002\u8fd9\u5c31\u662f data \u7f51\u683c\u8303\u4f8b\u7684\u610f\u4e49\u6240\u5728\uff1a\u00a0<strong>\u5206\u5e03\u5f0f\u6240\u6709\u6743\uff0c\u7531\u57fa\u7840\u56e2\u961f\u63d0\u4f9b\u6240\u6709\u6240\u9700\u5de5\u5177<\/strong>\u00a0\u4ee5\u5236\u9020 data \u4ea7\u54c1\u3002.<\/p>\n<\/div><div class=\"fusion-text fusion-text-14\" style=\"--awb-text-transform:none;\"><p>\u56e0\u6b64\uff0c\u4e0b\u6b21\u5f53\u60a8\u9700\u8981\u4e3a\u8d22\u52a1 reports \u5f00\u53d1\u4eea\u8868\u677f\u65f6\uff0c\u60a8\u5c31\u4e0d\u9700\u8981\u4e00\u4e2a\u7531\u4ea7\u54c1\u8d1f\u8d23\u4eba\u3001data \u5206\u6790\u5e08\u548c data \u5de5\u7a0b\u5e08\u7ec4\u6210\u7684\u529f\u80fd\u56e2\u961f\u4e86\u3002data \u5206\u6790\u5e08\u5c06\u662f\u81ea\u4e3b\u7684\uff0c\u4ed6\u5c06\u5229\u7528\u57fa\u7840\u56e2\u961f\u90e8\u7f72\u7684\u5de5\u5177\uff0c\u5feb\u901f\u63d0\u53d6\u5fc5\u8981\u7684 data\uff0c\u7136\u540e\u6839\u636e\u8fd9\u4e9b\u539f\u59cb data \u8ba1\u7b97 KPI\u3002.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">\u7ed3\u8bba<\/h2><\/div><div class=\"fusion-text fusion-text-15\" style=\"--awb-text-transform:none;\"><p>\u89c2\u5bdf\u6c34\u6676\u7897\u662f\u4e00\u9879\u8270\u5de8\u7684\u5de5\u4f5c\u3002\u4e0a\u8ff0\u89c2\u70b9\u5b58\u5728\u4e00\u5b9a\u7684\u4e0d\u786e\u5b9a\u6027\u3002\u4f46\u6211\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u4e5f\u80fd\u8ba9\u60a8\u601d\u8003\u8fd9\u4e2a\u89d2\u8272\u7684\u672a\u6765\uff0c\u6211\u4e5f\u5f88\u4e50\u610f\u5728\u8bc4\u8bba\u4e2d\u770b\u5230\u60a8\u7684\u60f3\u6cd5\uff01<\/p>\n<p>\u662f\u65f6\u5019\u628a\u6211\u7684\u6c34\u6676\u7897\u653e\u5230\u4e00\u8fb9\u4e86\uff0c\u8bf7\u60a8\u770b\u770b\u6211\u4eec\u7684\u00a0<a class=\"au lk\" href=\"https:\/\/www.welcometothejungle.com\/fr\/companies\/artefact\/jobs\" target=\"_blank\" rel=\"noopener ugc nofollow\">\u7a7a\u7f3a\u804c\u4f4d<\/a>. <a href=\"https:\/\/www.artefact.com\/zh\/\">Artefact<\/a> \u662f\u601d\u8003\u672c\u9886\u57df\u672a\u6765\u7684\u6b63\u786e\u573a\u6240\u3002.<\/p>\n<\/div><\/div><\/div><\/div><\/article><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-5 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-center fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-padding-top:40px;--awb-padding-right:40px;--awb-padding-bottom:40px;--awb-padding-left:40px;--awb-overflow:hidden;--awb-bg-position:left center;--awb-bg-size:cover;--awb-border-color:rgba(10,17,40,0.1);--awb-border-style:solid;--awb-border-radius:4px 4px 4px 4px;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper lazyload fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column fusion-column-has-bg-image\" data-bg-url=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/background.jpg\" data-bg=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/background.jpg\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-right:20px;--awb-margin-left:20px;--awb-max-width:150px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-4 hover-type-none\"><img decoding=\"async\" width=\"72\" height=\"41\" title=\"\u4e2d\u7b49\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2772%27%20height%3D%2741%27%20viewBox%3D%270%200%2072%2041%27%3E%3Crect%20width%3D%2772%27%20height%3D%2741%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/medium.png\" alt class=\"lazyload img-responsive wp-image-60927\"\/><\/span><\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">\u4e2d\u53f7 Blog by Artefact\u3002.<\/h3><\/div><div class=\"fusion-text fusion-text-16\" style=\"--awb-content-alignment:center;\"><p>\u672c\u6587\u6700\u521d\u53d1\u8868\u4e8e <strong>Medium.com<\/strong>.<br \/>\n\u5728\u6211\u4eec\u7684 Medium Blog \u4e0a\u5173\u6ce8\u6211\u4eec\uff01<\/p>\n<\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-1 fusion-button-default-span fusion-button-default-type\" target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/medium.com\/artefact-engineering-and-data-science\/what-does-the-future-of-data-engineering-look-like-763b4ee91b07\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">\u9605\u8bfb\u6211\u4eec\u7684\u6587\u7ae0<\/span><\/a><\/div><\/div><\/div><\/div><\/div><\/p>","protected":false},"excerpt":{"rendered":"<p>data \u5de5\u7a0b\u9886\u57df\u548c\u672a\u6765\u6b63\u5728\u8fc5\u901f\u53d1\u5c55\u3002\u6211\u8ba4\u4e3a\u672a\u6765\u51e0\u5e74\u6709\u4e09\u5927\u53d1\u5c55\u8d8b\u52bf\u3002.<\/p>","protected":false},"featured_media":68682,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[21939],"blog-language":[2991],"class_list":["post-67000","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-medium","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/67000","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/68682"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=67000"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=67000"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=67000"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}