{"id":11825,"date":"2026-06-10T17:15:02","date_gmt":"2026-06-10T10:15:02","guid":{"rendered":"https:\/\/microsoft.cmctelecom.vn\/microsoft-fabric-pipeline-du-lieu-tien-hoa-tich-hop-phe-duyet-thu-cong\/"},"modified":"2026-06-10T17:20:49","modified_gmt":"2026-06-10T10:20:49","slug":"microsoft-fabric-pipeline-du-lieu-tien-hoa-tich-hop-phe-duyet-thu-cong","status":"publish","type":"post","link":"https:\/\/microsoft.cmctelecom.vn\/ja\/microsoft-fabric-pipeline-du-lieu-tien-hoa-tich-hop-phe-duyet-thu-cong\/","title":{"rendered":"Microsoft Fabric: Pipeline d\u1eef li\u1ec7u ti\u1ebfn h\u00f3a, t\u00edch h\u1ee3p ph\u00ea duy\u1ec7t th\u1ee7 c\u00f4ng"},"content":{"rendered":"<p>C\u00e1c pipeline d\u1eef li\u1ec7u kh\u00f4ng c\u00f2n ch\u1ec9 gi\u1edbi h\u1ea1n trong vai tr\u00f2 ETL (Tr\u00edch xu\u1ea5t, Chuy\u1ec3n \u0111\u1ed5i, T\u1ea3i) truy\u1ec1n th\u1ed1ng. Microsoft \u0111ang \u0111\u1ecbnh h\u00ecnh l\u1ea1i ch\u00fang th\u00e0nh c\u00e1c c\u00f4ng c\u1ee5 \u0111i\u1ec1u ph\u1ed1i quy tr\u00ecnh nghi\u1ec7p v\u1ee5 to\u00e0n di\u1ec7n, c\u00f3 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c v\u1edbi con ng\u01b0\u1eddi. V\u1edbi b\u1ea3n c\u1eadp nh\u1eadt cho Microsoft Fabric, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u00edch h\u1ee3p c\u00e1c \u0111i\u1ec3m ph\u00ea duy\u1ec7t th\u1ee7 c\u00f4ng tr\u1ef1c ti\u1ebfp v\u00e0o lu\u1ed3ng d\u1eef li\u1ec7u, t\u0103ng c\u01b0\u1eddng t\u00ednh minh b\u1ea1ch v\u00e0 ki\u1ec3m so\u00e1t.<\/p>\n<p>Trong nhi\u1ec1u n\u0103m, pipeline d\u1eef li\u1ec7u \u0111\u1ed3ng ngh\u0129a v\u1edbi ETL: tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb m\u1ed9t n\u01a1i, chuy\u1ec3n \u0111\u1ed5i v\u00e0 t\u1ea3i n\u00f3 \u0111\u1ebfn m\u1ed9t n\u01a1i kh\u00e1c. M\u00f4 h\u00ecnh n\u00e0y ho\u1ea1t \u0111\u1ed9ng t\u1ed1t khi c\u00e1c quy tr\u00ecnh ph\u00e2n t\u00edch ch\u1ee7 y\u1ebfu ch\u1ea1y theo l\u00f4 (batch) v\u00e0 t\u00e1ch bi\u1ec7t v\u1edbi ph\u1ea7n c\u00f2n l\u1ea1i c\u1ee7a doanh nghi\u1ec7p. Nh\u01b0ng th\u1ebf gi\u1edbi \u0111\u00f3 \u0111\u00e3 thay \u0111\u1ed5i. Gi\u1edd \u0111\u00e2y, c\u00e1c t\u1ed5 ch\u1ee9c s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u \u0111\u1ec3 h\u1ed7 tr\u1ee3 c\u00e1c quy\u1ebft \u0111\u1ecbnh v\u1eadn h\u00e0nh, quy tr\u00ecnh kinh doanh v\u00e0 c\u00e1c h\u00e0nh \u0111\u1ed9ng th\u1eddi gian th\u1ef1c, ch\u1ee9 kh\u00f4ng ch\u1ec9 cho c\u00e1c dashboard ph\u00e2n t\u00edch.<\/p>\n<h2>T\u1eeb di chuy\u1ec3n d\u1eef li\u1ec7u \u0111\u1ebfn quy tr\u00ecnh c\u00f4ng vi\u1ec7c \u0111\u1ea7u cu\u1ed1i<\/h2>\n<p>C\u00e1c pipeline hi\u1ec7n \u0111\u1ea1i kh\u00f4ng ch\u1ec9 di chuy\u1ec3n d\u1eef li\u1ec7u m\u00e0 c\u00f2n \u0111i\u1ec1u ph\u1ed1i c\u00f4ng vi\u1ec7c. Kh\u00e1ch h\u00e0ng c\u1ee7a Microsoft ng\u00e0y c\u00e0ng s\u1eed d\u1ee5ng pipeline \u0111\u1ec3:<\/p>\n<ul>\n<li>K\u00edch ho\u1ea1t c\u00e1c notebook v\u00e0 c\u00e1c t\u00e1c v\u1ee5 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u.<\/li>\n<li>L\u00e0m m\u1edbi c\u00e1c semantic model v\u00e0 c\u00e1c t\u00e0i s\u1ea3n \u1edf c\u00e1c b\u01b0\u1edbc sau.<\/li>\n<li>G\u1ecdi c\u00e1c h\u1ec7 th\u1ed1ng v\u00e0 API b\u00ean ngo\u00e0i.<\/li>\n<li>Th\u00f4ng b\u00e1o cho c\u00e1c b\u00ean li\u00ean quan khi c\u00f3 \u0111i\u1ec1u g\u00ec \u0111\u00f3 ho\u00e0n th\u00e0nh\u2014ho\u1eb7c th\u1ea5t b\u1ea1i.<\/li>\n<li>Ch\u1edd m\u1ed9t quy\u1ebft \u0111\u1ecbnh tr\u01b0\u1edbc khi ti\u1ebfp t\u1ee5c.<\/li>\n<\/ul>\n<p>N\u00f3i c\u00e1ch kh\u00e1c, pipeline \u0111ang tr\u1edf th\u00e0nh c\u00e1c quy tr\u00ecnh c\u00f4ng vi\u1ec7c \u0111\u1ea7u cu\u1ed1i, tr\u1ea3i d\u00e0i tr\u00ean nhi\u1ec1u h\u1ec7 th\u1ed1ng, \u0111\u1ed9i nh\u00f3m v\u00e0 quy\u1ebft \u0111\u1ecbnh. S\u1ef1 thay \u0111\u1ed5i n\u00e0y ph\u1ea3n \u00e1nh m\u1ed9t xu h\u01b0\u1edbng r\u1ed9ng l\u1edbn h\u01a1n: c\u00e1c quy tr\u00ecnh k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u kh\u00f4ng c\u00f2n b\u1ecb c\u00f4 l\u1eadp kh\u1ecfi ho\u1ea1t \u0111\u1ed9ng kinh doanh. Ch\u00fang \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i s\u00e2u s\u1eafc v\u1edbi c\u00e1ch c\u00e1c t\u1ed5 ch\u1ee9c v\u1eadn h\u00e0nh h\u00e0ng ng\u00e0y.<\/p>\n<h2>T\u1ea1i sao ch\u1ec9 ETL l\u00e0 kh\u00f4ng \u0111\u1ee7?<\/h2>\n<p>C\u00e1c pipeline ETL truy\u1ec1n th\u1ed1ng gi\u1ea3 \u0111\u1ecbnh m\u1ed9t m\u00f4 h\u00ecnh \u0111\u01a1n gi\u1ea3n:<\/p>\n<ul>\n<li>M\u1ecdi th\u1ee9 \u0111\u1ec1u \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a.<\/li>\n<li>M\u1ecdi th\u1ee9 ch\u1ea1y nhanh ch\u00f3ng.<\/li>\n<li>L\u1ed7i \u0111\u01b0\u1ee3c x\u1eed l\u00fd b\u1edfi c\u00e1c k\u1ef9 s\u01b0 xem x\u00e9t log.<\/li>\n<\/ul>\n<p>Trong th\u1ef1c t\u1ebf, nhi\u1ec1u quy tr\u00ecnh c\u00f4ng vi\u1ec7c kh\u00f4ng ph\u00f9 h\u1ee3p v\u1edbi khu\u00f4n m\u1eabu \u0111\u00f3. M\u1ed9t s\u1ed1 b\u01b0\u1edbc \u0111\u00f2i h\u1ecfi s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi\u2014v\u00ed d\u1ee5, ph\u00ea duy\u1ec7t vi\u1ec7c l\u00e0m m\u1edbi d\u1eef li\u1ec7u, x\u00e1c th\u1ef1c m\u1ed9t quy t\u1eafc kinh doanh, ho\u1eb7c x\u00e1c nh\u1eadn m\u1ed9t h\u00e0nh \u0111\u1ed9ng \u1edf c\u00e1c b\u01b0\u1edbc sau. C\u00e1c quy tr\u00ecnh kh\u00e1c l\u1ea1i ch\u1ea1y trong th\u1eddi gian d\u00e0i, k\u00e9o d\u00e0i h\u00e0ng gi\u1edd ho\u1eb7c h\u00e0ng ng\u00e0y, v\u00e0 c\u1ea7n \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb cho nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng ph\u1ea3i l\u00e0 k\u1ef9 s\u01b0 d\u1eef li\u1ec7u.<\/p>\n<p>Khi c\u00e1c pipeline thi\u1ebfu nh\u1eefng kh\u1ea3 n\u0103ng n\u00e0y, c\u00e1c \u0111\u1ed9i nh\u00f3m th\u01b0\u1eddng ph\u1ea3i k\u1ebft h\u1ee3p c\u00e1c c\u00f4ng c\u1ee5, script v\u00e0 h\u1ec7 th\u1ed1ng th\u00f4ng b\u00e1o b\u00ean ngo\u00e0i. C\u00e1ch ti\u1ebfp c\u1eadn \u0111\u00f3 ho\u1ea1t \u0111\u1ed9ng\u2014nh\u01b0ng \u0111i k\u00e8m v\u1edbi nh\u1eefng \u0111\u00e1nh \u0111\u1ed5i:<\/p>\n<ul>\n<li>Gi\u00e1m s\u00e1t b\u1ecb ph\u00e2n m\u1ea3nh.<\/li>\n<li>M\u1ea5t d\u1ea5u v\u1ebft d\u00f2ng d\u1eef li\u1ec7u (<em>lineage<\/em>).<\/li>\n<li>Kh\u00f3 g\u1ee1 l\u1ed7i h\u01a1n.<\/li>\n<li>T\u0103ng chi ph\u00ed v\u1eadn h\u00e0nh.<\/li>\n<\/ul>\n<p>Vi\u1ec7c \u0111\u01b0a c\u00e1c quy tr\u00ecnh c\u00f4ng vi\u1ec7c n\u00e0y v\u00e0o b\u00ean trong pipeline gi\u00fap c\u00e1c \u0111\u1ed9i nh\u00f3m gi\u1eef vi\u1ec7c \u0111i\u1ec1u ph\u1ed1i, kh\u1ea3 n\u0103ng quan s\u00e1t v\u00e0 qu\u1ea3n tr\u1ecb \u1edf m\u1ed9t n\u01a1i duy nh\u1ea5t.<\/p>\n<h2>Pipeline c\u00f3 th\u1ec3 t\u1ea1m d\u1eebng \u0111\u1ec3 ch\u1edd quy\u1ebft \u0111\u1ecbnh t\u1eeb con ng\u01b0\u1eddi<\/h2>\n<p>M\u1ed9t d\u1ea5u hi\u1ec7u r\u00f5 r\u00e0ng c\u1ee7a s\u1ef1 thay \u0111\u1ed5i n\u00e0y l\u00e0 nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng \u0111\u1ed1i v\u1edbi c\u00e1c quy tr\u00ecnh c\u00f3 s\u1ef1 tham gia c\u1ee7a con ng\u01b0\u1eddi (<em>human-in-the-loop<\/em>). C\u00e1c v\u00ed d\u1ee5 Microsoft ghi nh\u1eadn t\u1eeb kh\u00e1ch h\u00e0ng bao g\u1ed3m:<\/p>\n<ul>\n<li>&#8220;T\u1ea1m d\u1eebng pipeline cho \u0111\u1ebfn khi ch\u1ee7 s\u1edf h\u1eefu d\u1eef li\u1ec7u ph\u00ea duy\u1ec7t b\u01b0\u1edbc n\u00e0y.&#8221;<\/li>\n<li>&#8220;Ch\u1edd x\u00e1c nh\u1eadn tr\u01b0\u1edbc khi l\u00e0m m\u1edbi m\u1ed9t model trong m\u00f4i tr\u01b0\u1eddng production.&#8221;<\/li>\n<li>&#8220;Th\u00f4ng b\u00e1o cho \u0111\u1ed9i ng\u0169 kinh doanh v\u00e0 ch\u1ec9 ti\u1ebfp t\u1ee5c sau khi c\u00f3 x\u00e1c nh\u1eadn.&#8221;<\/li>\n<\/ul>\n<p>\u0110\u00e2y kh\u00f4ng ph\u1ea3i l\u00e0 nh\u1eefng tr\u01b0\u1eddng h\u1ee3p c\u00e1 bi\u1ec7t\u2014ch\u00fang l\u00e0 c\u00e1c m\u1eabu ph\u1ed5 bi\u1ebfn trong c\u00e1c m\u00f4i tr\u01b0\u1eddng \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ch\u1eb7t ch\u1ebd v\u00e0 quan tr\u1ecdng \u0111\u1ed1i v\u1edbi ho\u1ea1t \u0111\u1ed9ng kinh doanh. H\u1ed7 tr\u1ee3 \u0111i\u1ec1u n\u00e0y tr\u1ef1c ti\u1ebfp trong pipeline cho ph\u00e9p c\u00e1c \u0111\u1ed9i nh\u00f3m:<\/p>\n<ul>\n<li>Ki\u1ec3m so\u00e1t vi\u1ec7c th\u1ef1c thi m\u1ed9t c\u00e1ch an to\u00e0n.<\/li>\n<li>Theo d\u00f5i tr\u1ea1ng th\u00e1i ph\u00ea duy\u1ec7t c\u00f9ng v\u1edbi c\u00e1c b\u01b0\u1edbc k\u1ef9 thu\u1eadt.<\/li>\n<li>Tr\u00e1nh c\u00e1c quy tr\u00ecnh chuy\u1ec3n giao b\u00ean ngo\u00e0i mong manh.<\/li>\n<li>Duy tr\u00ec kh\u1ea3 n\u0103ng quan s\u00e1t (<em>observability<\/em>) \u0111\u1ea7u cu\u1ed1i.<\/li>\n<\/ul>\n<p>Thay v\u00ec l\u00e0 nh\u1eefng d\u00e2y chuy\u1ec1n l\u1eafp r\u00e1p ho\u00e0n to\u00e0n t\u1ef1 \u0111\u1ed9ng, pipeline tr\u1edf th\u00e0nh c\u00e1c quy tr\u00ecnh c\u00f4ng vi\u1ec7c c\u1ed9ng t\u00e1c, k\u1ebft h\u1ee3p t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u1edbi tr\u00e1ch nhi\u1ec7m gi\u1ea3i tr\u00ecnh.<\/p>\n<h3>Gi\u1edbi thi\u1ec7u t\u00ednh n\u0103ng Approval activity (Preview)<\/h3>\n<p>\u0110\u1ec3 h\u1ed7 tr\u1ee3 c\u00e1c k\u1ecbch b\u1ea3n n\u00e0y m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean, Fabric Data Factory \u0111\u00e3 gi\u1edbi thi\u1ec7u m\u1ed9t ho\u1ea1t \u0111\u1ed9ng <strong>Approval<\/strong> (Ph\u00ea duy\u1ec7t) \u0111\u01b0a c\u00e1c \u0111i\u1ec3m quy\u1ebft \u0111\u1ecbnh c\u1ee7a con ng\u01b0\u1eddi tr\u1ef1c ti\u1ebfp v\u00e0o qu\u00e1 tr\u00ecnh th\u1ef1c thi pipeline.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" src=\"https:\/\/microsoft.cmctelecom.vn\/wp-content\/uploads\/2026\/06\/8348307c34-1.png\" alt=\"Ho\u1ea1t \u0111\u1ed9ng Ph\u00ea duy\u1ec7t (Approval) v\u1edbi c\u00e1c c\u00e0i \u0111\u1eb7t cho y\u00eau c\u1ea7u ph\u00ea duy\u1ec7t qua email Outlook 365.\" \/><\/figure>\n<p>C\u00e1c kh\u1ea3 n\u0103ng c\u1ee7a pipeline v\u1edbi ho\u1ea1t \u0111\u1ed9ng n\u00e0y bao g\u1ed3m:<\/p>\n<ul>\n<li>T\u1ea1m d\u1eebng th\u1ef1c thi v\u00e0 ch\u1edd quy\u1ebft \u0111\u1ecbnh ph\u00ea duy\u1ec7t ho\u1eb7c t\u1eeb ch\u1ed1i r\u00f5 r\u00e0ng.<\/li>\n<li>\u0110\u1ecbnh tuy\u1ebfn th\u1ef1c thi m\u1ed9t c\u00e1ch linh ho\u1ea1t d\u1ef1a tr\u00ean k\u1ebft qu\u1ea3 (\u0111\u01b0\u1ee3c ph\u00ea duy\u1ec7t, b\u1ecb t\u1eeb ch\u1ed1i ho\u1eb7c h\u1ebft th\u1eddi gian ch\u1edd).<\/li>\n<li>G\u1eedi y\u00eau c\u1ea7u ph\u00ea duy\u1ec7t qua c\u00e1c k\u00eanh quen thu\u1ed9c nh\u01b0 Outlook ho\u1eb7c Teams.<\/li>\n<li>Cho ph\u00e9p ng\u01b0\u1eddi \u0111\u00e1nh gi\u00e1 th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng tr\u1ef1c ti\u1ebfp t\u1eeb giao di\u1ec7n gi\u00e1m s\u00e1t.<\/li>\n<\/ul>\n<p>\u0110i\u1ec1u n\u00e0y bi\u1ebfn \u0111\u1ed5i pipeline t\u1eeb vi\u1ec7c \u0111i\u1ec1u ph\u1ed1i k\u1ef9 thu\u1eadt \u0111\u01a1n thu\u1ea7n th\u00e0nh c\u00e1c quy tr\u00ecnh kinh doanh ho\u00e0n ch\u1ec9nh\u2014n\u01a1i vi\u1ec7c di chuy\u1ec3n d\u1eef li\u1ec7u, x\u00e1c th\u1ef1c v\u00e0 quy\u1ebft \u0111\u1ecbnh c\u1ee7a con ng\u01b0\u1eddi \u0111\u01b0\u1ee3c m\u00f4 h\u00ecnh h\u00f3a c\u00f9ng nhau trong m\u1ed9t quy tr\u00ecnh duy nh\u1ea5t, c\u00f3 th\u1ec3 ki\u1ec3m to\u00e1n \u0111\u01b0\u1ee3c. \u0110\u1ec3 t\u00ecm hi\u1ec3u th\u00eam, doanh nghi\u1ec7p c\u00f3 th\u1ec3 tham kh\u1ea3o <a href=\"https:\/\/aka.ms\/ApprovalActivityDocs\">t\u00e0i li\u1ec7u v\u1ec1 Approval activity<\/a>.<\/p>\n<h2>\u0110\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c th\u1ef1c thi c\u00e1c h\u00e0nh \u0111\u1ed9ng nghi\u1ec7p v\u1ee5<\/h2>\n<p>M\u1ed9t s\u1ef1 ti\u1ebfn h\u00f3a quan tr\u1ecdng kh\u00e1c l\u00e0 vi\u1ec7c m\u1edf r\u1ed9ng \u0111\u1ed1i t\u01b0\u1ee3ng c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 hi\u1ec3u c\u00e1c pipeline. Khi pipeline \u0111\u1ea3m nh\u1eadn nhi\u1ec1u tr\u00e1ch nhi\u1ec7m kinh doanh h\u01a1n, ch\u00fang c\u1ea7n ph\u1ea3i d\u1ec5 ti\u1ebfp c\u1eadn h\u01a1n ch\u1ee9 kh\u00f4ng ch\u1ec9 d\u00e0nh cho c\u00e1c chuy\u00ean gia v\u1ec1 API. Nhi\u1ec1u quy tr\u00ecnh c\u00f4ng vi\u1ec7c li\u00ean quan \u0111\u1ebfn vi\u1ec7c g\u1ecdi c\u00e1c h\u1ec7 th\u1ed1ng b\u00ean ngo\u00e0i\u2014\u0111\u1eb7t h\u00e0ng, g\u1eedi y\u00eau c\u1ea7u, k\u00edch ho\u1ea1t m\u1ed9t h\u00e0nh \u0111\u1ed9ng v\u1eadn h\u00e0nh\u2014nh\u01b0ng vi\u1ec7c vi\u1ebft v\u00e0 duy tr\u00ec c\u00e1c l\u1ec7nh g\u1ecdi REST th\u00f4 c\u00f3 th\u1ec3 ph\u1ee9c t\u1ea1p v\u00e0 d\u1ec5 g\u00e2y l\u1ed7i.<\/p>\n<p>Microsoft nh\u1eadn th\u1ea5y nhu c\u1ea7u m\u1ea1nh m\u1ebd \u0111\u1ed1i v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p tr\u1eebu t\u01b0\u1ee3ng h\u00f3a <em>low-code<\/em> gi\u00fap:<\/p>\n<ul>\n<li>T\u1eadp trung v\u00e0o h\u00e0nh \u0111\u1ed9ng, kh\u00f4ng ph\u1ea3i endpoint.<\/li>\n<li>T\u1ef1 \u0111\u1ed9ng hi\u1ec3n th\u1ecb c\u00e1c tham s\u1ed1 c\u1ea7n thi\u1ebft.<\/li>\n<li>Gi\u1ea3m nhu c\u1ea7u ph\u1ea3i hi\u1ec3u c\u00e1c schema c\u1ee7a API.<\/li>\n<li>L\u00e0m cho c\u00e1c quy tr\u00ecnh c\u00f4ng vi\u1ec7c d\u1ec5 \u0111\u1ecdc v\u00e0 b\u1ea3o tr\u00ec h\u01a1n.<\/li>\n<\/ul>\n<p>S\u1ef1 thay \u0111\u1ed5i n\u00e0y gi\u00fap pipeline ph\u1ee5c v\u1ee5 c\u1ea3 ng\u01b0\u1eddi d\u00f9ng k\u1ef9 thu\u1eadt v\u00e0 ng\u01b0\u1eddi d\u00f9ng nghi\u1ec7p v\u1ee5, m\u00e0 kh\u00f4ng l\u00e0m m\u1ea5t \u0111i kh\u1ea3 n\u0103ng ki\u1ec3m so\u00e1t hay t\u00ednh minh b\u1ea1ch.<\/p>\n<h2>Kh\u1ea3 n\u0103ng quan s\u00e1t cho c\u00e1c quy tr\u00ecnh ch\u1ea1y d\u00e0i<\/h2>\n<p>Khi pipeline ph\u00e1t tri\u1ec3n v\u01b0\u1ee3t ra ngo\u00e0i c\u00e1c c\u00f4ng vi\u1ec7c ETL ng\u1eafn h\u1ea1n, kh\u1ea3 n\u0103ng quan s\u00e1t (<em>observability<\/em>) tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n bao gi\u1edd h\u1ebft. Khi m\u1ed9t pipeline ch\u1ea1y trong v\u00e0i ph\u00fat ho\u1eb7c v\u00e0i gi\u1edd\u2014ho\u1eb7c ch\u1edd \u0111\u1ee3i nhi\u1ec1u ng\u00e0y \u0111\u1ec3 \u0111\u01b0\u1ee3c ph\u00ea duy\u1ec7t\u2014ng\u01b0\u1eddi d\u00f9ng c\u1ea7n c\u00e2u tr\u1ea3 l\u1eddi r\u00f5 r\u00e0ng cho c\u00e1c c\u00e2u h\u1ecfi \u0111\u01a1n gi\u1ea3n:<\/p>\n<ul>\n<li>Tr\u1ea1ng th\u00e1i hi\u1ec7n t\u1ea1i l\u00e0 g\u00ec?<\/li>\n<li>\u0110i\u1ec1u g\u00ec \u0111ang c\u1ea3n tr\u1edf ti\u1ebfn \u0111\u1ed9?<\/li>\n<li>Ai c\u1ea7n ph\u1ea3i h\u00e0nh \u0111\u1ed9ng?<\/li>\n<li>\u0110i\u1ec1u g\u00ec s\u1ebd x\u1ea3y ra ti\u1ebfp theo?<\/li>\n<\/ul>\n<p>C\u00e1c ch\u1ebf \u0111\u1ed9 xem t\u1eadp trung v\u00e0o log truy\u1ec1n th\u1ed1ng l\u00e0 kh\u00f4ng \u0111\u1ee7, \u0111\u1eb7c bi\u1ec7t \u0111\u1ed1i v\u1edbi c\u00e1c b\u00ean li\u00ean quan kh\u00f4ng t\u1eadp trung v\u00e0o code hay c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng. Tr\u1ea3i nghi\u1ec7m gi\u00e1m s\u00e1t c\u1ea7n ph\u1ea3i l\u00e0m n\u1ed5i b\u1eadt tr\u1ea1ng th\u00e1i c\u1ee7a quy tr\u00ecnh c\u00f4ng vi\u1ec7c, ch\u1ee9 kh\u00f4ng ch\u1ec9 c\u00e1c chi ti\u1ebft th\u1ef1c thi.<\/p>\n<h2>T\u01b0\u01a1ng lai c\u1ee7a Pipeline d\u1eef li\u1ec7u<\/h2>\n<p>S\u1ef1 ti\u1ebfn h\u00f3a v\u01b0\u1ee3t ra ngo\u00e0i ETL kh\u00f4ng ph\u1ea3i l\u00e0 \u0111\u1ec3 thay th\u1ebf k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u\u2014m\u00e0 l\u00e0 \u0111\u1ec3 m\u1edf r\u1ed9ng nh\u1eefng g\u00ec pipeline c\u00f3 th\u1ec3 l\u00e0m. Pipeline \u0111ang tr\u1edf th\u00e0nh:<\/p>\n<ul>\n<li><strong>C\u00f4ng c\u1ee5 \u0111i\u1ec1u ph\u1ed1i<\/strong>, kh\u00f4ng ch\u1ec9 di chuy\u1ec3n d\u1eef li\u1ec7u.<\/li>\n<li><strong>C\u1ea7u n\u1ed1i<\/strong> gi\u1eefa c\u00e1c h\u1ec7 th\u1ed1ng, \u0111\u1ed9i nh\u00f3m v\u00e0 quy\u1ebft \u0111\u1ecbnh.<\/li>\n<li><strong>Engine quy tr\u00ecnh c\u00f4ng vi\u1ec7c h\u1ea1ng nh\u1ea5t<\/strong> cho c\u00e1c ho\u1ea1t \u0111\u1ed9ng d\u1ef1a tr\u00ean ph\u00e2n t\u00edch.<\/li>\n<\/ul>\n<p>Trong Microsoft Fabric, s\u1ef1 ti\u1ebfn h\u00f3a n\u00e0y \u0111ang \u0111\u1ecbnh h\u00ecnh c\u00e1ch Microsoft suy ngh\u0129 v\u1ec1 vi\u1ec7c \u0111i\u1ec1u ph\u1ed1i, c\u00e1c ho\u1ea1t \u0111\u1ed9ng v\u00e0 gi\u00e1m s\u00e1t\u2014\u0111\u1ec3 pipeline c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi c\u1ee7a c\u00e1c quy tr\u00ecnh d\u1eef li\u1ec7u v\u00e0 kinh doanh hi\u1ec7n \u0111\u1ea1i. Khi kh\u00e1ch h\u00e0ng ti\u1ebfp t\u1ee5c \u0111\u1ea9y pipeline v\u00e0o c\u00e1c k\u1ecbch b\u1ea3n m\u1edbi, m\u1ed9t \u0111i\u1ec1u r\u00f5 r\u00e0ng l\u00e0: t\u01b0\u01a1ng lai c\u1ee7a pipeline kh\u00f4ng ch\u1ec9 t\u1ef1 \u0111\u1ed9ng\u2014m\u00e0 c\u00f2n mang t\u00ednh c\u1ed9ng t\u00e1c, c\u00f3 th\u1ec3 quan s\u00e1t v\u00e0 k\u1ebft n\u1ed1i s\u00e2u s\u1eafc v\u1edbi c\u00e1ch doanh nghi\u1ec7p v\u1eadn h\u00e0nh.<\/p>","protected":false},"excerpt":{"rendered":"<p>C\u00e1c pipeline d\u1eef li\u1ec7u kh\u00f4ng c\u00f2n ch\u1ec9 gi\u1edbi h\u1ea1n trong vai tr\u00f2 ETL (Tr\u00edch xu\u1ea5t, Chuy\u1ec3n \u0111\u1ed5i, T\u1ea3i) truy\u1ec1n th\u1ed1ng. Microsoft \u0111ang \u0111\u1ecbnh h\u00ecnh l\u1ea1i ch\u00fang th\u00e0nh c\u00e1c c\u00f4ng c\u1ee5 \u0111i\u1ec1u ph\u1ed1i quy tr\u00ecnh nghi\u1ec7p v\u1ee5 to\u00e0n di\u1ec7n, c\u00f3 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c v\u1edbi con ng\u01b0\u1eddi. V\u1edbi b\u1ea3n c\u1eadp nh\u1eadt cho Microsoft Fabric, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u00edch h\u1ee3p c\u00e1c \u0111i\u1ec3m ph\u00ea duy\u1ec7t th\u1ee7 c\u00f4ng tr\u1ef1c ti\u1ebfp v\u00e0o lu\u1ed3ng d\u1eef li\u1ec7u, t\u0103ng c\u01b0\u1eddng t\u00ednh minh b\u1ea1ch v\u00e0 ki\u1ec3m so\u00e1t. Trong nhi\u1ec1u n\u0103m, pipeline d\u1eef li\u1ec7u \u0111\u1ed3ng ngh\u0129a v\u1edbi ETL: tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb m\u1ed9t n\u01a1i, chuy\u1ec3n \u0111\u1ed5i v\u00e0 t\u1ea3i n\u00f3 \u0111\u1ebfn m\u1ed9t n\u01a1i kh\u00e1c. M\u00f4 h\u00ecnh n\u00e0y ho\u1ea1t \u0111\u1ed9ng&#8230;<\/p>","protected":false},"author":15,"featured_media":11823,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-11825","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ms-blogs"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Microsoft Fabric: Pipeline d\u1eef li\u1ec7u ti\u1ebfn h\u00f3a, t\u00edch h\u1ee3p ph\u00ea duy\u1ec7t th\u1ee7 c\u00f4ng | CMC Telecom<\/title>\n<meta name=\"description\" content=\"\u0110\u1ed1i t\u00e1c Tier-1 Solutions Provider c\u1ee7a Microsoft t\u1ea1i Vi\u1ec7t Nam\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" 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