{"id":11590,"date":"2026-05-26T22:26:23","date_gmt":"2026-05-26T15:26:23","guid":{"rendered":"https:\/\/microsoft.cmctelecom.vn\/microsoft-fabric-ra-mat-resource-profiles-tu-dong-toi-uu-hieu-nang-spark\/"},"modified":"2026-05-28T14:24:21","modified_gmt":"2026-05-28T07:24:21","slug":"microsoft-fabric-ra-mat-resource-profiles-tu-dong-toi-uu-hieu-nang-spark","status":"publish","type":"post","link":"https:\/\/microsoft.cmctelecom.vn\/kr\/microsoft-fabric-ra-mat-resource-profiles-tu-dong-toi-uu-hieu-nang-spark\/","title":{"rendered":"Microsoft Fabric ra m\u1eaft Resource Profiles: T\u1ef1 \u0111\u1ed9ng t\u1ed1i \u01b0u hi\u1ec7u n\u0103ng Spark"},"content":{"rendered":"<p>Ng\u00e0y 18\/05\/2026, Microsoft \u0111\u00e3 c\u00f4ng b\u1ed1 t\u00ednh n\u0103ng Resource Profiles (b\u1ea3n Preview) cho Microsoft Fabric Data Engineering. T\u00ednh n\u0103ng n\u00e0y gi\u00fap doanh nghi\u1ec7p t\u1ef1 \u0111\u1ed9ng t\u1ed1i \u01b0u h\u00f3a c\u1ea5u h\u00ecnh Apache Spark, gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n c\u00e2n b\u1eb1ng gi\u1eefa chi ph\u00ed, hi\u1ec7u n\u0103ng v\u00e0 t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd cho c\u00e1c workload d\u1eef li\u1ec7u \u0111a d\u1ea1ng m\u00e0 kh\u00f4ng c\u1ea7n tinh ch\u1ec9nh th\u1ee7 c\u00f4ng.<\/p>\n<p>C\u00e1c \u0111\u1ed9i ng\u0169 k\u1ef9 s\u01b0 d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i lu\u00f4n ch\u1ecbu \u00e1p l\u1ef1c ph\u1ea3i cung c\u1ea5p c\u00e1c pipeline nhanh h\u01a1n, chi ph\u00ed th\u1ea5p h\u01a1n v\u00e0 hi\u1ec7u n\u0103ng \u1ed5n \u0111\u1ecbnh, trong khi ph\u1ea3i x\u1eed l\u00fd c\u00e1c workload ng\u00e0y c\u00e0ng \u0111a d\u1ea1ng. Tr\u00ean th\u1ef1c t\u1ebf, m\u1ed9t c\u1ea5u h\u00ecnh Spark duy nh\u1ea5t cho m\u1ecdi t\u00e1c v\u1ee5 hi\u1ebfm khi ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3. C\u00e1c pipeline nh\u1eadp d\u1eef li\u1ec7u, c\u00e1c job chuy\u1ec3n \u0111\u1ed5i, ph\u00e2n t\u00edch t\u01b0\u01a1ng t\u00e1c v\u00e0 truy v\u1ea5n BI \u0111\u1ec1u \u0111\u1eb7t ra nh\u1eefng y\u00eau c\u1ea7u r\u1ea5t kh\u00e1c nhau v\u1ec1 t\u00e0i nguy\u00ean t\u00ednh to\u00e1n.<\/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\/05\/ecdba7c0d9.png\" alt=\"Giao di\u1ec7n l\u1ef1a ch\u1ecdn tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a trong Resource Profiles\" \/><\/figure>\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\/05\/4be97b905a.png\" alt=\"Giao di\u1ec7n hi\u1ec3n th\u1ecb c\u1ea5u h\u00ecnh Spark \u0111\u01b0\u1ee3c \u0111\u1ec1 xu\u1ea5t b\u1edfi Resource Profiles\" \/><\/figure>\n<h2>Resource Profiles l\u00e0 g\u00ec?<\/h2>\n<p>Resource Profiles l\u00e0 c\u00e1c h\u1ed3 s\u01a1 t\u00e0i nguy\u00ean t\u00ednh to\u00e1n \u0111\u01b0\u1ee3c c\u1ea5u h\u00ecnh s\u1eb5n, nh\u1eadn bi\u1ebft \u0111\u01b0\u1ee3c lo\u1ea1i workload \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a c\u00e1c thi\u1ebft l\u1eadp m\u00f4i tr\u01b0\u1eddng Spark d\u1ef1a tr\u00ean c\u00e1ch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u1ecdc, ghi v\u00e0 s\u1eed d\u1ee5ng. Thay v\u00ec ph\u1ea3i tinh ch\u1ec9nh h\u00e0ng ch\u1ee5c thu\u1ed9c t\u00ednh c\u1ee7a Spark, ng\u01b0\u1eddi d\u00f9ng ch\u1ec9 c\u1ea7n ch\u1ecdn m\u1ed9t h\u1ed3 s\u01a1 ph\u00f9 h\u1ee3p v\u1edbi m\u00f4 h\u00ecnh workload c\u1ee7a m\u00ecnh v\u00e0 Microsoft Fabric s\u1ebd t\u1ef1 \u0111\u1ed9ng \u00e1p d\u1ee5ng c\u1ea5u h\u00ecnh t\u1ed1i \u01b0u.<\/p>\n<p>Hi\u1ec7n t\u1ea1i, Fabric Data Engineering h\u1ed7 tr\u1ee3 c\u00e1c h\u1ed3 s\u01a1 sau:<\/p>\n<ul>\n<li><strong>Write-heavy:<\/strong> T\u1ed1i \u01b0u cho c\u00e1c workload nh\u1eadp v\u00e0 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u v\u1edbi th\u00f4ng l\u01b0\u1ee3ng cao.<\/li>\n<li><strong>Read-heavy for Spark:<\/strong> T\u1ed1i \u01b0u cho c\u00e1c t\u00e1c v\u1ee5 \u0111\u1ecdc d\u1eef li\u1ec7u th\u01b0\u1eddng xuy\u00ean b\u1eb1ng Spark v\u00e0 c\u00e1c truy v\u1ea5n t\u01b0\u01a1ng t\u00e1c.<\/li>\n<li><strong>Read-heavy for Power BI:<\/strong> T\u1ed1i \u01b0u cho vi\u1ec7c s\u1eed d\u1ee5ng trong BI v\u00e0 SQL tr\u00ean c\u00e1c b\u1ea3ng Delta.<\/li>\n<\/ul>\n<p>M\u1ed7i h\u1ed3 s\u01a1 t\u1ed5ng h\u1ee3p c\u00e1c thi\u1ebft l\u1eadp t\u1ed1t nh\u1ea5t \u0111\u01b0\u1ee3c \u0111\u00fac k\u1ebft t\u1eeb c\u00e1c workload th\u1ef1c t\u1ebf v\u00e0 ki\u1ec3m th\u1eed n\u1ed9i b\u1ed9, gi\u00fap doanh nghi\u1ec7p \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u n\u0103ng \u1ed5n \u0111\u1ecbnh ngay t\u1eeb \u0111\u1ea7u.<\/p>\n<h2>T\u1ea1i sao doanh nghi\u1ec7p c\u1ea7n Resource Profiles?<\/h2>\n<p>M\u1ed9t th\u00e1ch th\u1ee9c chung m\u00e0 c\u00e1c kh\u00e1ch h\u00e0ng doanh nghi\u1ec7p g\u1eb7p ph\u1ea3i khi \u0111\u00e1nh gi\u00e1 Microsoft Fabric l\u00e0 kh\u00f3 kh\u0103n trong vi\u1ec7c \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u qu\u1ea3 chi ph\u00ed-hi\u1ec7u n\u0103ng nh\u1ea5t qu\u00e1n khi ch\u1ea1y c\u00e1c workload Spark \u0111a d\u1ea1ng tr\u00ean m\u1ed9t b\u1ed9 c\u1ea5u h\u00ecnh duy nh\u1ea5t.<\/p>\n<p>C\u00e1c job nh\u1eadp d\u1eef li\u1ec7u (write-heavy) c\u1ea7n th\u00f4ng l\u01b0\u1ee3ng v\u00e0 kh\u1ea3 n\u0103ng song song h\u00f3a cao. Trong khi \u0111\u00f3, c\u00e1c workload t\u1ed1i \u01b0u cho vi\u1ec7c \u0111\u1ecdc (read-optimized) l\u1ea1i y\u00eau c\u1ea7u \u0111\u1ed9 tr\u1ec5 th\u1ea5p \u0111\u1ec3 ph\u1ee5c v\u1ee5 ph\u00e2n t\u00edch, SQL v\u00e0 Power BI. Vi\u1ec7c c\u00e2n b\u1eb1ng c\u00e1c y\u00eau c\u1ea7u n\u00e0y m\u1ed9t c\u00e1ch th\u1ee7 c\u00f4ng th\u01b0\u1eddng d\u1eabn \u0111\u1ebfn vi\u1ec7c ph\u1ea3i th\u1eed v\u00e0 sai, t\u0103ng chi ph\u00ed v\u1eadn h\u00e0nh v\u00e0 cho k\u1ebft qu\u1ea3 kh\u00f4ng t\u1ed1i \u01b0u.<\/p>\n<p>Resource Profiles gi\u1ea3i quy\u1ebft tr\u1ef1c ti\u1ebfp v\u1ea5n \u0111\u1ec1 n\u00e0y b\u1eb1ng c\u00e1ch cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng khai b\u00e1o m\u1ee5c ti\u00eau c\u00f4ng vi\u1ec7c, v\u00e0 \u0111\u1ec3 Fabric t\u1ef1 x\u1eed l\u00fd vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a t\u00e0i nguy\u00ean t\u00ednh to\u00e1n.<\/p>\n<h2>T\u1ed1i \u01b0u cho ki\u1ebfn tr\u00fac Medallion v\u00e0 c\u00e1c t\u00e1c v\u1ee5 chuy\u00ean bi\u1ec7t<\/h2>\n<p>Resource Profiles ph\u00f9 h\u1ee3p m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean v\u1edbi ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u Medallion hi\u1ec7n \u0111\u1ea1i:<\/p>\n<ul>\n<li><strong>L\u1edbp Bronze:<\/strong> C\u00e1c job nh\u1eadp d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb h\u1ed3 s\u01a1 <strong>write-heavy<\/strong> v\u1edbi kh\u1ea3 n\u0103ng song song h\u00f3a v\u00e0 b\u1ed1 c\u1ee5c file \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u.<\/li>\n<li><strong>L\u1edbp Silver:<\/strong> C\u00e1c job chuy\u1ec3n \u0111\u1ed5i c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng h\u1ed3 s\u01a1 c\u00e2n b\u1eb1ng ho\u1eb7c <strong>read-heavy<\/strong> cho Spark t\u00f9y thu\u1ed9c v\u00e0o m\u00f4 h\u00ecnh truy c\u1eadp.<\/li>\n<li><strong>L\u1edbp Gold:<\/strong> C\u00e1c k\u1ecbch b\u1ea3n s\u1eed d\u1ee5ng d\u1eef li\u1ec7u trong Power BI, SQL Warehouse v\u00e0 ph\u00e2n t\u00edch t\u01b0\u01a1ng t\u00e1c s\u1ebd \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb c\u00e1c h\u1ed3 s\u01a1 <strong>read-optimized<\/strong>.<\/li>\n<\/ul>\n<p>B\u1eb1ng c\u00e1ch \u0111i\u1ec1u ch\u1ec9nh h\u00e0nh vi t\u00ednh to\u00e1n cho t\u1eebng giai \u0111o\u1ea1n c\u1ee7a v\u00f2ng \u0111\u1eddi d\u1eef li\u1ec7u, c\u00e1c \u0111\u1ed9i ng\u0169 c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c SLA t\u1ed1t h\u01a1n, pipeline nhanh h\u01a1n v\u00e0 gi\u1ea3m bi\u1ebfn \u0111\u1ed9ng chi ph\u00ed m\u00e0 kh\u00f4ng c\u1ea7n tinh ch\u1ec9nh ph\u1ee9c t\u1ea1p.<\/p>\n<h2>Hi\u1ec7u n\u0103ng m\u1eb7c \u0111\u1ecbnh v\u00e0 kh\u1ea3 n\u0103ng ki\u1ec3m so\u00e1t linh ho\u1ea1t<\/h2>\n<p>Resource Profiles \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o an to\u00e0n, minh b\u1ea1ch v\u00e0 linh ho\u1ea1t:<\/p>\n<ul>\n<li>C\u00e1c workspace m\u1edbi tr\u00ean Fabric s\u1ebd m\u1eb7c \u0111\u1ecbnh s\u1eed d\u1ee5ng h\u1ed3 s\u01a1 <strong>write-optimized<\/strong>, \u0111\u1ea3m b\u1ea3o hi\u1ec7u n\u0103ng nh\u1eadp d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd ngay t\u1eeb ng\u00e0y \u0111\u1ea7u ti\u00ean.<\/li>\n<li>C\u00e1c h\u1ed3 s\u01a1 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u1ea5u h\u00ecnh \u1edf c\u1ea5p \u0111\u1ed9 m\u00f4i tr\u01b0\u1eddng v\u00e0 \u0111\u01b0\u1ee3c ghi \u0111\u00e8 linh ho\u1ea1t khi c\u1ea7n thi\u1ebft.<\/li>\n<li>C\u00e1c workload hi\u1ec7n c\u00f3 kh\u00f4ng b\u1ecb gi\u00e1n \u0111o\u1ea1n, c\u00e1c \u0111\u1ed9i ng\u0169 v\u1eabn c\u00f3 to\u00e0n quy\u1ec1n ki\u1ec3m so\u00e1t th\u1eddi \u0111i\u1ec3m v\u00e0 c\u00e1ch th\u1ee9c \u00e1p d\u1ee5ng c\u00e1c h\u1ed3 s\u01a1.<\/li>\n<\/ul>\n<p>C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y mang l\u1ea1i hi\u1ec7u n\u0103ng m\u1eb7c \u0111\u1ecbnh trong khi v\u1eabn duy tr\u00ec kh\u1ea3 n\u0103ng ki\u1ec3m so\u00e1t m\u00e0 c\u00e1c \u0111\u1ed9i ng\u0169 doanh nghi\u1ec7p mong \u0111\u1ee3i.<\/p>\n<h2>C\u00e1c b\u01b0\u1edbc ti\u1ebfp theo<\/h2>\n<p>T\u00ednh n\u0103ng Resource Profiles \u0111\u00e3 c\u00f3 s\u1eb5n \u1edf d\u1ea1ng Preview trong Microsoft Fabric Data Engineering. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u b\u1eb1ng c\u00e1ch ch\u1ecdn m\u1ed9t h\u1ed3 s\u01a1 trong ph\u1ea7n c\u00e0i \u0111\u1eb7t M\u00f4i tr\u01b0\u1eddng (Environment) v\u00e0 tr\u1ea3i nghi\u1ec7m s\u1ef1 kh\u00e1c bi\u1ec7t trong l\u1ea7n ch\u1ea1y pipeline ti\u1ebfp theo.<\/p>\n<p>\u0110\u1ec3 c\u00f3 h\u01b0\u1edbng d\u1eabn chi ti\u1ebft, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 tham kh\u1ea3o t\u00e0i li\u1ec7u <a href=\"https:\/\/learn.microsoft.com\/fabric\/data-engineering\/configure-resource-profile-configurations\">Data Engineering c\u1ee7a Microsoft Fabric<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>Ng\u00e0y 18\/05\/2026, Microsoft \u0111\u00e3 c\u00f4ng b\u1ed1 t\u00ednh n\u0103ng Resource Profiles (b\u1ea3n Preview) cho Microsoft Fabric Data Engineering. T\u00ednh n\u0103ng n\u00e0y gi\u00fap doanh nghi\u1ec7p t\u1ef1 \u0111\u1ed9ng t\u1ed1i \u01b0u h\u00f3a c\u1ea5u h\u00ecnh Apache Spark, gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n c\u00e2n b\u1eb1ng gi\u1eefa chi ph\u00ed, hi\u1ec7u n\u0103ng v\u00e0 t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd cho c\u00e1c workload d\u1eef li\u1ec7u \u0111a d\u1ea1ng&#8230;<\/p>","protected":false},"author":15,"featured_media":11588,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-11590","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 ra m\u1eaft Resource Profiles: T\u1ef1 \u0111\u1ed9ng t\u1ed1i \u01b0u hi\u1ec7u n\u0103ng Spark | CMC 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