{"id":5900,"date":"2026-10-01T16:29:21","date_gmt":"2026-10-01T09:29:21","guid":{"rendered":"https:\/\/blog.datacore.vn\/?p=5900"},"modified":"2026-10-01T16:29:25","modified_gmt":"2026-10-01T09:29:25","slug":"dau-tu-phan-tan-nen-tang-so","status":"publish","type":"post","link":"https:\/\/blog.datacore.vn\/vi\/dau-tu-phan-tan-nen-tang-so\/","title":{"rendered":"\u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1: 4 l\u1edbp ki\u1ebfn tr\u00fac m\u1ea1nh m\u1ebd ch\u1eb7n l\u00e3ng ph\u00ed t\u1ed1n k\u00e9m"},"content":{"rendered":"<p class=\"wp-block-paragraph\"><strong>TL;DR:<\/strong> \u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1 x\u1ea3y ra khi nhi\u1ec1u c\u01a1 quan, t\u1ed5 ch\u1ee9c x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng s\u1ed1 ri\u00eang l\u1ebb m\u00e0 kh\u00f4ng c\u00f3 m\u1ed9t ki\u1ebfn tr\u00fac chung. M\u1ed7i h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 \u0111\u00e1p \u1ee9ng t\u1ed1t nhu c\u1ea7u ri\u00eang, nh\u01b0ng kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i, chia s\u1ebb v\u00e0 t\u00e1i s\u1eed d\u1ee5ng d\u1eef li\u1ec7u b\u1ecb h\u1ea1n ch\u1ebf, trong khi chi ph\u00ed \u0111\u1ea7u t\u01b0 v\u00e0 v\u1eadn h\u00e0nh t\u0103ng l\u00ean.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1 phi\u00ean b\u1ea3n 1.0 c\u1ee7a Vi\u1ec7t Nam, ban h\u00e0nh theo Quy\u1ebft \u0111\u1ecbnh s\u1ed1 3090\/Q\u0110-BKHCN c\u1ee7a B\u1ed9 Khoa h\u1ecdc v\u00e0 C\u00f4ng ngh\u1ec7 (B\u1ed9 KH&amp;CN) n\u0103m 2025, gi\u1ea3i b\u00e0i to\u00e1n \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n b\u1eb1ng b\u1ed1n l\u1edbp d\u00f9ng chung: h\u1ea1 t\u1ea7ng v\u00e0 an ninh m\u1ea1ng, d\u1eef li\u1ec7u v\u00e0 n\u1ec1n t\u1ea3ng l\u00f5i, \u1ee9ng d\u1ee5ng d\u00f9ng chung, k\u00eanh t\u01b0\u01a1ng t\u00e1c c\u00f9ng \u0111o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ea7u t\u01b0 nhi\u1ec1u h\u01a1n cho c\u00f4ng ngh\u1ec7 kh\u00f4ng \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c m\u1ed9t h\u1ec7 th\u1ed1ng s\u1ed1 s\u1ebd v\u1eadn h\u00e0nh hi\u1ec7u qu\u1ea3 h\u01a1n. \u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1 c\u00f3 th\u1ec3 xu\u1ea5t hi\u1ec7n khi nhi\u1ec1u c\u01a1 quan, t\u1ed5 ch\u1ee9c c\u00f9ng tri\u1ec3n khai chuy\u1ec3n \u0111\u1ed5i s\u1ed1 nh\u01b0ng thi\u1ebfu m\u1ed9t ki\u1ebfn tr\u00fac chung. Khi \u0111\u00f3, m\u1ed9t ngh\u1ecbch l\u00fd c\u00f3 th\u1ec3 xu\u1ea5t hi\u1ec7n: nhi\u1ec1u h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng, nhi\u1ec1u n\u1ec1n t\u1ea3ng s\u1ed1 \u0111\u01b0\u1ee3c \u0111\u1ea7u t\u01b0, nhi\u1ec1u d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra, nh\u01b0ng c\u00e1c th\u00e0nh ph\u1ea7n l\u1ea1i kh\u00f3 k\u1ebft n\u1ed1i, kh\u00f3 chia s\u1ebb, th\u1eadm ch\u00ed c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n nh\u1eefng ch\u1ee9c n\u0103ng t\u01b0\u01a1ng t\u1ef1 nhau.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u00e0i vi\u1ebft n\u00e0y gi\u1ea3i th\u00edch \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n l\u00e0 g\u00ec, n\u0103m c\u00e1i gi\u00e1 m\u00e0 \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n t\u1ea1o ra, c\u00e1ch ki\u1ebfn tr\u00fac b\u1ed1n l\u1edbp thay th\u1ebf n\u00f3, \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n so v\u1edbi \u0111\u1ea7u t\u01b0 ki\u1ebfn tr\u00fac ra sao, v\u00e0 \u0111i\u1ec1u g\u00ec thay \u0111\u1ed5i \u0111\u1ed1i v\u1edbi c\u00e1c b\u1ed9, ng\u00e0nh, \u0111\u1ecba ph\u01b0\u01a1ng, nh\u00e0 cung c\u1ea5p, doanh nghi\u1ec7p v\u00e0 \u0111\u1ed9i ng\u0169 d\u1eef li\u1ec7u.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1 l\u00e0 g\u00ec?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">H\u00e3y h\u00ecnh dung m\u1ed9t h\u1ec7 th\u1ed1ng trong \u0111\u00f3 nhi\u1ec1u \u0111\u01a1n v\u1ecb c\u00f9ng c\u1ea7n m\u1ed9t s\u1ed1 n\u0103ng l\u1ef1c c\u01a1 b\u1ea3n: l\u01b0u tr\u1eef d\u1eef li\u1ec7u, x\u00e1c th\u1ef1c ng\u01b0\u1eddi d\u00f9ng, chia s\u1ebb d\u1eef li\u1ec7u, ph\u00e2n t\u00edch, b\u00e1o c\u00e1o ho\u1eb7c cung c\u1ea5p d\u1ecbch v\u1ee5 tr\u1ef1c tuy\u1ebfn. Thay v\u00ec s\u1eed d\u1ee5ng m\u1ed9t n\u1ec1n t\u1ea3ng d\u00f9ng chung, m\u1ed7i \u0111\u01a1n v\u1ecb c\u00f3 th\u1ec3 t\u1ef1 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng c\u1ee7a ri\u00eang m\u00ecnh.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0110\u01a1n v\u1ecb A x\u00e2y d\u1ef1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u ri\u00eang.<\/li>\n\n<li>\u0110\u01a1n v\u1ecb B x\u00e2y d\u1ef1ng m\u1ed9t c\u01a1 s\u1edf d\u1eef li\u1ec7u kh\u00e1c.<\/li>\n\n<li>\u0110\u01a1n v\u1ecb C ti\u1ebfp t\u1ee5c \u0111\u1ea7u t\u01b0 m\u1ed9t h\u1ec7 th\u1ed1ng t\u01b0\u01a1ng t\u1ef1.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed7i h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 v\u1eadn h\u00e0nh t\u1ed1t trong ph\u1ea1m vi c\u1ee7a m\u00ecnh. Nh\u01b0ng khi c\u00e1c h\u1ec7 th\u1ed1ng c\u1ea7n trao \u0111\u1ed5i th\u00f4ng tin v\u1edbi nhau, v\u1ea5n \u0111\u1ec1 b\u1eaft \u0111\u1ea7u xu\u1ea5t hi\u1ec7n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c hi\u1ec3u l\u00e0 \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1: ngu\u1ed3n l\u1ef1c c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c tri\u1ec3n khai tr\u00ean nhi\u1ec1u h\u1ec7 th\u1ed1ng, \u0111\u01a1n v\u1ecb ho\u1eb7c d\u1ef1 \u00e1n ri\u00eang bi\u1ec7t m\u00e0 kh\u00f4ng c\u00f3 m\u1ed9t ki\u1ebfn tr\u00fac v\u00e0 c\u01a1 ch\u1ebf \u0111i\u1ec1u ph\u1ed1i \u0111\u1ee7 th\u1ed1ng nh\u1ea5t.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ea7u t\u01b0 tr\u00f9ng l\u1eb7p c\u00f2n nghi\u00eam tr\u1ecdng h\u01a1n \u1edf m\u1ed9t kh\u00eda c\u1ea1nh kh\u00e1c: nhi\u1ec1u h\u1ec7 th\u1ed1ng kh\u00e1c nhau \u0111\u01b0\u1ee3c c\u1ea5p v\u1ed1n \u0111\u1ec3 gi\u1ea3i quy\u1ebft nh\u1eefng nhu c\u1ea7u ho\u1eb7c ch\u1ee9c n\u0103ng t\u01b0\u01a1ng t\u1ef1, thay v\u00ec t\u1eadn d\u1ee5ng m\u1ed9t th\u00e0nh ph\u1ea7n d\u00f9ng chung. V\u00ec v\u1eady, tr\u00f9ng l\u1eb7p l\u00e0 h\u00ecnh th\u1ee9c t\u1ed1n k\u00e9m nh\u1ea5t c\u1ee7a \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec1u n\u00e0y kh\u00f4ng c\u00f3 ngh\u0129a l\u00e0 m\u1ecdi h\u1ec7 th\u1ed1ng \u0111\u1ed9c l\u1eadp \u0111\u1ec1u kh\u00f4ng c\u1ea7n thi\u1ebft. C\u00e1c c\u01a1 quan v\u1eabn c\u00f3 nh\u1eefng quy tr\u00ecnh nghi\u1ec7p v\u1ee5 \u0111\u1eb7c th\u00f9 c\u1ea7n h\u1ec7 th\u1ed1ng chuy\u00ean bi\u1ec7t. V\u1ea5n \u0111\u1ec1 n\u1eb1m \u1edf ch\u1ed7 nh\u1eefng th\u00e0nh ph\u1ea7n c\u00f3 th\u1ec3 d\u00f9ng chung l\u1ea1i \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng nhi\u1ec1u l\u1ea7n, ho\u1eb7c c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u1ed9c l\u1eadp kh\u00f4ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf ngay t\u1eeb \u0111\u1ea7u \u0111\u1ec3 c\u00f3 th\u1ec3 li\u00ean th\u00f4ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1 y\u00eau c\u1ea7u c\u00e1c c\u01a1 quan x\u00e2y d\u1ef1ng ki\u1ebfn tr\u00fac ph\u00f9 h\u1ee3p v\u1edbi ch\u1ee9c n\u0103ng c\u1ee7a m\u00ecnh, \u0111\u1ed3ng th\u1eddi v\u1eabn tu\u00e2n th\u1ee7 c\u00e1c nguy\u00ean t\u1eafc chung v\u1ec1 li\u00ean th\u00f4ng, k\u1ebft n\u1ed1i, chia s\u1ebb v\u00e0 s\u1eed d\u1ee5ng chung.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1020\" height=\"563\" src=\"https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-6.png\" alt=\"H\u1ed9i ngh\u1ecb v\u1ec1 Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1 nh\u1eb1m h\u1ea1n ch\u1ebf \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1\" class=\"wp-image-6022\" srcset=\"https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-6.png 1020w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-6-18x10.png 18w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-6-300x166.png 300w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-6-766x423.png 766w\" sizes=\"auto, (max-width: 1020px) 100vw, 1020px\" \/><figcaption class=\"wp-element-caption\">H\u1ed9i ngh\u1ecb ph\u1ed5 bi\u1ebfn, truy\u1ec1n th\u00f4ng, tri\u1ec3n khai Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1 do Ph\u00f3 Th\u1ee7 t\u01b0\u1edbng H\u1ed3 Qu\u1ed1c D\u0169ng ch\u1ee7 tr\u00ec. \u1ea2nh: Chinhphu.vn<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">M\u1ed9t v\u00ed d\u1ee5 \u0111\u01a1n gi\u1ea3n v\u1ec1 \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n tr\u00f4ng nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Gi\u1ea3 s\u1eed 10 h\u1ec7 th\u1ed1ng \u0111\u1ec1u c\u1ea7n:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>l\u01b0u tr\u1eef d\u1eef li\u1ec7u;<\/li>\n\n<li>x\u00e1c th\u1ef1c ng\u01b0\u1eddi d\u00f9ng;<\/li>\n\n<li>k\u1ebft n\u1ed1i API (giao di\u1ec7n l\u1eadp tr\u00ecnh \u1ee9ng d\u1ee5ng);<\/li>\n\n<li>sao l\u01b0u;<\/li>\n\n<li>b\u1ea3o m\u1eadt;<\/li>\n\n<li>ph\u00e2n t\u00edch d\u1eef li\u1ec7u;<\/li>\n\n<li>b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n qu\u1ea3n tr\u1ecb.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">N\u1ebfu m\u1ed7i h\u1ec7 th\u1ed1ng t\u1ef1 x\u00e2y d\u1ef1ng to\u00e0n b\u1ed9 c\u00e1c th\u00e0nh ph\u1ea7n n\u00e0y, ngu\u1ed3n l\u1ef1c s\u1ebd b\u1ecb ti\u00eau hao v\u00e0o \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n. Nh\u01b0ng v\u1ea5n \u0111\u1ec1 kh\u00f4ng ch\u1ec9 l\u00e0 ch\u00fang \u0111\u01b0\u1ee3c \"x\u00e2y 10 l\u1ea7n\"; 10 h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>10 chu\u1ea9n d\u1eef li\u1ec7u kh\u00e1c nhau;<\/li>\n\n<li>10 ph\u01b0\u01a1ng th\u1ee9c \u0111\u1ecbnh danh kh\u00e1c nhau;<\/li>\n\n<li>10 c\u01a1 ch\u1ebf k\u1ebft n\u1ed1i kh\u00e1c nhau;<\/li>\n\n<li>10 quy tr\u00ecnh b\u1ea3o m\u1eadt kh\u00e1c nhau;<\/li>\n\n<li>10 h\u1ec7 th\u1ed1ng b\u00e1o c\u00e1o kh\u00e1c nhau.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Khi \u0111\u00f3, chi ph\u00ed l\u1edbn nh\u1ea5t c\u1ee7a \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n c\u00f3 th\u1ec3 kh\u00f4ng c\u00f2n l\u00e0 chi ph\u00ed x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng, m\u00e0 l\u00e0 chi ph\u00ed k\u1ebft n\u1ed1i ch\u00fang v\u00e0 duy tr\u00ec m\u1ed9t m\u00f4i tr\u01b0\u1eddng s\u1ed1 b\u1ecb ph\u00e2n m\u1ea3nh.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1 g\u00e2y ra nh\u1eefng h\u1eadu qu\u1ea3 g\u00ec?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Khi c\u00e1c n\u1ec1n t\u1ea3ng s\u1ed1 ph\u00e1t tri\u1ec3n theo ki\u1ec3u \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n v\u00e0 tr\u00f9ng l\u1eb7p n\u0103ng l\u1ef1c, \u00edt nh\u1ea5t n\u0103m v\u1ea5n \u0111\u1ec1 l\u1edbn c\u00f3 th\u1ec3 xu\u1ea5t hi\u1ec7n. M\u1ed7i v\u1ea5n \u0111\u1ec1 l\u1ea1i khu\u1ebfch \u0111\u1ea1i c\u00e1c v\u1ea5n \u0111\u1ec1 c\u00f2n l\u1ea1i, v\u00ec v\u1eady \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n l\u00e0 m\u1ed9t b\u00e0i to\u00e1n chi\u1ebfn l\u01b0\u1ee3c ch\u1ee9 kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t d\u00f2ng ng\u00e2n s\u00e1ch.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. L\u00e3ng ph\u00ed ngu\u1ed3n l\u1ef1c do \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">X\u00e2y d\u1ef1ng m\u1ed9t n\u0103ng l\u1ef1c c\u00f4ng ngh\u1ec7 nhi\u1ec1u l\u1ea7n \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c ngu\u1ed3n l\u1ef1c t\u00e0i ch\u00ednh, nh\u00e2n l\u1ef1c v\u00e0 th\u1eddi gian c\u0169ng b\u1ecb s\u1eed d\u1ee5ng nhi\u1ec1u l\u1ea7n. Thay v\u00ec \u0111\u1ea7u t\u01b0 m\u1ed9t l\u1ea7n v\u00e0o m\u1ed9t n\u1ec1n t\u1ea3ng c\u00f3 th\u1ec3 ph\u1ee5c v\u1ee5 nhi\u1ec1u \u0111\u01a1n v\u1ecb, ngu\u1ed3n l\u1ef1c b\u1ecb chia nh\u1ecf cho nhi\u1ec1u d\u1ef1 \u00e1n nh\u1ecf h\u01a1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00ec v\u1eady, y\u00eau c\u1ea7u \"h\u1ea1n ch\u1ebf \u0111\u1ea7u t\u01b0 d\u00e0n tr\u1ea3i, tr\u00f9ng l\u1eb7p v\u00e0 l\u00e3ng ph\u00ed\" \u0111\u01b0\u1ee3c \u0111\u1eb7t tr\u1ef1c ti\u1ebfp v\u00e0o qu\u00e1 tr\u00ecnh tri\u1ec3n khai Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1. Theo <a href=\"https:\/\/vnexpress.net\/tranh-dau-tu-phan-tan-trung-lap-khi-lam-nen-tang-so-5120715.html\" target=\"_blank\" rel=\"noopener\">b\u00e0i vi\u1ebft c\u1ee7a VnExpress v\u1ec1 H\u1ed9i ngh\u1ecb tri\u1ec3n khai (16\/9\/2026)<\/a>, Trung \u01b0\u01a1ng d\u1ef1 ki\u1ebfn \u0111\u1ea7u t\u01b0 79 n\u1ec1n t\u1ea3ng s\u1ed1 d\u00f9ng chung qu\u1ed1c gia \u0111\u1ec3 c\u00e1c b\u1ed9, ng\u00e0nh v\u00e0 \u0111\u1ecba ph\u01b0\u01a1ng s\u1eed d\u1ee5ng l\u1ea1i.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. D\u1eef li\u1ec7u b\u1ecb ph\u00e2n m\u1ea3nh do \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y c\u00f3 th\u1ec3 l\u00e0 h\u1eadu qu\u1ea3 quan tr\u1ecdng h\u01a1n c\u1ea3 chi ph\u00ed c\u1ee7a \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n. C\u00f9ng m\u1ed9t th\u00f4ng tin c\u00f3 th\u1ec3 xu\u1ea5t hi\u1ec7n \u1edf nhi\u1ec1u h\u1ec7 th\u1ed1ng nh\u01b0ng v\u1edbi \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau. V\u00ed d\u1ee5, c\u00f9ng m\u1ed9t t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ghi l\u00e0 \"C\u00f4ng ty ABC\" trong h\u1ec7 th\u1ed1ng n\u00e0y nh\u01b0ng l\u00e0 \"C\u00f4ng ty TNHH ABC\" trong h\u1ec7 th\u1ed1ng kh\u00e1c. N\u1ebfu kh\u00f4ng c\u00f3 chu\u1ea9n \u0111\u1ecbnh danh th\u1ed1ng nh\u1ea5t, m\u00e1y t\u00ednh kh\u00f3 nh\u1eadn bi\u1ebft hai b\u1ea3n ghi \u0111\u00f3 c\u00f9ng ch\u1ec9 m\u1ed9t th\u1ef1c th\u1ec3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khi d\u1eef li\u1ec7u kh\u00f4ng \u0111\u01b0\u1ee3c chu\u1ea9n h\u00f3a, vi\u1ec7c t\u00edch h\u1ee3p d\u1eef li\u1ec7u, ph\u00e2n t\u00edch quy m\u00f4 l\u1edbn v\u00e0 \u1ee9ng d\u1ee5ng AI (tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o) tr\u1edf n\u00ean kh\u00f3 kh\u0103n h\u01a1n. \u0110\u00e2y c\u0169ng l\u00e0 l\u00fd do Khung ki\u1ebfn tr\u00fac s\u1ed1 x\u00e1c \u0111\u1ecbnh d\u1eef li\u1ec7u c\u1ea7n \u0111\u01b0\u1ee3c qu\u1ea3n tr\u1ecb, chu\u1ea9n h\u00f3a, k\u1ebft n\u1ed1i v\u00e0 chia s\u1ebb theo nguy\u00ean t\u1eafc \"\u0111\u00fang, \u0111\u1ee7, s\u1ea1ch, s\u1ed1ng, th\u1ed1ng nh\u1ea5t, d\u00f9ng chung\".<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Kh\u00f3 li\u00ean th\u00f4ng gi\u1eefa c\u00e1c h\u1ec7 th\u1ed1ng khi \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t n\u1ec1n t\u1ea3ng c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng t\u1ed1t khi v\u1eadn h\u00e0nh \u0111\u1ed9c l\u1eadp nh\u01b0ng k\u00e9m hi\u1ec7u qu\u1ea3 h\u01a1n khi c\u1ea7n trao \u0111\u1ed5i d\u1eef li\u1ec7u v\u1edbi h\u1ec7 th\u1ed1ng kh\u00e1c. Khi \u0111\u00f3, c\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i x\u00e2y th\u00eam c\u00e1c l\u1edbp trung gian, c\u00e1c k\u1ebft n\u1ed1i ri\u00eang ho\u1eb7c chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u th\u1ee7 c\u00f4ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">K\u1ebft qu\u1ea3 c\u1ee7a \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n l\u00e0 m\u1ed9t ki\u1ebfn tr\u00fac ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p: c\u00e0ng nhi\u1ec1u h\u1ec7 th\u1ed1ng \u0111\u1ed9c l\u1eadp \u2192 c\u00e0ng c\u1ea7n nhi\u1ec1u \u0111i\u1ec3m k\u1ebft n\u1ed1i \u2192 chi ph\u00ed duy tr\u00ec c\u00e0ng cao.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Kh\u00f3 t\u1ea1o ra m\u1ed9t b\u1ee9c tranh d\u1eef li\u1ec7u th\u1ed1ng nh\u1ea5t sau \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u00f4ng t\u00e1c qu\u1ea3n tr\u1ecb. N\u1ebfu m\u1ed7i h\u1ec7 th\u1ed1ng duy tr\u00ec m\u1ed9t b\u1ed9 d\u1eef li\u1ec7u ri\u00eang, l\u00e3nh \u0111\u1ea1o c\u00f3 th\u1ec3 nh\u1eadn \u0111\u01b0\u1ee3c nhi\u1ec1u b\u00e1o c\u00e1o nh\u01b0ng ch\u01b0a ch\u1eafc c\u00f3 m\u1ed9t \"ngu\u1ed3n s\u1ef1 th\u1eadt duy nh\u1ea5t\", t\u1ee9c m\u1ed9t ngu\u1ed3n d\u1eef li\u1ec7u th\u1ed1ng nh\u1ea5t \u0111\u1ec3 \u0111\u1ed1i chi\u1ebfu v\u00e0 ra quy\u1ebft \u0111\u1ecbnh.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khi \u0111\u00f3, c\u00e2u h\u1ecfi kh\u00f4ng c\u00f2n l\u00e0 \"Ch\u00fang ta c\u00f3 d\u1eef li\u1ec7u kh\u00f4ng?\" m\u00e0 l\u00e0 \"D\u1eef li\u1ec7u n\u00e0o \u0111\u00fang, d\u1eef li\u1ec7u n\u00e0o m\u1edbi nh\u1ea5t, v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng c\u00f3 \u0111ang n\u00f3i v\u1ec1 c\u00f9ng m\u1ed9t th\u1ef1c th\u1ec3 hay kh\u00f4ng?\"<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DataCore t\u1eebng n\u00eau m\u1ed9t v\u1ea5n \u0111\u1ec1 t\u01b0\u01a1ng t\u1ef1 trong c\u00e1c ph\u00e2n t\u00edch v\u1ec1 h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u: v\u1ea5n \u0111\u1ec1 c\u1ee7a nhi\u1ec1u t\u1ed5 ch\u1ee9c kh\u00f4ng h\u1eb3n l\u00e0 thi\u1ebfu d\u1eef li\u1ec7u, m\u00e0 l\u00e0 d\u1eef li\u1ec7u b\u1ecb m\u1eafc k\u1eb9t trong c\u00e1c \u1ed1c \u0111\u1ea3o, d\u00f9ng c\u00e1c \u0111\u1ecbnh ngh\u0129a kh\u00e1c nhau v\u00e0 \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt theo c\u00e1c l\u1ecbch kh\u00e1c nhau, khi\u1ebfn c\u00e2u tr\u1ea3 l\u1eddi t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng m\u00e2u thu\u1eabn nhau.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. Gi\u1ea3m kh\u1ea3 n\u0103ng khai th\u00e1c AI khi \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI c\u1ea7n nhi\u1ec1u h\u01a1n c\u00e1c m\u00f4 h\u00ecnh. AI c\u1ea7n d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao, c\u00f3 c\u1ea5u tr\u00fac, d\u1ec5 truy c\u1eadp v\u00e0 c\u00f3 ng\u1eef c\u1ea3nh. N\u1ebfu \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n khi\u1ebfn d\u1eef li\u1ec7u n\u1eb1m r\u1ea3i r\u00e1c \u1edf nhi\u1ec1u h\u1ec7 th\u1ed1ng v\u00e0 kh\u00f4ng nh\u1ea5t qu\u00e1n v\u1ec1 \u0111\u1ecbnh d\u1ea1ng, AI c\u00f3 th\u1ec3 g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>t\u1ed5ng h\u1ee3p th\u00f4ng tin;<\/li>\n\n<li>nh\u1eadn di\u1ec7n c\u00f9ng m\u1ed9t th\u1ef1c th\u1ec3;<\/li>\n\n<li>ph\u00e2n t\u00edch xu h\u01b0\u1edbng;<\/li>\n\n<li>d\u1ef1 b\u00e1o;<\/li>\n\n<li>t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh;<\/li>\n\n<li>t\u1ea1o ra c\u00e1c ch\u1ec9 s\u1ed1 \u0111\u00e1ng tin c\u1eady.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00f3i c\u00e1ch kh\u00e1c, m\u1ed9t h\u1ec7 th\u1ed1ng s\u1ed1 \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n c\u00f3 th\u1ec3 t\u1ea1o ra r\u1ea5t nhi\u1ec1u d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng t\u1ea1o ra l\u01b0\u1ee3ng \"tr\u00ed tu\u1ec7\" t\u01b0\u01a1ng x\u1ee9ng.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ki\u1ebfn tr\u00fac s\u1ed1 4 l\u1edbp thay th\u1ebf \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n nh\u01b0 th\u1ebf n\u00e0o?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y l\u00e0 \u0111i\u1ec3m quan tr\u1ecdng trong c\u00e1ch ti\u1ebfp c\u1eadn c\u1ee7a Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1. Thay v\u00ec coi m\u1ed7i d\u1ef1 \u00e1n c\u00f4ng ngh\u1ec7 l\u00e0 m\u1ed9t h\u1ec7 th\u1ed1ng \u0111\u1ed9c l\u1eadp, v\u1ed1n l\u00e0 g\u1ed1c r\u1ec5 c\u1ee7a \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n, ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 \u0111\u1eb7t ch\u00fang v\u00e0o m\u1ed9t c\u1ea5u tr\u00fac chung. B\u1ed1n l\u1edbp \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>L\u1edbp 1:<\/strong> H\u1ea1 t\u1ea7ng s\u1ed1 v\u00e0 an ninh m\u1ea1ng d\u00f9ng chung<\/li>\n\n<li><strong>L\u1edbp 2:<\/strong> D\u1eef li\u1ec7u v\u00e0 n\u1ec1n t\u1ea3ng l\u00f5i<\/li>\n\n<li><strong>L\u1edbp 3:<\/strong> \u1ee8ng d\u1ee5ng v\u00e0 nghi\u1ec7p v\u1ee5 d\u00f9ng chung<\/li>\n\n<li><strong>L\u1edbp 4:<\/strong> K\u00eanh t\u01b0\u01a1ng t\u00e1c v\u00e0 \u0111o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-5.png\" alt=\"M\u00f4 h\u00ecnh khung qu\u1ea3n tr\u1ecb, qu\u1ea3n l\u00fd d\u1eef li\u1ec7u 4 l\u1edbp, m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn li\u00ean quan gi\u00fap gi\u1ea3m \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1\" class=\"wp-image-6021\" srcset=\"https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-5.png 1024w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-5-300x168.png 300w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-5-18x10.png 18w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-5-767x430.png 767w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y kh\u00f4ng \u0111\u01a1n thu\u1ea7n l\u00e0 c\u00e1ch chia h\u1ec7 th\u1ed1ng th\u00e0nh b\u1ed1n t\u1ea7ng k\u1ef9 thu\u1eadt. N\u00f3 t\u1ea1o ra m\u1ed9t logic: H\u1ea1 t\u1ea7ng \u2192 D\u1eef li\u1ec7u \u2192 \u1ee8ng d\u1ee5ng \u2192 T\u01b0\u01a1ng t\u00e1c v\u00e0 \u0110o l\u01b0\u1eddng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u1eaft \u0111\u1ea7u t\u1eeb h\u1ea1 t\u1ea7ng v\u1eadt l\u00fd v\u00e0 an ninh, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c \u1edf l\u1edbp l\u00f5i; c\u00e1c \u1ee9ng d\u1ee5ng khai th\u00e1c l\u1edbp l\u00f5i; cu\u1ed1i c\u00f9ng, k\u1ebft qu\u1ea3 \u0111\u01b0\u1ee3c \u0111\u01b0a \u0111\u1ebfn ng\u01b0\u1eddi d\u00f9ng v\u00e0 \u0111\u01b0\u1ee3c \u0111o l\u01b0\u1eddng. Theo <a href=\"https:\/\/thuvienphapluat.vn\/van-ban\/Cong-nghe-thong-tin\/Quyet-dinh-3090-QD-BKHCN-2025-Khung-kien-truc-tong-the-quoc-gia-so-676102.aspx\" target=\"_blank\" rel=\"noopener\">Quy\u1ebft \u0111\u1ecbnh s\u1ed1 3090\/Q\u0110-BKHCN (B\u1ed9 KH&amp;CN, 2025)<\/a>, Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1 phi\u00ean b\u1ea3n 1.0 l\u00e0 c\u01a1 s\u1edf \u0111\u1ec3 x\u00e2y d\u1ef1ng, ph\u00e1t tri\u1ec3n, n\u00e2ng c\u1ea5p v\u00e0 v\u1eadn h\u00e0nh h\u1ea1 t\u1ea7ng s\u1ed1, h\u1ec7 th\u1ed1ng th\u00f4ng tin, n\u1ec1n t\u1ea3ng s\u1ed1, c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 d\u1ecbch v\u1ee5 s\u1ed1 m\u1ed9t c\u00e1ch \u0111\u1ed3ng b\u1ed9, th\u1ed1ng nh\u1ea5t, b\u1ea3o \u0111\u1ea3m k\u1ebft n\u1ed1i, li\u00ean th\u00f4ng, chia s\u1ebb v\u00e0 s\u1eed d\u1ee5ng chung.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">L\u1edbp 1: H\u1ea1 t\u1ea7ng s\u1ed1 v\u00e0 an ninh m\u1ea1ng d\u00f9ng chung, \"n\u1ec1n m\u00f3ng\"<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng c\u00f3 h\u1ea1 t\u1ea7ng, c\u00e1c l\u1edbp ph\u00eda tr\u00ean kh\u00f4ng th\u1ec3 v\u1eadn h\u00e0nh. L\u1edbp th\u1ee9 nh\u1ea5t cung c\u1ea5p c\u00e1c n\u0103ng l\u1ef1c c\u01a1 b\u1ea3n nh\u01b0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>n\u0103ng l\u1ef1c t\u00ednh to\u00e1n;<\/li>\n\n<li>l\u01b0u tr\u1eef;<\/li>\n\n<li>k\u1ebft n\u1ed1i m\u1ea1ng;<\/li>\n\n<li>trung t\u00e2m d\u1eef li\u1ec7u;<\/li>\n\n<li>\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y;<\/li>\n\n<li>gi\u00e1m s\u00e1t;<\/li>\n\n<li>an to\u00e0n v\u00e0 an ninh m\u1ea1ng.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">L\u1edbp n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c so s\u00e1nh v\u1edbi h\u1ea1 t\u1ea7ng giao th\u00f4ng, \u0111i\u1ec7n v\u00e0 n\u01b0\u1edbc c\u1ee7a m\u1ed9t th\u00e0nh ph\u1ed1. M\u1ed9t \u1ee9ng d\u1ee5ng kh\u00f4ng c\u1ea7n t\u1ef1 x\u00e2y \"con \u0111\u01b0\u1eddng\" ri\u00eang n\u1ebfu h\u1ea1 t\u1ea7ng giao th\u00f4ng d\u00f9ng chung \u0111\u00e3 t\u1ed3n t\u1ea1i. T\u01b0\u01a1ng t\u1ef1, m\u1ed9t h\u1ec7 th\u1ed1ng s\u1ed1 kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i t\u1ef1 x\u00e2y to\u00e0n b\u1ed9 h\u1ea1 t\u1ea7ng t\u1eeb \u0111\u1ea7u n\u1ebfu c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c n\u0103ng l\u1ef1c h\u1ea1 t\u1ea7ng d\u00f9ng chung \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u c\u1ee7a m\u00ecnh. \u0110\u00f3 l\u00e0 n\u01a1i \u0111\u1ea7u ti\u00ean c\u00f3 th\u1ec3 gi\u1ea3m \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u01b0ng \"d\u00f9ng chung\" kh\u00f4ng c\u00f3 ngh\u0129a l\u00e0 \"d\u00f9ng m\u00e0 kh\u00f4ng ki\u1ec3m so\u00e1t\". L\u1edbp n\u00e0y ph\u1ea3i gi\u1ea3i quy\u1ebft c\u00e1c y\u00eau c\u1ea7u n\u1ec1n t\u1ea3ng nh\u01b0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ai \u0111\u01b0\u1ee3c ph\u00e9p truy c\u1eadp h\u1ec7 th\u1ed1ng?<\/li>\n\n<li>D\u1eef li\u1ec7u \u0111i \u0111\u1ebfn \u0111\u00e2u?<\/li>\n\n<li>H\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 ph\u1ee5c h\u1ed3i khi x\u1ea3y ra s\u1ef1 c\u1ed1 kh\u00f4ng?<\/li>\n\n<li>Th\u00f4ng tin c\u00f3 \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 trong su\u1ed1t v\u00f2ng \u0111\u1eddi kh\u00f4ng?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Khung ki\u1ebfn tr\u00fac c\u0169ng nh\u1ea5n m\u1ea1nh r\u1eb1ng an ninh m\u1ea1ng, b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u, d\u1eef li\u1ec7u c\u00e1 nh\u00e2n, quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 b\u00ed m\u1eadt nh\u00e0 n\u01b0\u1edbc ph\u1ea3i \u0111\u01b0\u1ee3c b\u1ea3o \u0111\u1ea3m ngay t\u1eeb kh\u00e2u thi\u1ebft k\u1ebf v\u00e0 trong su\u1ed1t qu\u00e1 tr\u00ecnh tri\u1ec3n khai.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">L\u1edbp 2: D\u1eef li\u1ec7u v\u00e0 n\u1ec1n t\u1ea3ng l\u00f5i, \"tr\u00e1i tim\" c\u1ee7a ki\u1ebfn tr\u00fac<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">N\u1ebfu L\u1edbp 1 l\u00e0 n\u1ec1n m\u00f3ng, L\u1edbp 2 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c coi l\u00e0 trung t\u00e2m c\u1ee7a ki\u1ebfn tr\u00fac. Theo Khung ki\u1ebfn tr\u00fac s\u1ed1, \u0111\u00e2y l\u00e0 n\u01a1i d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra, l\u01b0u tr\u1eef, chia s\u1ebb v\u00e0 x\u1eed l\u00fd th\u00e0nh tri th\u1ee9c. D\u1eef li\u1ec7u ph\u1ea3i \u0111\u01b0\u1ee3c chu\u1ea9n h\u00f3a theo nguy\u00ean t\u1eafc \"\u0111\u00fang, \u0111\u1ee7, s\u1ea1ch, s\u1ed1ng, th\u1ed1ng nh\u1ea5t, d\u00f9ng chung\".<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec3m m\u1ea5u ch\u1ed1t \u1edf \u0111\u00e2y l\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u th\u00f4i ch\u01b0a \u0111\u1ee7; d\u1eef li\u1ec7u ph\u1ea3i \u0111\u01b0\u1ee3c bi\u1ebfn th\u00e0nh m\u1ed9t t\u00e0i s\u1ea3n c\u00f3 th\u1ec3 t\u00e1i s\u1eed d\u1ee5ng. \u0110i\u1ec1u n\u00e0y \u0111\u00f2i h\u1ecfi:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Chu\u1ea9n h\u00f3a:<\/strong> c\u00e1c h\u1ec7 th\u1ed1ng ph\u1ea3i hi\u1ec3u d\u1eef li\u1ec7u theo c\u00f9ng m\u1ed9t c\u00e1ch.<\/li>\n\n<li><strong>T\u00edch h\u1ee3p:<\/strong> d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i.<\/li>\n\n<li><strong>Chia s\u1ebb:<\/strong> khi d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c t\u1ea1o ra, kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i nh\u1eadp l\u1ea1i v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c.<\/li>\n\n<li><strong>Qu\u1ea3n tr\u1ecb:<\/strong> ph\u1ea3i r\u00f5 ai s\u1edf h\u1eefu d\u1eef li\u1ec7u, ai \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng, d\u00f9ng cho m\u1ee5c \u0111\u00edch g\u00ec v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t ra sao.<\/li>\n\n<li><strong>Khai th\u00e1c:<\/strong> d\u1eef li\u1ec7u ph\u1ea3i d\u00f9ng \u0111\u01b0\u1ee3c cho b\u00e1o c\u00e1o, ph\u00e2n t\u00edch, d\u1ef1 b\u00e1o v\u00e0 AI.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t nguy\u00ean t\u1eafc quan tr\u1ecdng \u0111\u01b0\u1ee3c ph\u1ea3n \u00e1nh trong c\u00e1c khung ki\u1ebfn tr\u00fac s\u1ed1 l\u00e0 \"nh\u1eadp d\u1eef li\u1ec7u m\u1ed9t l\u1ea7n, s\u1eed d\u1ee5ng \u1edf nhi\u1ec1u n\u01a1i\". \u0110\u00e2y l\u00e0 c\u00e1ch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c chuy\u1ec3n t\u1eeb s\u1ea3n ph\u1ea9m ph\u1ee5 c\u1ee7a t\u1eebng \u1ee9ng d\u1ee5ng th\u00e0nh t\u00e0i s\u1ea3n chung c\u1ee7a to\u00e0n h\u1ec7 th\u1ed1ng, v\u00e0 \u0111\u00e2y c\u0169ng l\u00e0 l\u1edbp m\u00e0 \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n g\u00e2y ra thi\u1ec7t h\u1ea1i l\u00e2u d\u00e0i nh\u1ea5t n\u1ebfu b\u1ecb b\u1ecf qua.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">L\u1edbp 3: \u1ee8ng d\u1ee5ng v\u00e0 nghi\u1ec7p v\u1ee5 d\u00f9ng chung, \"n\u01a1i d\u1eef li\u1ec7u t\u1ea1o ra gi\u00e1 tr\u1ecb\"<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">D\u1eef li\u1ec7u t\u1ef1 n\u00f3 kh\u00f4ng t\u1ea1o ra gi\u00e1 tr\u1ecb n\u1ebfu kh\u00f4ng \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o c\u00e1c quy tr\u00ecnh nghi\u1ec7p v\u1ee5. L\u1edbp th\u1ee9 ba bao g\u1ed3m c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 n\u1ec1n t\u1ea3ng ph\u1ee5c v\u1ee5 nh\u1eefng ch\u1ee9c n\u0103ng nghi\u1ec7p v\u1ee5 chung tr\u1ea3i r\u1ed9ng tr\u00ean nhi\u1ec1u \u0111\u01a1n v\u1ecb.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ee5c ti\u00eau kh\u00f4ng ph\u1ea3i l\u00e0 bi\u1ebfn m\u1ecdi c\u01a1 quan th\u00e0nh c\u00f9ng m\u1ed9t h\u1ec7 th\u1ed1ng gi\u1ed1ng h\u1ec7t nhau. Thay v\u00e0o \u0111\u00f3, c\u00e1i g\u00ec chung th\u00ec d\u00f9ng chung, c\u00e1i g\u00ec \u0111\u1eb7c th\u00f9 th\u00ec ph\u00e1t tri\u1ec3n ri\u00eang. \u0110\u00e2y l\u00e0 nguy\u00ean t\u1eafc quan tr\u1ecdng \u0111\u1ec3 tr\u00e1nh t\u00ecnh tr\u1ea1ng m\u1ed7i \u0111\u01a1n v\u1ecb x\u00e2y m\u1ed9t phi\u00ean b\u1ea3n kh\u00e1c nhau c\u1ee7a c\u00f9ng m\u1ed9t ch\u1ee9c n\u0103ng. \u0110\u00f3 ch\u00ednh l\u00e0 \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n \u1edf c\u1ea5p \u1ee9ng d\u1ee5ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khi \u0111\u00e3 c\u00f3 m\u1ed9t n\u1ec1n t\u1ea3ng d\u00f9ng chung, c\u00e1c \u0111\u01a1n v\u1ecb c\u00f3 th\u1ec3 t\u1eadp trung ngu\u1ed3n l\u1ef1c v\u00e0o nh\u1eefng quy tr\u00ecnh nghi\u1ec7p v\u1ee5 th\u1ef1c s\u1ef1 kh\u00e1c bi\u1ec7t thay v\u00ec x\u00e2y l\u1ea1i c\u00e1c th\u00e0nh ph\u1ea7n c\u01a1 b\u1ea3n. Theo Khung ki\u1ebfn tr\u00fac s\u1ed1, l\u1edbp \u1ee9ng d\u1ee5ng v\u00e0 nghi\u1ec7p v\u1ee5 d\u00f9ng chung \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean nguy\u00ean t\u1eafc s\u1eed d\u1ee5ng chung \u0111\u1ec3 tr\u00e1nh tr\u00f9ng l\u1eb7p v\u00e0 l\u00e3ng ph\u00ed.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">L\u1edbp 4: K\u00eanh t\u01b0\u01a1ng t\u00e1c v\u00e0 \u0111o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3, \"n\u01a1i gi\u00e1 tr\u1ecb \u0111\u01b0\u1ee3c ki\u1ec3m ch\u1ee9ng\"<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t h\u1ec7 th\u1ed1ng s\u1ed1 kh\u00f4ng th\u1ec3 ch\u1ec9 \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 b\u1eb1ng s\u1ed1 l\u01b0\u1ee3ng m\u00e1y ch\u1ee7, \u1ee9ng d\u1ee5ng hay c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u00e3 x\u00e2y d\u1ef1ng. Cu\u1ed1i c\u00f9ng, n\u00f3 ph\u1ea3i tr\u1ea3 l\u1eddi \u0111\u01b0\u1ee3c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ef1c s\u1ef1 s\u1eed d\u1ee5ng kh\u00f4ng?<\/li>\n\n<li>D\u1ecbch v\u1ee5 c\u00f3 t\u1ed1t h\u01a1n kh\u00f4ng?<\/li>\n\n<li>Quy tr\u00ecnh c\u00f3 nhanh h\u01a1n kh\u00f4ng?<\/li>\n\n<li>Chi ph\u00ed c\u00f3 th\u1ea5p h\u01a1n kh\u00f4ng?<\/li>\n\n<li>D\u1eef li\u1ec7u c\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng hi\u1ec7u qu\u1ea3 kh\u00f4ng?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00f3 l\u00e0 vai tr\u00f2 c\u1ee7a l\u1edbp th\u1ee9 t\u01b0. L\u1edbp n\u00e0y bao g\u1ed3m c\u00e1c k\u00eanh t\u01b0\u01a1ng t\u00e1c v\u1edbi ng\u01b0\u1eddi d\u00f9ng v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 theo d\u00f5i, gi\u00e1m s\u00e1t, \u0111o l\u01b0\u1eddng k\u1ebft qu\u1ea3. Trong m\u1ed9t ki\u1ebfn tr\u00fac s\u1ed1, b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n, KPI (ch\u1ec9 s\u1ed1 \u0111o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3 ch\u00ednh) v\u00e0 d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c c\u00f3 th\u1ec3 chuy\u1ec3n ho\u1ea1t \u0111\u1ed9ng t\u1eeb \"b\u00e1o c\u00e1o sau khi s\u1ef1 vi\u1ec7c \u0111\u00e3 x\u1ea3y ra\" sang gi\u00e1m s\u00e1t li\u00ean t\u1ee5c \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 \u0111i\u1ec1u ch\u1ec9nh.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Theo c\u00f9ng b\u00e0i vi\u1ebft c\u1ee7a VnExpress (16\/9\/2026), h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd ki\u1ebfn tr\u00fac s\u1ed1 qu\u1ed1c gia d\u1ef1 ki\u1ebfn s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp t\u1ef1 \u0111\u1ed9ng t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng hi\u1ec7n c\u00f3, qua \u0111\u00f3 gi\u1ea3m nh\u1eadp li\u1ec7u l\u1eb7p l\u1ea1i, h\u1ea1n ch\u1ebf b\u00e1o c\u00e1o th\u1ee7 c\u00f4ng v\u00e0 cho ph\u00e9p gi\u00e1m s\u00e1t k\u1ebft qu\u1ea3 theo th\u1eddi gian th\u1ef1c.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y c\u0169ng l\u00e0 \u0111i\u1ec3m k\u1ebft n\u1ed1i cu\u1ed1i c\u00f9ng c\u1ee7a ki\u1ebfn tr\u00fac: D\u1eef li\u1ec7u \u2192 Ph\u00e2n t\u00edch \u2192 H\u00e0nh \u0111\u1ed9ng \u2192 \u0110o l\u01b0\u1eddng \u2192 D\u1eef li\u1ec7u m\u1edbi. M\u1ed9t v\u00f2ng l\u1eb7p \u0111\u01b0\u1ee3c h\u00ecnh th\u00e0nh. Thi\u1ebfu v\u00f2ng l\u1eb7p n\u00e0y, \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n th\u1eadm ch\u00ed kh\u00f4ng th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n, v\u00ec kh\u00f4ng ai \u0111o l\u01b0\u1eddng n\u00f3.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">V\u00ec sao c\u00e1ch ti\u1ebfp c\u1eadn l\u1ea5y d\u1eef li\u1ec7u l\u00e0m trung t\u00e2m quan tr\u1ecdng \u0111\u1ec3 ch\u1ea5m d\u1ee9t \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00f3 m\u1ed9t s\u1ef1 chuy\u1ec3n d\u1ecbch l\u1edbn trong t\u01b0 duy chuy\u1ec3n \u0111\u1ed5i s\u1ed1. \u1ede giai \u0111o\u1ea1n \u0111\u1ea7u, c\u00e1c t\u1ed5 ch\u1ee9c th\u01b0\u1eddng h\u1ecfi \"Ch\u00fang ta c\u1ea7n x\u00e2y \u1ee9ng d\u1ee5ng g\u00ec?\" Nh\u01b0ng khi h\u1ec7 th\u1ed1ng l\u1edbn d\u1ea7n, c\u00e2u h\u1ecfi quan tr\u1ecdng h\u01a1n tr\u1edf th\u00e0nh \"D\u1eef li\u1ec7u n\u00e0o \u0111\u00e3 c\u00f3, v\u00e0 l\u00e0m sao \u0111\u1ec3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u00f3?\"<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y l\u00e0 s\u1ef1 chuy\u1ec3n d\u1ecbch t\u1eeb l\u1ea5y \u1ee9ng d\u1ee5ng l\u00e0m trung t\u00e2m sang l\u1ea5y d\u1eef li\u1ec7u l\u00e0m trung t\u00e2m. N\u1ebfu \u1ee9ng d\u1ee5ng \u1edf trung t\u00e2m, m\u1ed7i \u1ee9ng d\u1ee5ng c\u00f3 th\u1ec3 h\u00ecnh th\u00e0nh \"kho d\u1eef li\u1ec7u\" ri\u00eang. N\u1ebfu d\u1eef li\u1ec7u \u1edf trung t\u00e2m, \u1ee9ng d\u1ee5ng tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng c\u00e1ch khai th\u00e1c d\u1eef li\u1ec7u. S\u1ef1 kh\u00e1c bi\u1ec7t l\u00e0 r\u1ea5t l\u1edbn.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>V\u1edbi c\u00e1ch ti\u1ebfp c\u1eadn l\u1ea5y \u1ee9ng d\u1ee5ng l\u00e0m trung t\u00e2m:<\/strong> \u1ee8ng d\u1ee5ng A \u2192 D\u1eef li\u1ec7u A; \u1ee8ng d\u1ee5ng B \u2192 D\u1eef li\u1ec7u B; \u1ee8ng d\u1ee5ng C \u2192 D\u1eef li\u1ec7u C. K\u1ebft qu\u1ea3 l\u00e0 d\u1eef li\u1ec7u b\u1ecb chia th\u00e0nh c\u00e1c \u1ed1c \u0111\u1ea3o, d\u1ea5u v\u1ebft \u0111i\u1ec3n h\u00ecnh c\u1ee7a \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"738\" height=\"414\" src=\"https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-8.png\" alt=\"L\u1ea5y d\u1eef li\u1ec7u l\u00e0m trung t\u00e2m l\u00e0 l\u1eddi gi\u1ea3i cho \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1\" class=\"wp-image-6025\" srcset=\"https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-8.png 738w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-8-18x10.png 18w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-8-300x168.png 300w\" sizes=\"auto, (max-width: 738px) 100vw, 738px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>V\u1edbi c\u00e1ch ti\u1ebfp c\u1eadn l\u1ea5y d\u1eef li\u1ec7u l\u00e0m trung t\u00e2m:<\/strong> Ngu\u1ed3n d\u1eef li\u1ec7u \u2192 N\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u d\u00f9ng chung \u2192 Nhi\u1ec1u \u1ee9ng d\u1ee5ng. K\u1ebft qu\u1ea3 l\u00e0 c\u00f9ng m\u1ed9t t\u00e0i s\u1ea3n d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c khai th\u00e1c cho nhi\u1ec1u ch\u1ee9c n\u0103ng nghi\u1ec7p v\u1ee5.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y l\u00e0 l\u00fd do DataCore, trong c\u00e1c ph\u00e2n t\u00edch v\u1ec1 h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u, c\u0169ng nh\u1ea5n m\u1ea1nh r\u1eb1ng d\u1eef li\u1ec7u c\u1ea7n \u0111\u01b0\u1ee3c c\u1ea5u tr\u00fac h\u00f3a, x\u00e1c th\u1ef1c v\u00e0 k\u1ebft n\u1ed1i thay v\u00ec ch\u1ec9 \u0111\u01b0\u1ee3c thu th\u1eadp.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 s\u1edf h\u1eefu h\u00e0ng terabyte d\u1eef li\u1ec7u nh\u01b0ng v\u1eabn thi\u1ebfu n\u0103ng l\u1ef1c ph\u00e2n t\u00edch n\u1ebfu d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac, thi\u1ebfu chu\u1ea9n chung ho\u1eb7c kh\u00f4ng th\u1ec3 k\u1ebft n\u1ed1i. Nhi\u1ec1u d\u1eef li\u1ec7u h\u01a1n t\u1eeb \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n kh\u00f4ng \u0111\u1ed3ng ngh\u0129a v\u1edbi d\u1eef li\u1ec7u c\u00f3 gi\u00e1 tr\u1ecb h\u01a1n. Gi\u00e1 tr\u1ecb xu\u1ea5t hi\u1ec7n khi d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00ecm th\u1ea5y \u2192 hi\u1ec3u \u0111\u01b0\u1ee3c \u2192 k\u1ebft n\u1ed1i \u2192 ph\u00e2n t\u00edch \u2192 s\u1eed d\u1ee5ng \u2192 \u0111o l\u01b0\u1eddng.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1 \u1ea3nh h\u01b0\u1edfng nh\u01b0 th\u1ebf n\u00e0o t\u1edbi AI?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI th\u01b0\u1eddng \u0111\u01b0\u1ee3c m\u00f4 t\u1ea3 l\u00e0 c\u00f4ng ngh\u1ec7 c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 t\u1ea1o ra nh\u1eefng c\u00e1ch l\u00e0m vi\u1ec7c m\u1edbi. Nh\u01b0ng AI kh\u00f4ng v\u1eadn h\u00e0nh trong ch\u00e2n kh\u00f4ng. AI c\u1ea7n d\u1eef li\u1ec7u, m\u1ed9t \u0111i\u1ec3m m\u00e0 DataCore c\u0169ng n\u00eau trong b\u00e0i vi\u1ebft v\u1ec1 <a href=\"https:\/\/blog.datacore.vn\/vi\/chien-luoc-ai-viet-nam-2030\/\">chi\u1ebfn l\u01b0\u1ee3c AI c\u1ee7a Vi\u1ec7t Nam \u0111\u1ebfn n\u0103m 2030<\/a>. M\u1ed9t m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 r\u1ea5t m\u1ea1nh, nh\u01b0ng n\u1ebfu d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7;<\/li>\n\n<li>kh\u00f4ng ch\u00ednh x\u00e1c;<\/li>\n\n<li>b\u1ecb tr\u00f9ng l\u1eb7p;<\/li>\n\n<li>kh\u00f4ng nh\u1ea5t qu\u00e1n;<\/li>\n\n<li>\u0111\u00e3 l\u1ed7i th\u1eddi;<\/li>\n\n<li>thi\u1ebfu ng\u1eef c\u1ea3nh;<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">th\u00ec \u0111\u1ea7u ra c\u0169ng c\u00f3 th\u1ec3 b\u1ecb \u1ea3nh h\u01b0\u1edfng. \u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n khi\u1ebfn m\u1ed7i v\u1ea5n \u0111\u1ec1 n\u00e0y d\u1ec5 x\u1ea3y ra h\u01a1n. V\u00ec v\u1eady, \u0111\u1eb7t AI v\u00e0 d\u1eef li\u1ec7u c\u1ea1nh nhau trong m\u1ed9t khung ki\u1ebfn tr\u00fac kh\u00f4ng c\u00f3 ngh\u0129a l\u00e0 \"\u0111\u01b0a AI v\u00e0o m\u1ecdi th\u1ee9\". \u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng trong \u0111\u00f3 AI c\u00f3 th\u1ec3 khai th\u00e1c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c t\u1ed1t \u0111\u1ec3 th\u1ef1c hi\u1ec7n nh\u1eefng nhi\u1ec7m v\u1ee5 ph\u00f9 h\u1ee3p.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1 x\u00e1c \u0111\u1ecbnh AI c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch, d\u1ef1 b\u00e1o v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh. \u0110\u1ed3ng th\u1eddi, khung nh\u1ea5n m\u1ea1nh r\u1eb1ng v\u1edbi c\u00e1c quy\u1ebft \u0111\u1ecbnh \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn quy\u1ec1n v\u00e0 l\u1ee3i \u00edch h\u1ee3p ph\u00e1p c\u1ee7a t\u1ed5 ch\u1ee9c, c\u00e1 nh\u00e2n, ng\u01b0\u1eddi c\u00f3 th\u1ea9m quy\u1ec1n v\u1eabn ch\u1ecbu tr\u00e1ch nhi\u1ec7m ch\u00ednh v\u00e0 AI kh\u00f4ng thay th\u1ebf tr\u00e1ch nhi\u1ec7m ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec1u n\u00e0y t\u1ea1o ra m\u1ed9t nguy\u00ean t\u1eafc quan tr\u1ecdng: AI c\u00f3 th\u1ec3 t\u0103ng c\u01b0\u1eddng n\u0103ng l\u1ef1c ra quy\u1ebft \u0111\u1ecbnh, nh\u01b0ng ch\u1ea5t l\u01b0\u1ee3ng AI ph\u1ee5 thu\u1ed9c v\u00e0o ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u n\u1ec1n t\u1ea3ng v\u00e0 c\u01a1 ch\u1ebf qu\u1ea3n tr\u1ecb. \u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n l\u00e0m suy y\u1ebfu ch\u00ednh n\u1ec1n t\u1ea3ng \u0111\u00f3, b\u1edfi m\u1ed7i \u1ed1c \u0111\u1ea3o d\u1eef li\u1ec7u l\u1ea1i th\u00eam m\u1ed9t phi\u00ean b\u1ea3n s\u1ef1 th\u1eadt m\u00e0 m\u00f4 h\u00ecnh ph\u1ea3i \u0111\u1ed1i chi\u1ebfu.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n v\u00e0 \u0111\u1ea7u t\u01b0 ki\u1ebfn tr\u00fac kh\u00e1c nhau nh\u01b0 th\u1ebf n\u00e0o?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">B\u1ea3ng d\u01b0\u1edbi \u0111\u00e2y t\u00f3m t\u1eaft c\u01a1 ch\u1ebf c\u1ee7a \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n \u0111\u00e3 m\u00f4 t\u1ea3 \u1edf tr\u00ean. B\u1ea3ng so s\u00e1nh hai c\u00e1ch ti\u1ebfp c\u1eadn theo t\u1eebng kh\u00eda c\u1ea1nh; b\u1ea3ng kh\u00f4ng ch\u1ee9a s\u1ed1 li\u1ec7u \u0111o l\u01b0\u1eddng.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>Kh\u00eda c\u1ea1nh<\/th><th>\u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n<\/th><th>\u0110\u1ea7u t\u01b0 ki\u1ebfn tr\u00fac<\/th><\/tr><\/thead><tbody><tr><td>H\u1ea1 t\u1ea7ng<\/td><td>M\u1ed7i \u0111\u01a1n v\u1ecb t\u1ef1 x\u00e2y m\u00e1y ch\u1ee7, l\u01b0u tr\u1eef v\u00e0 b\u1ea3o m\u1eadt ri\u00eang<\/td><td>N\u0103ng l\u1ef1c h\u1ea1 t\u1ea7ng d\u00f9ng chung v\u1edbi truy c\u1eadp c\u00f3 ki\u1ec3m so\u00e1t<\/td><\/tr><tr><td>D\u1eef li\u1ec7u<\/td><td>C\u00e1c c\u01a1 s\u1edf d\u1eef li\u1ec7u ri\u00eang v\u1edbi \u0111\u1ecbnh d\u1ea1ng v\u00e0 m\u00e3 \u0111\u1ecbnh danh kh\u00e1c nhau<\/td><td>D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c chu\u1ea9n h\u00f3a, qu\u1ea3n tr\u1ecb, nh\u1eadp m\u1ed9t l\u1ea7n v\u00e0 d\u00f9ng \u1edf nhi\u1ec1u n\u01a1i<\/td><\/tr><tr><td>T\u00edch h\u1ee3p<\/td><td>K\u1ebft n\u1ed1i \u0111i\u1ec3m n\u1ed1i \u0111i\u1ec3m \u0111\u01b0\u1ee3c th\u00eam v\u00e0o theo t\u1eebng d\u1ef1 \u00e1n<\/td><td>Quy t\u1eafc k\u1ebft n\u1ed1i v\u00e0 li\u00ean th\u00f4ng chung \u0111\u01b0\u1ee3c \u0111\u1eb7t ra ngay t\u1eeb kh\u00e2u thi\u1ebft k\u1ebf<\/td><\/tr><tr><td>\u1ee8ng d\u1ee5ng<\/td><td>C\u00e1c ch\u1ee9c n\u0103ng t\u01b0\u01a1ng t\u1ef1 b\u1ecb nhi\u1ec1u \u0111\u01a1n v\u1ecb x\u00e2y l\u1ea1i<\/td><td>Ch\u1ee9c n\u0103ng chung \u0111\u01b0\u1ee3c d\u00f9ng chung, quy tr\u00ecnh \u0111\u1eb7c th\u00f9 \u0111\u01b0\u1ee3c x\u00e2y ri\u00eang<\/td><\/tr><tr><td>B\u00e1o c\u00e1o<\/td><td>B\u00e1o c\u00e1o th\u1ee7 c\u00f4ng c\u00f3 th\u1ec3 m\u00e2u thu\u1eabn v\u1edbi nhau<\/td><td>D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp t\u1ef1 \u0111\u1ed9ng \u0111\u1ec3 gi\u00e1m s\u00e1t li\u00ean t\u1ee5c<\/td><\/tr><tr><td>M\u1ee9c s\u1eb5n s\u00e0ng cho AI<\/td><td>M\u00f4 h\u00ecnh nh\u1eadn d\u1eef li\u1ec7u kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 ho\u1eb7c kh\u00f4ng nh\u1ea5t qu\u00e1n<\/td><td>M\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c x\u00e2y tr\u00ean d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 c\u00f3 ng\u1eef c\u1ea3nh<\/td><\/tr><tr><td>C\u1ea5u tr\u00fac chi ph\u00ed<\/td><td>Chi ph\u00ed ban \u0111\u1ea7u th\u1ea5p cho m\u1ed7i d\u1ef1 \u00e1n, chi ph\u00ed k\u1ebft n\u1ed1i v\u00e0 duy tr\u00ec t\u0103ng d\u1ea7n<\/td><td>C\u1ea7n nhi\u1ec1u c\u00f4ng s\u1ee9c \u0111i\u1ec1u ph\u1ed1i h\u01a1n l\u00fac \u0111\u1ea7u, \u00edt tr\u00f9ng l\u1eb7p h\u01a1n theo th\u1eddi gian<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>K\u1ebft lu\u1eadn: \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n tr\u00f4ng r\u1ebb h\u01a1n khi x\u00e9t t\u1eebng d\u1ef1 \u00e1n, nh\u01b0ng \u0111\u1ea7u t\u01b0 ki\u1ebfn tr\u00fac r\u1ebb h\u01a1n khi x\u00e9t to\u00e0n h\u1ec7 th\u1ed1ng, b\u1edfi d\u1eef li\u1ec7u d\u00f9ng chung v\u00e0 th\u00e0nh ph\u1ea7n d\u00f9ng chung ng\u0103n chi ph\u00ed k\u1ebft n\u1ed1i t\u0103ng l\u00ean theo m\u1ed7i n\u1ec1n t\u1ea3ng m\u1edbi.<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">M\u1ed9t v\u00ed d\u1ee5 minh h\u1ecda v\u1ec1 \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n tr\u00f4ng nh\u01b0 th\u1ebf n\u00e0o?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ch\u1ec9 mang t\u00ednh minh h\u1ecda:<\/strong> k\u1ecbch b\u1ea3n d\u01b0\u1edbi \u0111\u00e2y l\u00e0 gi\u1ea3 \u0111\u1ecbnh. T\u1ec9nh, c\u00e1c s\u1edf, c\u00e1c con s\u1ed1 v\u00e0 k\u1ebft qu\u1ea3 \u0111\u1ec1u \u0111\u01b0\u1ee3c d\u1ef1ng l\u00ean \u0111\u1ec3 minh h\u1ecda c\u01a1 ch\u1ebf, v\u00e0 kh\u00f4ng ph\u1ea7n n\u00e0o trong \u0111\u00f3 l\u00e0 s\u1ef1 th\u1eadt \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u01b0a tin.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">H\u00e3y h\u00ecnh dung m\u1ed9t t\u1ec9nh c\u00f3 s\u00e1u s\u1edf, m\u1ed7i s\u1edf gi\u1eef m\u1ed9t c\u01a1 s\u1edf d\u1eef li\u1ec7u ri\u00eang v\u1ec1 doanh nghi\u1ec7p \u0111\u00e3 \u0111\u0103ng k\u00fd. Trong m\u00f4 h\u00ecnh \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n, m\u1ed7i s\u1edf c\u1ea7n d\u1eef li\u1ec7u t\u1eeb s\u1edf kh\u00e1c l\u1ea1i x\u00e2y m\u1ed9t k\u1ebft n\u1ed1i tr\u1ef1c ti\u1ebfp. N\u1ebfu m\u1ecdi c\u1eb7p s\u1edf \u0111\u1ec1u k\u1ebft n\u1ed1i v\u1edbi nhau, t\u1ec9nh ph\u1ea3i duy tr\u00ec 6 \u00d7 5 \u00f7 2 = 15 k\u1ebft n\u1ed1i ri\u00eang bi\u1ec7t.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Gi\u1edd gi\u1ea3 s\u1eed m\u1ed9t s\u1edf thay \u0111\u1ed5i c\u00e1ch ghi t\u00ean doanh nghi\u1ec7p. C\u00f3 th\u1ec3 ph\u1ea3i ki\u1ec3m tra ho\u1eb7c vi\u1ebft l\u1ea1i t\u1edbi n\u0103m k\u1ebft n\u1ed1i. Trong khi \u0111\u00f3, c\u00f9ng m\u1ed9t doanh nghi\u1ec7p c\u00f3 th\u1ec3 xu\u1ea5t hi\u1ec7n l\u00e0 \"C\u00f4ng ty ABC\" trong c\u01a1 s\u1edf d\u1eef li\u1ec7u n\u00e0y v\u00e0 \"C\u00f4ng ty TNHH ABC\" trong c\u01a1 s\u1edf d\u1eef li\u1ec7u kh\u00e1c, n\u00ean m\u1ed9t b\u00e1o c\u00e1o \u0111\u1ebfm s\u1ed1 doanh nghi\u1ec7p tr\u00ean c\u00e1c s\u1edf c\u00f3 th\u1ec3 \u0111\u1ebfm tr\u00f9ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khi s\u1edf th\u1ee9 b\u1ea3y tham gia, \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n th\u00eam s\u00e1u k\u1ebft n\u1ed1i n\u1eefa, n\u00e2ng t\u1ed5ng s\u1ed1 l\u00ean 21. Trong \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n, m\u1ed7i h\u1ec7 th\u1ed1ng m\u1edbi l\u1ea1i khi\u1ebfn h\u1ec7 th\u1ed1ng ti\u1ebfp theo t\u1ed1n k\u00e9m h\u01a1n khi t\u00edch h\u1ee3p.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Theo c\u00e1ch ti\u1ebfp c\u1eadn ki\u1ebfn tr\u00fac, c\u0169ng b\u1ea3y s\u1edf \u0111\u00f3 m\u1ed7i s\u1edf ch\u1ec9 k\u1ebft n\u1ed1i m\u1ed9t l\u1ea7n t\u1edbi m\u1ed9t n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u d\u00f9ng chung, t\u1ee9c 7 k\u1ebft n\u1ed1i thay v\u00ec 21. M\u1ed9t m\u00e3 \u0111\u1ecbnh danh doanh nghi\u1ec7p d\u00f9ng chung gi\u00fap n\u1ec1n t\u1ea3ng nh\u1eadn ra \"C\u00f4ng ty ABC\" v\u00e0 \"C\u00f4ng ty TNHH ABC\" l\u00e0 m\u1ed9t th\u1ef1c th\u1ec3, n\u00ean m\u1ecdi s\u1edf \u0111\u1ec1u th\u1ea5y c\u00f9ng m\u1ed9t b\u1ea3n ghi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u01a1 ch\u1ebf chung ch\u1ec9 l\u00e0 ph\u00e9p t\u00ednh \u0111\u01a1n gi\u1ea3n. V\u1edbi t\u00edch h\u1ee3p \u0111i\u1ec3m n\u1ed1i \u0111i\u1ec3m, s\u1ed1 k\u1ebft n\u1ed1i c\u00f3 th\u1ec3 c\u00f3 t\u0103ng x\u1ea5p x\u1ec9 theo b\u00ecnh ph\u01b0\u01a1ng s\u1ed1 h\u1ec7 th\u1ed1ng. V\u1edbi m\u1ed9t n\u1ec1n t\u1ea3ng d\u00f9ng chung, s\u1ed1 k\u1ebft n\u1ed1i t\u0103ng theo \u0111\u01b0\u1eddng th\u1eb3ng. \u0110\u00f3 l\u00e0 l\u00fd do \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n c\u00e0ng t\u1ed1n k\u00e9m khi chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u00e0ng th\u00e0nh c\u00f4ng.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">V\u00ec sao kh\u00f4ng n\u00ean nh\u00ecn b\u1ed1n l\u1edbp nh\u01b0 b\u1ed1n h\u1ec7 th\u1ed1ng ri\u00eang bi\u1ec7t?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Gi\u00e1 tr\u1ecb th\u1ef1c s\u1ef1 c\u1ee7a ki\u1ebfn tr\u00fac n\u1eb1m \u1edf m\u1ed1i quan h\u1ec7 gi\u1eefa b\u1ed1n l\u1edbp. To\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c nh\u00ecn nh\u01b0 m\u1ed9t chu\u1ed7i:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>L\u1edbp 1, H\u1ea1 t\u1ea7ng:<\/strong> cung c\u1ea5p n\u0103ng l\u1ef1c t\u00ednh to\u00e1n, l\u01b0u tr\u1eef, k\u1ebft n\u1ed1i v\u00e0 b\u1ea3o m\u1eadt.<\/li>\n\n<li><strong>L\u1edbp 2, D\u1eef li\u1ec7u:<\/strong> chu\u1ea9n h\u00f3a, t\u00edch h\u1ee3p, qu\u1ea3n tr\u1ecb v\u00e0 chia s\u1ebb d\u1eef li\u1ec7u.<\/li>\n\n<li><strong>L\u1edbp 3, \u1ee8ng d\u1ee5ng:<\/strong> bi\u1ebfn d\u1eef li\u1ec7u v\u00e0 n\u1ec1n t\u1ea3ng th\u00e0nh c\u00e1c quy tr\u00ecnh, d\u1ecbch v\u1ee5 v\u00e0 ch\u1ee9c n\u0103ng nghi\u1ec7p v\u1ee5 c\u1ee5 th\u1ec3.<\/li>\n\n<li><strong>L\u1edbp 4, T\u01b0\u01a1ng t\u00e1c v\u00e0 \u0110o l\u01b0\u1eddng:<\/strong> \u0111\u01b0a d\u1ecbch v\u1ee5 \u0111\u1ebfn ng\u01b0\u1eddi d\u00f9ng, ghi nh\u1eadn ph\u1ea3n h\u1ed3i v\u00e0 \u0111o l\u01b0\u1eddng k\u1ebft qu\u1ea3 \u2192 d\u1eef li\u1ec7u m\u1edbi \u2192 quay l\u1ea1i l\u1edbp d\u1eef li\u1ec7u \u0111\u1ec3 ti\u1ebfp t\u1ee5c ph\u00e2n t\u00edch v\u00e0 khai th\u00e1c.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y ch\u00ednh l\u00e0 \u0111i\u1ec1u khi\u1ebfn m\u1ed9t ki\u1ebfn tr\u00fac th\u1ed1ng nh\u1ea5t kh\u00e1c v\u1edbi vi\u1ec7c ch\u1ec9 \"x\u00e2y th\u00eam nhi\u1ec1u h\u1ec7 th\u1ed1ng\". M\u1ee5c ti\u00eau kh\u00f4ng ph\u1ea3i l\u00e0 c\u00f3 c\u00e0ng nhi\u1ec1u c\u00f4ng ngh\u1ec7 c\u00e0ng t\u1ed1t. M\u1ee5c ti\u00eau l\u00e0 khi\u1ebfn c\u00e1c c\u00f4ng ngh\u1ec7 hi\u1ec7n c\u00f3 v\u1eadn h\u00e0nh nh\u01b0 m\u1ed9t h\u1ec7 th\u1ed1ng. N\u1ebfu b\u1ed1n l\u1edbp \u0111\u01b0\u1ee3c mua s\u1eafm nh\u01b0 b\u1ed1n d\u1ef1 \u00e1n ri\u00eang r\u1ebd, b\u1ea3n th\u00e2n ki\u1ebfn tr\u00fac s\u1ebd tr\u1edf th\u00e0nh th\u00eam m\u1ed9t tr\u01b0\u1eddng h\u1ee3p \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0110i\u1ec1u g\u00ec thay \u0111\u1ed5i v\u1edbi t\u1eebng nh\u00f3m khi \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n ch\u1ea5m d\u1ee9t?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">R\u1eddi b\u1ecf \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t thay \u0111\u1ed5i k\u1ef9 thu\u1eadt. N\u00f3 l\u00e0m d\u1ecbch chuy\u1ec3n tr\u00e1ch nhi\u1ec7m v\u00e0 \u0111\u1ed9ng l\u1ef1c c\u1ee7a nhi\u1ec1u nh\u00f3m.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>C\u00e1c b\u1ed9 v\u00e0 c\u01a1 quan trung \u01b0\u01a1ng:<\/strong> c\u00e2u h\u1ecfi chuy\u1ec3n t\u1eeb \"C\u01a1 quan t\u00f4i c\u1ea7n h\u1ec7 th\u1ed1ng n\u00e0o?\" sang \"N\u1ec1n t\u1ea3ng d\u00f9ng chung n\u00e0o \u0111\u00e3 \u0111\u00e1p \u1ee9ng vi\u1ec7c n\u00e0y, v\u00e0 \u0111i\u1ec1u g\u00ec th\u1ef1c s\u1ef1 \u0111\u1eb7c th\u00f9 v\u1edbi ch\u00fang t\u00f4i?\" C\u00e1c \u0111\u1ec1 xu\u1ea5t ng\u00e2n s\u00e1ch nhi\u1ec1u kh\u1ea3 n\u0103ng s\u1ebd \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 theo m\u1ee9c t\u00e1i s\u1eed d\u1ee5ng, kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i v\u00e0 k\u1ebft qu\u1ea3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c.<\/li>\n\n<li><strong>C\u00e1c t\u1ec9nh v\u00e0 \u0111\u1ecba ph\u01b0\u01a1ng:<\/strong> c\u00e1c d\u1ef1 \u00e1n chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u0111\u1ecba ph\u01b0\u01a1ng c\u00f3 th\u1ec3 t\u00e1i s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng d\u00f9ng chung qu\u1ed1c gia thay v\u00ec x\u00e2y l\u1ea1i c\u00e1c th\u00e0nh ph\u1ea7n c\u01a1 b\u1ea3n. DataCore \u0111\u00e3 \u0111\u1ec1 c\u1eadp s\u1ef1 chuy\u1ec3n d\u1ecbch n\u00e0y trong b\u00e0i vi\u1ebft v\u1ec1 <a href=\"https:\/\/blog.datacore.vn\/vi\/chuyen-doi-so-dia-phuong-2026\/\">chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u0111\u1ecba ph\u01b0\u01a1ng n\u0103m 2026<\/a>.<\/li>\n\n<li><strong>Nh\u00e0 cung c\u1ea5p c\u00f4ng ngh\u1ec7 v\u00e0 \u0111\u01a1n v\u1ecb t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng:<\/strong> b\u00e1n m\u1ed9t h\u1ec7 th\u1ed1ng \u0111\u1ed9c l\u1eadp s\u1ebd kh\u00f3 h\u01a1n b\u00e1n m\u1ed9t th\u00e0nh ph\u1ea7n c\u00f3 th\u1ec3 c\u1eafm v\u00e0o h\u1ea1 t\u1ea7ng d\u00f9ng chung, tu\u00e2n theo chu\u1ea9n d\u1eef li\u1ec7u chung v\u00e0 cung c\u1ea5p giao di\u1ec7n k\u1ebft n\u1ed1i r\u00f5 r\u00e0ng, khi b\u00ean mua ng\u00e0y c\u00e0ng bi\u1ebft nh\u1eadn di\u1ec7n \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n.<\/li>\n\n<li><strong>Doanh nghi\u1ec7p, ng\u00e2n h\u00e0ng v\u00e0 t\u1ed5 ch\u1ee9c t\u00e0i ch\u00ednh:<\/strong> khi d\u1eef li\u1ec7u c\u00f4ng \u0111\u01b0\u1ee3c chu\u1ea9n h\u00f3a v\u00e0 k\u1ebft n\u1ed1i t\u1ed1t h\u01a1n, ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u h\u1ecd nh\u1eadn qua c\u00e1c k\u00eanh ch\u00ednh th\u1ee9c c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n, v\u00e0 ki\u1ebfn tr\u00fac n\u1ed9i b\u1ed9 c\u1ee7a ch\u00ednh h\u1ecd c\u0169ng \u0111\u1ed1i m\u1eb7t v\u1edbi c\u00f9ng c\u00e2u h\u1ecfi v\u1ec1 \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n.<\/li>\n\n<li><strong>\u0110\u1ed9i ng\u0169 d\u1eef li\u1ec7u v\u00e0 ph\u00e2n t\u00edch:<\/strong> c\u00f4ng vi\u1ec7c chuy\u1ec3n t\u1eeb \u0111\u1ed1i chi\u1ebfu c\u00e1c b\u1ea3n ghi m\u00e2u thu\u1eabn do \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n \u0111\u1ec3 l\u1ea1i sang qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u d\u00f9ng chung, \u0111\u1ecbnh ngh\u0129a m\u00e3 \u0111\u1ecbnh danh v\u00e0 \u0111o l\u01b0\u1eddng ch\u1ea5t l\u01b0\u1ee3ng. DataCore b\u00e0n v\u1ec1 ph\u00eda doanh nghi\u1ec7p c\u1ee7a v\u1ea5n \u0111\u1ec1 n\u00e0y trong b\u00e0i vi\u1ebft v\u1ec1 <a href=\"https:\/\/blog.datacore.vn\/vi\/ha-tang-du-lieu-ai-doanh-nghiep-viet-nam\/\">h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u AI cho doanh nghi\u1ec7p Vi\u1ec7t Nam<\/a>.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1012\" src=\"https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image.jpeg\" alt=\"Th\u00e0nh ph\u1ed1 s\u1ed1 \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i, h\u00ecnh \u1ea3nh cho vi\u1ec7c ch\u1ea5m d\u1ee9t \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1\" class=\"wp-image-5903\" srcset=\"https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image.jpeg 2048w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-300x148.jpeg 300w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-767x379.jpeg 767w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-1024x506.jpeg 1024w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-1536x759.jpeg 1536w, https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-18x9.jpeg 18w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">C\u00e1c t\u1ed5 ch\u1ee9c chuy\u1ec3n t\u1eeb \u0111\u1ea7u t\u01b0 c\u00f4ng ngh\u1ec7 sang \u0111\u1ea7u t\u01b0 ki\u1ebfn tr\u00fac nh\u01b0 th\u1ebf n\u00e0o?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00ec v\u1eady, v\u1ea5n \u0111\u1ec1 tr\u00e1nh \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1 v\u00e0 tr\u00f9ng l\u1eb7p n\u0103ng l\u1ef1c kh\u00f4ng ch\u1ec9 l\u00e0 v\u1ea5n \u0111\u1ec1 ng\u00e2n s\u00e1ch. N\u00f3 \u0111\u1eb7t ra m\u1ed9t c\u00e2u h\u1ecfi l\u1edbn h\u01a1n: ch\u00fang ta \u0111ang \u0111\u1ea7u t\u01b0 v\u00e0o t\u1eebng h\u1ec7 th\u1ed1ng ri\u00eang l\u1ebb, hay \u0111ang x\u00e2y d\u1ef1ng c\u00e1c n\u0103ng l\u1ef1c s\u1ed1 c\u00f3 th\u1ec3 t\u00e1i s\u1eed d\u1ee5ng?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ec3 tr\u00e1nh \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n, m\u1ed9t n\u1ec1n t\u1ea3ng t\u1ed1t kh\u00f4ng n\u00ean ch\u1ec9 \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 b\u1eb1ng s\u1ed1 l\u01b0\u1ee3ng ch\u1ee9c n\u0103ng. N\u00f3 c\u00f2n c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 qua c\u00e1c c\u00e2u h\u1ecfi sau:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>C\u00f3 k\u1ebft n\u1ed1i \u0111\u01b0\u1ee3c v\u1edbi h\u1ec7 th\u1ed1ng kh\u00e1c kh\u00f4ng?<\/li>\n\n<li>D\u1eef li\u1ec7u c\u00f3 \u0111\u01b0\u1ee3c chu\u1ea9n h\u00f3a kh\u00f4ng?<\/li>\n\n<li>C\u00f3 th\u1ec3 t\u00e1i s\u1eed d\u1ee5ng \u1edf \u0111\u00e2u?<\/li>\n\n<li>C\u00f3 m\u1edf r\u1ed9ng \u0111\u01b0\u1ee3c kh\u00f4ng?<\/li>\n\n<li>C\u00f3 an to\u00e0n kh\u00f4ng?<\/li>\n\n<li>C\u00f3 t\u1ea1o ra d\u1eef li\u1ec7u gi\u00e1 tr\u1ecb cho h\u1ec7 th\u1ed1ng kh\u00e1c kh\u00f4ng?<\/li>\n\n<li>K\u1ebft qu\u1ea3 c\u00f3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c kh\u00f4ng?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y c\u0169ng l\u00e0 l\u00fd do Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1 \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt m\u00e0 c\u00f2n l\u00e0 c\u00f4ng c\u1ee5 qu\u1ea3n tr\u1ecb chuy\u1ec3n \u0111\u1ed5i s\u1ed1. Hi\u1ec7u qu\u1ea3 tri\u1ec3n khai \u0111\u01b0\u1ee3c xem x\u00e9t g\u1eafn v\u1edbi kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i, chia s\u1ebb, s\u1eed d\u1ee5ng chung, gi\u1ea3m \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n v\u00e0 \u0111\u1ea7u t\u01b0 tr\u00f9ng l\u1eb7p, ti\u1ebft ki\u1ec7m ngu\u1ed3n l\u1ef1c, b\u1ea3o \u0111\u1ea3m an ninh v\u00e0 n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch v\u1ee5.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Logic t\u01b0\u01a1ng t\u1ef1 c\u0169ng \u00e1p d\u1ee5ng b\u00ean trong doanh nghi\u1ec7p. DataCore, n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u t\u00e0i ch\u00ednh v\u00e0 doanh nghi\u1ec7p c\u1ee7a Vi\u1ec7t Nam, l\u00e0m vi\u1ec7c \u1edf ch\u00ednh l\u1edbp d\u1eef li\u1ec7u m\u00e0 khung ki\u1ebfn tr\u00fac n\u00e0y m\u00f4 t\u1ea3: d\u1eef li\u1ec7u v\u1ec1 doanh nghi\u1ec7p Vi\u1ec7t Nam \u0111\u01b0\u1ee3c c\u1ea5u tr\u00fac h\u00f3a, x\u00e1c th\u1ef1c v\u00e0 k\u1ebft n\u1ed1i. C\u00e1c \u0111\u1ed9i mu\u1ed1n xem d\u1eef li\u1ec7u th\u1ef1c th\u1ec3 \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i trong th\u1ef1c t\u1ebf c\u00f3 th\u1ec3 t\u00ecm hi\u1ec3u <a href=\"https:\/\/datacore.vn\/en\/services\" target=\"_blank\" rel=\"noopener\">c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a DataCore<\/a> (trang ti\u1ebfng Anh) ho\u1eb7c d\u00f9ng th\u1eed <a href=\"https:\/\/datacore.vn\/vi\/demo\/company-trial\" target=\"_blank\" rel=\"noopener\">d\u1eef li\u1ec7u doanh nghi\u1ec7p c\u1ee7a DataCore<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">T\u01b0\u01a1ng lai c\u1ee7a chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u00f3 n\u1eb1m \u1edf s\u1ed1 l\u01b0\u1ee3ng n\u1ec1n t\u1ea3ng?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u t\u1eeb m\u1ed9t \u1ee9ng d\u1ee5ng. Nh\u01b0ng m\u1ed9t h\u1ec7 sinh th\u00e1i s\u1ed1 kh\u00f4ng th\u1ec3 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng ch\u1ec9 b\u1eb1ng c\u00e1ch th\u00eam ng\u00e0y c\u00e0ng nhi\u1ec1u \u1ee9ng d\u1ee5ng. Khi m\u1ed7i \u0111\u01a1n v\u1ecb t\u1ef1 x\u00e2y h\u1ec7 th\u1ed1ng ri\u00eang, \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n c\u00f3 th\u1ec3 khi\u1ebfn d\u1eef li\u1ec7u b\u1ecb ph\u00e2n m\u1ea3nh. Khi d\u1eef li\u1ec7u b\u1ecb ph\u00e2n m\u1ea3nh, kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i suy gi\u1ea3m. Khi kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i suy gi\u1ea3m, ph\u00e2n t\u00edch v\u00e0 \u1ee9ng d\u1ee5ng AI c\u0169ng tr\u1edf n\u00ean kh\u00f3 kh\u0103n h\u01a1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ng\u01b0\u1ee3c l\u1ea1i, m\u1ed9t ki\u1ebfn tr\u00fac th\u1ed1ng nh\u1ea5t t\u1ea1o ra m\u1ed9t logic kh\u00e1c: h\u1ea1 t\u1ea7ng d\u00f9ng chung \u2192 d\u1eef li\u1ec7u th\u1ed1ng nh\u1ea5t \u2192 \u1ee9ng d\u1ee5ng t\u00e1i s\u1eed d\u1ee5ng \u2192 t\u01b0\u01a1ng t\u00e1c \u0111\u01b0\u1ee3c \u0111o l\u01b0\u1eddng \u2192 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n li\u00ean t\u1ee5c. \u0110\u00f3 l\u00e0 l\u00fd do b\u1ed1n l\u1edbp c\u1ee7a Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1 c\u00f3 \u00fd ngh\u0129a v\u01b0\u1ee3t ra ngo\u00e0i m\u1ed9t s\u01a1 \u0111\u1ed3 k\u1ef9 thu\u1eadt: ch\u00fang l\u00e0 t\u1ea5m ch\u1eafn th\u1ef1c t\u1ebf tr\u01b0\u1edbc \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00f3 chuy\u1ec3n c\u00e2u h\u1ecfi t\u1eeb \"M\u1ed7i \u0111\u01a1n v\u1ecb c\u1ea7n x\u00e2y h\u1ec7 th\u1ed1ng g\u00ec?\" sang \"To\u00e0n h\u1ec7 th\u1ed1ng c\u1ea7n nh\u1eefng n\u0103ng l\u1ef1c n\u00e0o c\u00f3 th\u1ec3 d\u00f9ng chung, d\u1eef li\u1ec7u n\u00e0o c\u1ea7n \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i, v\u00e0 gi\u00e1 tr\u1ecb t\u1ea1o ra n\u00ean \u0111\u01b0\u1ee3c \u0111o l\u01b0\u1eddng nh\u01b0 th\u1ebf n\u00e0o?\"<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Trong m\u00f4 h\u00ecnh n\u00e0y, d\u1eef li\u1ec7u tr\u1edf th\u00e0nh t\u00e0i s\u1ea3n trung t\u00e2m, c\u00f2n AI tr\u1edf th\u00e0nh n\u0103ng l\u1ef1c khai th\u00e1c t\u00e0i s\u1ea3n \u0111\u00f3 \u1edf quy m\u00f4 l\u1edbn h\u01a1n. Cu\u1ed1i c\u00f9ng, m\u1ee5c ti\u00eau c\u1ee7a ki\u1ebfn tr\u00fac s\u1ed1 kh\u00f4ng ph\u1ea3i l\u00e0 t\u1ea1o ra nhi\u1ec1u h\u1ec7 th\u1ed1ng h\u01a1n. M\u1ee5c ti\u00eau l\u00e0 t\u1ea1o ra m\u1ed9t h\u1ec7 th\u1ed1ng trong \u0111\u00f3 nh\u1eefng g\u00ec \u0111\u00e3 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng c\u00f3 th\u1ec3 ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c t\u00e1i s\u1eed d\u1ee5ng, k\u1ebft n\u1ed1i v\u00e0 t\u1ea1o ra gi\u00e1 tr\u1ecb trong nhi\u1ec1u b\u1ed1i c\u1ea3nh.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1 l\u00e0 g\u00ec?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1 l\u00e0 vi\u1ec7c tri\u1ec3n khai ngu\u1ed3n l\u1ef1c c\u00f4ng ngh\u1ec7 tr\u00ean nhi\u1ec1u h\u1ec7 th\u1ed1ng, \u0111\u01a1n v\u1ecb ho\u1eb7c d\u1ef1 \u00e1n ri\u00eang bi\u1ec7t m\u00e0 kh\u00f4ng c\u00f3 ki\u1ebfn tr\u00fac v\u00e0 c\u01a1 ch\u1ebf \u0111i\u1ec1u ph\u1ed1i th\u1ed1ng nh\u1ea5t. M\u1ed7i h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 t\u1ef1 v\u1eadn h\u00e0nh, nh\u01b0ng vi\u1ec7c k\u1ebft n\u1ed1i, chia s\u1ebb v\u00e0 t\u00e1i s\u1eed d\u1ee5ng d\u1eef li\u1ec7u gi\u1eefa ch\u00fang tr\u1edf n\u00ean kh\u00f3 kh\u0103n v\u00e0 t\u1ed1n k\u00e9m.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n c\u00f3 gi\u1ed1ng \u0111\u1ea7u t\u01b0 tr\u00f9ng l\u1eb7p kh\u00f4ng?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng ho\u00e0n to\u00e0n. \u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n m\u00f4 t\u1ea3 ngu\u1ed3n l\u1ef1c b\u1ecb d\u00e0n tr\u1ea3i tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng kh\u00f4ng k\u1ebft n\u1ed1i. \u0110\u1ea7u t\u01b0 tr\u00f9ng l\u1eb7p l\u00e0 h\u00ecnh th\u1ee9c t\u1ed1n k\u00e9m nh\u1ea5t c\u1ee7a \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n, khi nhi\u1ec1u h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c c\u1ea5p v\u1ed1n \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00f9ng m\u1ed9t nhu c\u1ea7u thay v\u00ec d\u00f9ng chung m\u1ed9t th\u00e0nh ph\u1ea7n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">B\u1ed1n l\u1edbp c\u1ee7a Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1 l\u00e0 g\u00ec?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">B\u1ed1n l\u1edbp g\u1ed3m h\u1ea1 t\u1ea7ng s\u1ed1 v\u00e0 an ninh m\u1ea1ng d\u00f9ng chung; d\u1eef li\u1ec7u v\u00e0 n\u1ec1n t\u1ea3ng l\u00f5i; \u1ee9ng d\u1ee5ng v\u00e0 nghi\u1ec7p v\u1ee5 d\u00f9ng chung; k\u00eanh t\u01b0\u01a1ng t\u00e1c v\u00e0 \u0111o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3. C\u00f9ng nhau, ch\u00fang t\u1ea1o th\u00e0nh m\u1ed9t chu\u1ed7i t\u1eeb h\u1ea1 t\u1ea7ng \u0111\u1ebfn k\u1ebft qu\u1ea3 \u0111\u01b0\u1ee3c \u0111o l\u01b0\u1eddng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">V\u00ec sao \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n khi\u1ebfn AI kh\u00f3 s\u1eed d\u1ee5ng h\u01a1n?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI ph\u1ee5 thu\u1ed9c v\u00e0o d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac, nh\u1ea5t qu\u00e1n v\u00e0 c\u00f3 ng\u1eef c\u1ea3nh. \u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n l\u00e0m d\u1eef li\u1ec7u r\u1ea3i r\u00e1c tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng v\u1edbi \u0111\u1ecbnh d\u1ea1ng v\u00e0 m\u00e3 \u0111\u1ecbnh danh kh\u00e1c nhau, n\u00ean m\u00f4 h\u00ecnh nh\u1eadn \u0111\u1ea7u v\u00e0o kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 ho\u1eb7c m\u00e2u thu\u1eabn v\u00e0 \u0111\u1ea7u ra k\u00e9m tin c\u1eady h\u01a1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ch\u1ea5m d\u1ee9t \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n c\u00f3 ngh\u0129a l\u00e0 m\u1ecdi c\u01a1 quan d\u00f9ng c\u00f9ng m\u1ed9t h\u1ec7 th\u1ed1ng kh\u00f4ng?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng. Nguy\u00ean t\u1eafc l\u00e0 c\u00e1i g\u00ec chung th\u00ec d\u00f9ng chung, c\u00e1i g\u00ec \u0111\u1eb7c th\u00f9 th\u00ec ph\u00e1t tri\u1ec3n ri\u00eang. C\u00e1c c\u01a1 quan v\u1eabn gi\u1eef h\u1ec7 th\u1ed1ng chuy\u00ean bi\u1ec7t cho quy tr\u00ecnh \u0111\u1eb7c th\u00f9, nh\u01b0ng c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u00f3 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 li\u00ean th\u00f4ng v\u1edbi n\u1ec1n t\u1ea3ng d\u00f9ng chung.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">C\u00f3 bao nhi\u00eau n\u1ec1n t\u1ea3ng s\u1ed1 d\u00f9ng chung qu\u1ed1c gia \u0111\u01b0\u1ee3c l\u00ean k\u1ebf ho\u1ea1ch?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Theo b\u00e0i vi\u1ebft c\u1ee7a VnExpress v\u1ec1 H\u1ed9i ngh\u1ecb tri\u1ec3n khai (16\/9\/2026), Trung \u01b0\u01a1ng d\u1ef1 ki\u1ebfn \u0111\u1ea7u t\u01b0 79 n\u1ec1n t\u1ea3ng s\u1ed1 d\u00f9ng chung qu\u1ed1c gia \u0111\u1ec3 c\u00e1c b\u1ed9, ng\u00e0nh v\u00e0 \u0111\u1ecba ph\u01b0\u01a1ng s\u1eed d\u1ee5ng l\u1ea1i.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ngu\u1ed3n tham kh\u1ea3o<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>VnExpress, \"Tr\u00e1nh \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00e1n, tr\u00f9ng l\u1eb7p khi l\u00e0m n\u1ec1n t\u1ea3ng s\u1ed1\", 16\/9\/2026. <a href=\"https:\/\/vnexpress.net\/tranh-dau-tu-phan-tan-trung-lap-khi-lam-nen-tang-so-5120715.html\" target=\"_blank\" rel=\"noopener\">vnexpress.net<\/a><\/li>\n\n<li>B\u1ed9 D\u00e2n t\u1ed9c v\u00e0 T\u00f4n gi\u00e1o, \"Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1: Th\u1ed1ng nh\u1ea5t, li\u00ean th\u00f4ng v\u00e0 l\u1ea5y d\u1eef li\u1ec7u l\u00e0m trung t\u00e2m\", 17\/8\/2026. <a href=\"https:\/\/bdttg.gov.vn\/chuyen-doi-so\/khung-kien-truc-tong-the-quoc-gia-so-thong-nhat-lien-thong-va-lay-du-lieu-lam-trung-tam.html\" target=\"_blank\" rel=\"noopener\">bdttg.gov.vn<\/a><\/li>\n\n<li>B\u1ed9 Khoa h\u1ecdc v\u00e0 C\u00f4ng ngh\u1ec7, Quy\u1ebft \u0111\u1ecbnh s\u1ed1 3090\/Q\u0110-BKHCN v\u1ec1 Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1, 2025. <a href=\"https:\/\/thuvienphapluat.vn\/van-ban\/Cong-nghe-thong-tin\/Quyet-dinh-3090-QD-BKHCN-2025-Khung-kien-truc-tong-the-quoc-gia-so-676102.aspx\" target=\"_blank\" rel=\"noopener\">thuvienphapluat.vn<\/a><\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>\u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1 g\u00e2y l\u00e3ng ph\u00ed ng\u00e2n s\u00e1ch v\u00e0 chia c\u1eaft d\u1eef li\u1ec7u. Xem c\u00e1ch Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1 4 l\u1edbp c\u1ee7a Vi\u1ec7t Nam kh\u1eafc ph\u1ee5c v\u1ea5n \u0111\u1ec1.<\/p>","protected":false},"author":26,"featured_media":6025,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","_uag_custom_page_level_css":"","_swt_meta_header_display":false,"_swt_meta_footer_display":false,"_swt_meta_site_title_display":false,"_swt_meta_sticky_header":false,"_swt_meta_transparent_header":false,"footnotes":""},"categories":[19],"tags":[4071,2437,449,500],"class_list":["post-5900","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-vi","tag-dc-2026-w40-vi-vi","tag-du-lieu-ai-vi","tag-du-lieu-doanh-nghiep","tag-ha-tang-du-lieu-vi"],"uagb_featured_image_src":{"full":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-8.png",738,414,false],"thumbnail":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-8-150x150.png",150,150,true],"medium":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-8-300x168.png",300,168,true],"medium_large":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-8.png",738,414,false],"large":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-8.png",738,414,false],"1536x1536":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-8.png",738,414,false],"2048x2048":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-8.png",738,414,false],"trp-custom-language-flag":["https:\/\/blog.datacore.vn\/wp-content\/uploads\/2026\/09\/image-8-18x10.png",18,10,true]},"uagb_author_info":{"display_name":"khanhlinh","author_link":"https:\/\/blog.datacore.vn\/vi\/author\/khanhlinh\/"},"uagb_comment_info":0,"uagb_excerpt":"\u0110\u1ea7u t\u01b0 ph\u00e2n t\u00e1n n\u1ec1n t\u1ea3ng s\u1ed1 g\u00e2y l\u00e3ng ph\u00ed ng\u00e2n s\u00e1ch v\u00e0 chia c\u1eaft d\u1eef li\u1ec7u. Xem c\u00e1ch Khung ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 qu\u1ed1c gia s\u1ed1 4 l\u1edbp c\u1ee7a Vi\u1ec7t Nam kh\u1eafc ph\u1ee5c v\u1ea5n \u0111\u1ec1.","_links":{"self":[{"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/posts\/5900","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/users\/26"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/comments?post=5900"}],"version-history":[{"count":18,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/posts\/5900\/revisions"}],"predecessor-version":[{"id":6193,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/posts\/5900\/revisions\/6193"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/media\/6025"}],"wp:attachment":[{"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/media?parent=5900"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/categories?post=5900"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.datacore.vn\/vi\/wp-json\/wp\/v2\/tags?post=5900"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}