{"id":119699,"date":"2024-01-07T10:06:39","date_gmt":"2024-01-07T03:06:39","guid":{"rendered":"https:\/\/amis.misa.vn\/?p=119699"},"modified":"2024-02-20T10:25:04","modified_gmt":"2024-02-20T03:25:04","slug":"dung-de-quan-tri-doanh-nghiep-tro-thanh-con-ac-mong-chi-vi-du-lieu-phan-manh-dau-cung-la-data-silo","status":"publish","type":"post","link":"https:\/\/amis.misa.vn\/119699\/dung-de-quan-tri-doanh-nghiep-tro-thanh-con-ac-mong-chi-vi-du-lieu-phan-manh-dau-cung-la-data-silo\/","title":{"rendered":"\u0110\u1eebng \u0111\u1ec3 qu\u1ea3n tr\u1ecb doanh nghi\u1ec7p tr\u1edf th\u00e0nh \u201cc\u01a1n \u00e1c m\u1ed9ng\u201d ch\u1ec9 v\u00ec d\u1eef li\u1ec7u ph\u00e2n m\u1ea3nh, \u0111\u00e2u c\u0169ng l\u00e0 data silo"},"content":{"rendered":"
Qu\u1ea3n tr\u1ecb doanh nghi\u1ec7p kh\u00f4ng ph\u1ea3i l\u00e0 b\u00e0i to\u00e1n d\u1ec5 d\u00e0ng. \u0110\u1ee9ng \u1edf v\u1ecb tr\u00ed thuy\u1ec1n tr\u01b0\u1edfng, ng\u01b0\u1eddi l\u00e3nh \u0111\u1ea1o s\u1ebd ph\u1ea3i n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c to\u00e0n b\u1ed9 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c ph\u00f2ng ban t\u1eeb T\u00e0i ch\u00ednh, H\u00e0nh ch\u00ednh, Nh\u00e2n s\u1ef1, Ti\u1ebfp th\u1ecb,… Tuy nhi\u00ean, khi t\u1ed3n t\u1ea1i qu\u00e1 nhi\u1ec1u data silo, d\u1eef li\u1ec7u doanh nghi\u1ec7p b\u1ecb ph\u00e2n m\u1ea3nh, ng\u01b0\u1eddi qu\u1ea3n l\u00fd r\u1ea5t kh\u00f3 c\u00f3 c\u00e1i nh\u00ecn \u0111\u1ea7y \u0111\u1ee7 \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c hay k\u1ecbp th\u1eddi n\u1eafm b\u1eaft nh\u1eefng c\u01a1 h\u1ed9i, r\u1ee7i ro ti\u1ec1m \u1ea9n.<\/span> M\u1ed9t doanh nghi\u1ec7p m\u00e0 kh\u00f4ng ph\u00e1 v\u1ee1 data silo, vi\u1ec7c qu\u1ea3n tr\u1ecb s\u1ebd th\u1ef1c s\u1ef1 tr\u1edf th\u00e0nh \u201cc\u01a1n c\u00e1c m\u1ed9ng” \u0111\u1ed1i v\u1edbi ng\u01b0\u1eddi qu\u1ea3n l\u00fd. Trong b\u00e0i vi\u1ebft n\u00e0y, h\u00e3y c\u00f9ng MISA AMIS t\u00ecm c\u00e1ch g\u1ee1 b\u1ecf c\u00e1c data silo \u0111\u1ec3 k\u1ebft n\u1ed1i d\u1eef li\u1ec7u tr\u00ean to\u00e0n doanh nghi\u1ec7p.<\/span><\/p>\n \u201cData silo\u201d l\u00e0 t\u00ecnh tr\u1ea1ng c\u00e1c kho d\u1eef li\u1ec7u trong doanh nghi\u1ec7p ch\u1ec9 c\u00f3 m\u1ed9t b\u1ed9 ph\u1eadn, ph\u00f2ng ban c\u00f3 th\u1ec3 truy c\u1eadp \u0111\u01b0\u1ee3c v\u00e0 b\u1ecb c\u00f4 l\u1eadp v\u1edbi c\u00e1c b\u1ed9 ph\u1eadn c\u00f2n l\u1ea1i.<\/span><\/p>\n <\/p>\n C\u00e1c b\u1ed9 ph\u1eadn nh\u01b0 T\u00e0i ch\u00ednh, H\u00e0nh ch\u00ednh, Nh\u00e2n s\u1ef1, Ti\u1ebfp th\u1ecb v\u00e0 c\u00e1c ph\u00f2ng ban kh\u00e1c c\u1ea7n th\u00f4ng tin kh\u00e1c nhau \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c c\u1ee7a m\u00ecnh. Nh\u1eefng b\u1ed9 ph\u1eadn kh\u00e1c nhau n\u00e0y th\u01b0\u1eddng l\u01b0u tr\u1eef d\u1eef li\u1ec7u \u1edf nh\u1eefng v\u1ecb tr\u00ed ri\u00eang bi\u1ec7t \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 kho d\u1eef li\u1ec7u ho\u1eb7c kho th\u00f4ng tin, gi\u1ed1ng nh\u01b0 c\u1ea5u tr\u00fac m\u00e0 n\u00f4ng d\u00e2n s\u1eed d\u1ee5ng \u0111\u1ec3 l\u01b0u tr\u1eef c\u00e1c lo\u1ea1i ng\u0169 c\u1ed1c kh\u00e1c nhau. Khi s\u1ed1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u t\u0103ng l\u00ean, kho d\u1eef li\u1ec7u \u0111\u1ed9c l\u1eadp (data silo) c\u0169ng theo \u0111\u00f3 m\u00e0 ph\u00e1t tri\u1ec3n.<\/span><\/p>\n Data silo c\u00f3 v\u1ebb kh\u00f4ng g\u00e2y h\u1ea1i, nh\u01b0ng ch\u00fang t\u1ea1o ra r\u00e0o c\u1ea3n cho vi\u1ec7c chia s\u1ebb th\u00f4ng tin v\u00e0 h\u1ee3p t\u00e1c gi\u1eefa c\u00e1c b\u1ed9 ph\u1eadn. Do s\u1ef1 kh\u00f4ng nh\u1ea5t qu\u00e1n, d\u1eef li\u1ec7u c\u00f3 th\u1ec3 ch\u1ed3ng ch\u00e9o gi\u1eefa c\u00e1c kho, ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u th\u01b0\u1eddng b\u1ecb \u1ea3nh h\u01b0\u1edfng. D\u1eef li\u1ec7u c\u1ee5c b\u1ed9 khi\u1ebfn c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd r\u1ea5t kh\u00f3 bao qu\u00e1t to\u00e0n b\u1ed9 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a doanh nghi\u1ec7p.<\/span><\/p>\n N\u00f3i ng\u1eafn g\u1ecdn, data silo kh\u00f4ng ph\u1ea3i l\u00e0 d\u1eef li\u1ec7u l\u00e0nh m\u1ea1nh. D\u1eef li\u1ec7u l\u00e0nh m\u1ea1nh khi n\u00f3 c\u00f3 th\u1ec3 truy c\u1eadp v\u00e0 chia s\u1ebb tr\u00ean to\u00e0n t\u1ed5 ch\u1ee9c. N\u1ebfu d\u1eef li\u1ec7u kh\u00f3 t\u00ecm v\u00e0 kh\u00f4ng th\u1ec3 truy c\u1eadp k\u1ecbp th\u1eddi, n\u00f3 kh\u00f4ng mang l\u1ea1i gi\u00e1 tr\u1ecb cho qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch v\u00e0 ra quy\u1ebft \u0111\u1ecbnh. M\u1ed9t t\u1ed5 ch\u1ee9c m\u00e0 kh\u00f4ng ph\u00e1 v\u1ee1 data silo s\u1ebd kh\u00f4ng ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c to\u00e0n b\u1ed9 l\u1ee3i \u00edch c\u1ee7a qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1. \u0110\u1ec3 tr\u1edf th\u00e0nh t\u1ed5 ch\u1ee9c d\u1ef1a tr\u00ean d\u1eef li\u1ec7u v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 qu\u1ea3n tr\u1ecb, CEO v\u00e0 \u0111\u1ed9i ng\u0169 qu\u1ea3n l\u00fd c\u1ea7n c\u00f3 c\u00e1i nh\u00ecn 360 \u0111\u1ed9 v\u1ec1 to\u00e0n b\u1ed9 d\u1eef li\u1ec7u trong trong nghi\u1ec7p.<\/span><\/p>\n Khi m\u1ed7i b\u1ed9 ph\u1eadn thu th\u1eadp v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u cho m\u1ee5c \u0111\u00edch ri\u00eang c\u1ee7a m\u00ecnh, n\u00f3 s\u1ebd t\u1ea1o ra data silo. H\u1ea7u h\u1ebft c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u00ecm ra nguy\u00ean nh\u00e2n g\u00e2y ra t\u00ecnh tr\u1ea1ng n\u00e0y nh\u01b0 sau:<\/span><\/p>\n C\u00e1c c\u00f4ng c\u1ee5, ph\u1ea7n m\u1ec1m hay h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd d\u1eef li\u1ec7u l\u00e0 nguy\u00ean nh\u00e2n ph\u1ed5 bi\u1ebfn khi\u1ebfn data silo xu\u1ea5t hi\u1ec7n ng\u00e0y c\u00e0ng nhi\u1ec1u.<\/span><\/p>\n C\u00e1c b\u1ed9 ph\u1eadn kh\u00e1c nhau c\u00f3 xu h\u01b0\u1edbng s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 kh\u00e1c nhau, ch\u1eb3ng h\u1ea1n nh\u01b0 Excel, b\u1ea3ng t\u00ednh, ph\u1ea7n m\u1ec1m \u0111\u1ec3 h\u1ed7 tr\u1ee3 c\u00f4ng vi\u1ec7c c\u1ee7a m\u00ecnh. Doanh nghi\u1ec7p c\u00e0ng l\u1edbn, c\u00e1c ph\u1ea7n m\u1ec1m \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng c\u00e1c nhi\u1ec1u. Tuy nhi\u00ean, h\u1ea7u h\u1ebft c\u00e1c doanh nghi\u1ec7p l\u1ea1i \u0111ang s\u1eed d\u1ee5ng c\u00e1c ph\u1ea7n m\u1ec1m ri\u00eang l\u1ebb t\u1eeb c\u00e1c nh\u00e0 cung c\u1ea5p kh\u00e1c nhau, gi\u1eefa c\u00e1c ph\u1ea7n m\u1ec1m kh\u00f4ng c\u00f3 s\u1ef1 k\u1ebft n\u1ed1i khi\u1ebfn cho d\u1eef li\u1ec7u ph\u00e2n m\u1ea3nh, vi\u1ec7c t\u1ed5ng h\u1ee3p v\u00e0 chia s\u1ebb d\u1eef li\u1ec7u v\u1edbi c\u00e1c b\u1ed9 ph\u1eadn li\u00ean quan tr\u1edf n\u00ean kh\u00f3 kh\u0103n.<\/span><\/p>\n Ph\u00e1 v\u1ee1 c\u00e1c data silo, k\u1ebft n\u1ed1i d\u1eef li\u1ec7u to\u00e0n doanh nghi\u1ec7p v\u1edbi m\u1ed9t n\u1ec1n t\u1ea3ng duy nh\u1ea5t l\u00e0 MISA AMIS<\/b><\/p>\n Tr\u01b0\u1edbc khi big data v\u00e0 cloud c\u00e1ch m\u1ea1ng h\u00f3a ho\u1ea1t \u0111\u1ed9ng kinh doanh, vi\u1ec7c c\u00e1c b\u1ed9 ph\u1eadn kh\u00e1c nhau t\u1ea1o v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u c\u1ee7a ri\u00eang c\u1ee7a m\u00ecnh kh\u00f4ng \u0111\u01b0\u1ee3c coi l\u00e0 \u0111i\u1ec1u x\u1ea5u. M\u1ed7i b\u1ed9 ph\u1eadn \u0111\u1ec1u c\u00f3 ch\u00ednh s\u00e1ch, th\u1ee7 t\u1ee5c v\u00e0 m\u1ee5c ti\u00eau ri\u00eang. C\u00e1c nh\u00f3m \u0111\u00e3 ph\u00e1t tri\u1ec3n c\u00e1ch l\u00e0m vi\u1ec7c v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u ri\u00eang theo nh\u1eefng c\u00e1ch ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u c\u1ee7a h\u1ecd. C\u00e1c silo v\u1eabn \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng xung quanh c\u00e1c ph\u00f2ng ban c\u1ee7a c\u00f4ng ty v\u00ec \u0111\u00f3 l\u00e0 c\u00e1ch thu th\u1eadp v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u.<\/span><\/p>\n Li\u00ean quan \u0111\u1ebfn v\u1ea5n \u0111\u1ec1 tr\u00ean, \u1edf nhi\u1ec1u t\u1ed5 ch\u1ee9c, c\u00e1c ph\u00f2ng ban \u0111\u00e3 quen v\u1edbi vi\u1ec7c l\u00e0m vi\u1ec7c trong th\u1ebf gi\u1edbi ri\u00eang c\u1ee7a h\u1ecd. N\u1ebfu l\u00e0m vi\u1ec7c \u1edf nh\u1eefng ph\u00f2ng ban ri\u00eang bi\u1ec7t, v\u1edbi quy tr\u00ecnh v\u00e0 m\u1ee5c ti\u00eau ri\u00eang, h\u1ecd s\u1ebd t\u1ef1 coi m\u00ecnh l\u00e0 m\u1ed9t \u0111\u01a1n v\u1ecb kinh doanh kh\u00e1c bi\u1ec7t v\u1edbi c\u00e1c nh\u00f3m kh\u00e1c. V\u0103n h\u00f3a t\u00e1ch bi\u1ec7t n\u00e0y truy\u1ec1n sang d\u1eef li\u1ec7u.<\/span><\/p>\n Ngay c\u1ea3 khi \u0111\u1ed9i ng\u0169 Sales v\u00e0 Marketing \u0111\u1ec1u l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng, v\u0103n h\u00f3a c\u00f4ng ty c\u00f3 th\u1ec3 khuy\u1ebfn kh\u00edch h\u1ecd gi\u1eef d\u1eef li\u1ec7u ri\u00eang bi\u1ec7t m\u00e0 kh\u00f4ng h\u1ec1 th\u1eafc m\u1eafc v\u1ec1 d\u1eef li\u1ec7u \u0111\u00f3. V\u00ec chia s\u1ebb d\u1eef li\u1ec7u tr\u00ean to\u00e0n c\u00f4ng ty l\u00e0 m\u1ed9t m\u1ee5c ti\u00eau t\u01b0\u01a1ng \u0111\u1ed1i m\u1edbi n\u00ean c\u00e1c ph\u00f2ng ban ch\u01b0a c\u00f3 \u0111\u1ed9ng l\u1ef1c \u0111\u1ec3 th\u1ed1ng nh\u1ea5t d\u1eef li\u1ec7u c\u1ee7a h\u1ecd.<\/span><\/p>\n M\u1ed7i b\u1ed9 ph\u1eadn t\u1ed3n t\u1ea1i \u0111\u1ec3 h\u1ed7 tr\u1ee3 m\u1ed9t m\u1ee5c ti\u00eau chung. M\u1eb7c d\u00f9 c\u00e1c b\u1ed9 ph\u1eadn ho\u1ea1t \u0111\u1ed9ng ri\u00eang bi\u1ec7t nh\u01b0ng c\u0169ng s\u1ebd c\u00f3 nhi\u1ec1u ho\u1ea1t \u0111\u1ed9ng c\u1ea7n ph\u1ed1i h\u1ee3p, t\u01b0\u01a1ng t\u00e1c v\u1edbi nhau. Silo d\u1eef li\u1ec7u t\u1ea1o ra m\u00f4i tr\u01b0\u1eddng l\u00e0m vi\u1ec7c thi\u1ebfu t\u00ednh h\u1ee3p t\u00e1c, c\u1ea3n tr\u1edf vi\u1ec7c nh\u00ecn nh\u1eadn b\u1ee9c tranh t\u1ed5ng quan v\u1ec1 v\u1eadn h\u00e0nh doanh nghi\u1ec7p c\u1ee7a \u0111\u1ed9i ng\u0169 l\u00e3nh \u0111\u1ea1o v\u00e0 r\u1ea5t nhi\u1ec1u nh\u1eefng v\u1ea5n \u0111\u1ec1 kh\u00e1c.<\/span><\/p>\n CEO v\u00e0 \u0111\u1ed9i ng\u0169 qu\u1ea3n l\u00fd c\u1ea7n c\u00f3 d\u1eef li\u1ec7u c\u1ee7a t\u1ea5t c\u1ea3 c\u00e1c b\u1ed9 ph\u1eadn \u0111\u1ec3 n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c to\u00e0n b\u1ed9 t\u00ecnh h\u00ecnh ho\u1ea1t \u0111\u1ed9ng \u0111\u1ec3 ph\u1ee5c v\u1ee5 cho vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh.<\/span><\/p>\n V\u1edbi t\u00ecnh tr\u1ea1ng data silo, m\u1ed7i b\u1ed9 ph\u1eadn s\u1ebd cung c\u1ea5p cho C-levels 1 b\u00e1o c\u00e1o kh\u00e1c nhau. K\u1ebf to\u00e1n cung c\u1ea5p b\u00e1o c\u00e1o v\u1ec1 chi ph\u00ed v\u00e0 l\u1ee3i nhu\u1eadn, Sales cung c\u1ea5p b\u00e1o c\u00e1o v\u1ec1 doanh thu v\u00e0 kh\u00e1ch h\u00e0ng, Marketing b\u00e1o c\u00e1o v\u1ec1 Lead, traffic,… v\u00e0 \u0111\u1ed9i ng\u0169 C-levels r\u1ea5t kh\u00f3 li\u00ean k\u1ebft d\u1eef li\u1ec7u n\u00e0y v\u1edbi nhau \u0111\u1ec3 c\u00f3 nh\u00ecn \u0111\u01b0\u1ee3c b\u1ee9c tranh t\u1ed5ng quan v\u1ec1 t\u00ecnh h\u00ecnh v\u1eadn h\u00e0nh c\u1ee7a doanh nghi\u1ec7p.<\/span><\/p>\n B\u1ea1n s\u1ebd kh\u00f4ng th\u1ec3 ho\u00e0n th\u00e0nh vi\u1ec7c gh\u00e9p m\u1ed9t b\u1ee9c tranh ph\u1ee9c t\u1ea1p m\u00e0 kh\u00f4ng c\u00f3 b\u1ea5t k\u1ef3 h\u01b0\u1edbng d\u1eabn n\u00e0o. Ng\u01b0\u1eddi l\u00e3nh \u0111\u1ea1o c\u0169ng r\u1ea5t kh\u00f3 \u0111i\u1ec1u h\u00e0nh doanh nghi\u1ec7p hi\u1ec7u qu\u1ea3 khi c\u00e1c silo d\u1eef li\u1ec7u v\u1eabn t\u1ed3n t\u1ea1i.<\/span><\/p>\n 3.2. Data silo c\u1ea3n tr\u1edf vi\u1ec7c h\u1ee3p t\u00e1c gi\u1eefa c\u00e1c b\u1ed9 ph\u1eadn, c\u00e1 nh\u00e2n<\/b><\/p>\n V\u1edbi vi\u1ec7c ch\u1ec9 c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0 thao t\u00e1c v\u1edbi d\u1eef li\u1ec7u c\u1ee7a ri\u00eang, data silo khi\u1ebfn m\u1ed7i team ho\u1ea1t \u0111\u1ed9ng ri\u00eang l\u1ebb, ch\u1ec9 t\u1eadp trung v\u00e0o m\u1ee5c ti\u00eau vi m\u00f4 c\u1ee7a m\u00ecnh thay v\u00ec c\u1ed9ng t\u00e1c v\u1edbi nhau m\u1ed9t c\u00e1ch ch\u1eb7t ch\u1ebd \u0111\u1ec3 ho\u00e0n th\u00e0nh m\u1ee5c ti\u00eau chung c\u1ee7a doanh nghi\u1ec7p. \u0110i c\u00f9ng v\u1edbi \u0111\u00f3, doanh nghi\u1ec7p r\u1ea5t kh\u00f3 t\u1ea1o ra v\u0103n h\u00f3a l\u00e0m vi\u1ec7c minh b\u1ea1ch v\u00e0 tin c\u1eady.<\/span><\/p>\n \u1ede c\u1ea5p leader, silo data khi\u1ebfn h\u1ecd kh\u00f4ng th\u1ec3 nh\u00ecn th\u1ea5y b\u1ee9c tranh l\u1edbn n\u00ean c\u00e1c quy\u1ebft \u0111\u1ecbnh <\/span>c\u00e1 nh\u00e2n c\u1ee7a h\u1ecd s\u1ebd kh\u00f3 h\u00e0i h\u00f2a v\u1edbi m\u1ee5c ti\u00eau kinh doanh c\u1ee7a doanh nghi\u1ec7p.<\/span><\/p>\n C\u00e1c d\u1eef li\u1ec7u b\u1ecb \u201csilo”, m\u1ed9t th\u00f4ng tin th\u01b0\u1eddng \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong c\u00e1c c\u01a1 s\u1edf d\u1eef li\u1ec7u kh\u00e1c nhau v\u00e0 kh\u00f4ng \u0111\u01b0\u1ee3c \u0111\u1ed3ng b\u1ed9, d\u1eabn \u0111\u1ebfn s\u1ef1 ch\u1ed3ng ch\u00e9o, kh\u00f4ng nh\u1ea5t qu\u00e1n gi\u1eefa d\u1eef li\u1ec7u c\u1ee7a c\u00e1c b\u1ed9 ph\u1eadn.<\/span><\/p>\n \u0110\u1ed3ng th\u1eddi, d\u1eef li\u1ec7u kh\u00f4ng th\u1ec3 chia s\u1ebb t\u1ed3n t\u1ea1i c\u00e0ng l\u00e2u, ch\u00fang c\u00e0ng c\u00f3 kh\u1ea3 n\u0103ng b\u1ecb \u201cout of date”, kh\u00f4ng c\u00f2n ch\u00ednh x\u00e1c, kh\u00f4ng th\u1ec3 s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c.<\/span><\/p>\n D\u1eef li\u1ec7u l\u00e0 t\u00e0i s\u1ea3n qu\u00fd gi\u00e1 nh\u1ea5t c\u1ee7a doanh nghi\u1ec7p. Nh\u01b0ng khi data silo x\u1ea3y ra, doanh nghi\u1ec7p r\u1ea5t kh\u00f3 h\u1ee3p nh\u1ea5t v\u00e0 \u0111\u1ed3ng b\u1ed9 d\u1eef li\u1ec7u gi\u1eefa c\u00e1c b\u1ed9 ph\u1eadn. Nh\u01b0 m\u1ed9t h\u1ec7 qu\u1ea3 t\u1ea5t y\u1ebfu, d\u1eef li\u1ec7u tr\u1edf n\u00ean thi\u1ebfu ch\u00ednh x\u00e1c, ch\u1ea5t l\u01b0\u1ee3ng k\u00e9m. \u0110\u1ed9i ng\u0169 qu\u1ea3n l\u00fd ch\u1eafc ch\u1eafn s\u1ebd kh\u00f3 \u0111\u01b0a ra \u0111\u01b0\u1ee3c nh\u1eefng quy\u1ebft \u0111\u1ecbnh t\u1ed1t d\u1ef1a tr\u00ean ngu\u1ed3n d\u1eef li\u1ec7u n\u00e0y.<\/span><\/p>\n Silo d\u1eef li\u1ec7u g\u00e2y l\u00e3ng ph\u00ed ngu\u1ed3n l\u1ef1c doanh nghi\u1ec7p b\u1edfi n\u00f3 t\u1ea1o ra s\u1ef1 tr\u00f9ng l\u1eb7p d\u1eef li\u1ec7u gi\u1eefa c\u00e1c ph\u00f2ng ban. Khi m\u1ed7i b\u1ed9 ph\u1eadn l\u01b0u tr\u1eef v\u00e0 qu\u1ea3n l\u00fd th\u00f4ng tin ri\u00eang bi\u1ec7t, c\u00f9ng m\u1ed9t d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef nhi\u1ec1u l\u1ea7n, ti\u00eau t\u1ed1n kh\u00f4ng gian l\u01b0u tr\u1eef v\u00e0 ngu\u1ed3n l\u1ef1c IT.<\/span><\/p>\n \u0110i\u1ec1u n\u00e0y c\u0169ng khi\u1ebfn vi\u1ec7c t\u00ecm ki\u1ebfm v\u00e0 ph\u00e2n t\u00edch th\u00f4ng tin tr\u1edf n\u00ean kh\u00f3 kh\u0103n v\u00e0 m\u1ea5t nhi\u1ec1u th\u1eddi gian h\u01a1n, do \u0111\u00f3 gi\u1ea3m hi\u1ec7u qu\u1ea3 c\u00f4ng vi\u1ec7c v\u00e0 l\u00e0m t\u0103ng chi ph\u00ed kh\u00f4ng c\u1ea7n thi\u1ebft.<\/span><\/p>\n H\u00e0nh tr\u00ecnh c\u1ee7a kh\u00e1ch h\u00e0ng s\u1ebd tr\u1ea3i qua v\u00f4 s\u1ed1 \u0111i\u1ec3m ch\u1ea1m v\u1edbi th\u01b0\u01a1ng hi\u1ec7u. \u0110\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c, h\u1ecd s\u1ebd ph\u1ea3i ti\u1ebfp x\u00fac v\u1edbi r\u1ea5t nhi\u1ec1u nh\u00e2n vi\u00ean t\u1eeb tr\u1ef1c page, hotline, sales cho \u0111\u1ebfn ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng,…<\/span><\/p>\n Khi d\u1eef li\u1ec7u v\u1ec1 kh\u00e1ch h\u00e0ng trong su\u1ed1t h\u00e0nh tr\u00ecnh \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef m\u1ed9t c\u00e1ch c\u1ee5c b\u1ed9, nh\u00e2n vi\u00ean \u1edf t\u1eebng k\u00eanh s\u1ebd r\u1ea5t kh\u00f3 bi\u1ebft \u0111\u01b0\u1ee3c kh\u00e1ch h\u00e0ng \u0111ang \u1edf \u0111\u00e2u trong h\u00e0nh tr\u00ecnh, h\u1ecd \u0111\u00e3 t\u01b0\u01a1ng t\u00e1c nh\u01b0 th\u1ebf n\u00e0o v\u1edbi th\u01b0\u01a1ng hi\u1ec7u. \u0110i\u1ec1u n\u00e0y d\u1eabn \u0111\u1ebfn vi\u1ec7c, h\u1ecd li\u00ean t\u1ee5c ph\u1ea3i l\u1eb7p \u0111i l\u1eb7p l\u1ea1i v\u1ea5n \u0111\u1ec1, nhu c\u1ea7u c\u1ee7a m\u00ecnh v\u1edbi th\u01b0\u01a1ng hi\u1ec7u.\u00a0<\/span><\/p>\n \u0110\u1ec3 x\u1eed l\u00fd c\u00e1c silo data, vi\u1ec7c xu\u1ea5t\/nh\u1eadp d\u1eef li\u1ec7u th\u01b0\u1eddng xuy\u00ean l\u00e0 ch\u01b0a \u0111\u1ee7. D\u1eef li\u1ec7u li\u00ean t\u1ee5c thay \u0111\u1ed5i, s\u1ed1 \u0111i\u1ec7n tho\u1ea1i thay \u0111\u1ed5i, email thay \u0111\u1ed5i, kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh kh\u00e1ch h\u00e0ng, c\u00f3 th\u1ec3 r\u1eddi b\u1ecf ho\u1eb7c th\u1eadm ch\u00ed tr\u1edf th\u00e0nh nh\u00e0 cung c\u1ea5p.<\/span><\/p>\n Kh\u00f4ng quan tr\u1ecdng b\u1ea1n nh\u1eadp\/xu\u1ea5t t\u1ec7p CSV th\u01b0\u1eddng xuy\u00ean \u0111\u1ebfn m\u1ee9c n\u00e0o, th\u00f4ng tin s\u1ebd kh\u00f4ng bao gi\u1edd ho\u00e0n to\u00e0n c\u1eadp nh\u1eadt. S\u1ebd c\u1ea7n h\u00e0ng ch\u1ee5c thao t\u00e1c nh\u1eadp\/xu\u1ea5t th\u1ee7 c\u00f4ng m\u1ed7i th\u00e1ng, \u0111i\u1ec1u n\u00e0y m\u1ea5t m\u1ed9t l\u01b0\u1ee3ng th\u1eddi gian l\u1edbn v\u00e0 t\u0103ng nguy c\u01a1 l\u1ed7i nh\u1eadp d\u1eef li\u1ec7u th\u1ee7 c\u00f4ng.<\/span><\/p>\n May m\u1eafn thay, c\u00f3 nh\u1eefng ph\u01b0\u01a1ng \u00e1n t\u1ed1t h\u01a1n \u0111\u1ec3 ng\u0103n ch\u1eb7n v\u00e0 gi\u1ea3i quy\u1ebft silo d\u1eef li\u1ec7u.<\/span><\/p>\n Nh\u01b0 \u0111\u00e3 \u0111\u1ec1 c\u1eadp \u0111\u1ebfn \u1edf tr\u00ean, nguy\u00ean nh\u00e2n ch\u1ee7 y\u1ebfu d\u1eabn \u0111\u1ebfn data silo l\u00e0 vi\u1ec7c c\u00e1c b\u1ed9 ph\u1eadn trong doanh nghi\u1ec7p \u0111ang s\u1eed d\u1ee5ng c\u00e1c ph\u1ea7n m\u1ec1m kh\u00e1c nhau v\u00e0 gi\u1eefa ch\u00fang kh\u00f4ng c\u00f3 s\u1ef1 k\u1ebft n\u1ed1i.<\/span><\/p>\n M\u1ed9t n\u1ec1n t\u1ea3ng all-in-1 cung c\u1ea5p c\u00e1c ph\u1ea7n m\u1ec1m \u0111\u00e1p \u1ee9ng nhu c\u1ea7u kh\u00e1c nhau c\u1ee7a c\u00e1c b\u1ed9 ph\u1eadn nh\u01b0 MISA AMIS c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p \u0111\u1ed3ng b\u1ed9 d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u quy tr\u00ecnh kinh doanh kh\u00e1c nhau \u0111\u1ec3 tr\u00e1nh t\u00ecnh tr\u1ea1ng silo d\u1eef li\u1ec7u.<\/span><\/p>\n Khi m\u1ed9t s\u1ed1 gi\u1ea3i ph\u00e1p ph\u1ea7n m\u1ec1m b\u1ea1n s\u1eed d\u1ee5ng \u0111\u1ebfn t\u1eeb c\u00f9ng m\u1ed9t nh\u00e0 cung c\u1ea5p, ch\u00fang c\u00f3 th\u1ec3 \u201cn\u00f3i chuy\u1ec7n”, k\u1ebft n\u1ed1i v\u1edbi nhau, d\u1eef li\u1ec7u gi\u1eefa c\u00e1c ph\u1ea7n m\u1ec1m \u0111\u01b0\u1ee3c li\u00ean th\u00f4ng. Kh\u00f4ng ch\u1ec9 c\u00e1c data silo b\u1ecb lo\u1ea1i b\u1ecf, khi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u1ed3ng b\u1ed9 li\u00ean t\u1ee5c, c\u00e1c b\u1ed9 ph\u1eadn trong doanh nghi\u1ec7p c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng ph\u1ed1i h\u1ee3p c\u00f9ng nhau m\u00e0 kh\u00f4ng c\u1ea7n c\u1eadp nh\u1eadt th\u1ee7 c\u00f4ng hay c\u1ea7n \u0111\u1ebfn c\u00f4ng c\u1ee5 c\u1ee7a b\u00ean th\u1ee9 ba.<\/span><\/p>\n MISA AMIS l\u00e0 m\u1ed9t trong s\u1ed1 \u00edt n\u1ec1n t\u1ea3ng \u0111\u00e1p \u1ee9ng nhu c\u1ea7u qu\u1ea3n tr\u1ecb to\u00e0n di\u1ec7n c\u1ee7a doanh nghi\u1ec7p. V\u1edbi 40+ \u1ee9ng d\u1ee5ng chuy\u00ean bi\u1ec7t, MISA AMIS h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p qu\u1ea3n tr\u1ecb m\u1ecdi ho\u1ea1t \u0111\u1ed9ng t\u1eeb T\u00e0i ch\u00ednh – k\u1ebf to\u00e1n, Marketing – B\u00e1n h\u00e0ng, Nh\u00e2n s\u1ef1, V\u0103n ph\u00f2ng s\u1ed1 (Quy tr\u00ecnh, C\u00f4ng vi\u1ec7c, K\u00fd t\u00e0i li\u1ec7u s\u1ed1,…). C\u00e1c \u1ee9ng d\u1ee5ng trong n\u1ec1n t\u1ea3ng \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi nhau th\u00e0nh m\u1ed9t h\u1ec7 th\u1ed1ng h\u1ee3p nh\u1ea5t v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng k\u1ebft n\u1ed1i v\u1edbi h\u00e0ng tr\u0103m \u1ee9ng d\u1ee5ng b\u00ean ngo\u00e0i (Thu\u1ebf, Ng\u00e2n h\u00e0ng, s\u00e0n TM\u0110T, Logistics,…). Nh\u1edd \u0111\u00f3, to\u00e0n b\u1ed9 d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p \u0111\u01b0\u1ee3c h\u1ed9i t\u1ee5 tr\u00ean m\u1ed9t n\u1ec1n t\u1ea3ng, li\u00ean th\u00f4ng gi\u1eefa c\u00e1c b\u1ed9 ph\u1eadn v\u00e0 t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng c\u1ed9ng t\u00e1c c\u1ee7a \u0111\u1ed9i ng\u0169.<\/span><\/p>\n \u0110\u1eb7c bi\u1ec7t, MISA AMIS cung c\u1ea5p h\u1ec7 th\u1ed1ng b\u00e1o c\u00e1o \u0111a chi\u1ec1u, ch\u00ednh x\u00e1c, t\u1ea1o ra b\u1ee9c tranh ho\u00e0n ch\u1ec9nh v\u1ec1 doanh nghi\u1ec7p \u0111\u1ec3 \u0111\u1ed9i ng\u0169 l\u00e3nh \u0111\u1ea1o c\u00f3 th\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh \u0111i\u1ec1u h\u00e0nh k\u1ecbp th\u1eddi.<\/span><\/p>\n Doanh nghi\u1ec7p ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn \u1ee9ng d\u1ee5ng ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u qu\u1ea3n tr\u1ecb \u1edf th\u1eddi \u0111i\u1ec3m hi\u1ec7n t\u1ea1i v\u00e0 t\u01b0\u01a1ng lai khi quy m\u00f4 m\u1edf r\u1ed9ng. \u0110i\u1ec1u n\u00e0y gi\u00fap lo\u1ea1i b\u1ecf n\u1ed7i lo n\u1ec1n t\u1ea3ng kh\u00f4ng \u0111\u00e1p \u1ee9ng khi nhu c\u1ea7u c\u1ee7a doanh nghi\u1ec7p ng\u00e0y c\u00e0ng t\u0103ng.<\/span><\/p>\n Khi doanh nghi\u1ec7p s\u1eed d\u1ee5ng nhi\u1ec1u lo\u1ea1i d\u1eef li\u1ec7u t\u1eeb c\u00e1c b\u1ed9 ph\u1eadn kh\u00e1c nhau, vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 t\u00edch h\u1ee3p d\u1eef li\u1ec7u l\u00e0 gi\u1ea3i ph\u00e1p c\u00f3 th\u1ec3 gi\u00fap gi\u1ea3m thi\u1ec3u t\u00ecnh tr\u1ea1ng data silo.<\/span><\/p>\n C\u00f4ng c\u1ee5 n\u00e0y gi\u00fap t\u1ed5ng h\u1ee3p v\u00e0 m\u00e3 h\u00f3a d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n, l\u00e0m cho vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u tr\u1edf n\u00ean d\u1ec5 d\u00e0ng h\u01a1n. Tuy nhi\u00ean, vi\u1ec7c l\u1ef1a ch\u1ecdn c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p kh\u00f4ng ch\u1ec9 d\u1ef1a v\u00e0o t\u00ednh n\u0103ng m\u00e0 c\u00f2n ph\u1ea3i ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u s\u1eed d\u1ee5ng c\u1ee5 th\u1ec3 c\u1ee7a doanh nghi\u1ec7p.<\/span><\/p>\n C\u00f4ng c\u1ee5 l\u00fd t\u01b0\u1edfng c\u1ea7n c\u00f3 kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 c\u0169, x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n, d\u1ea1ng kh\u00e1c nhau v\u00e0 ph\u1ea3i c\u00f3 t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd nhanh. N\u00f3 c\u0169ng c\u1ea7n c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 t\u01b0\u01a1ng th\u00edch v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng, d\u1eef li\u1ec7u m\u1edbi trong t\u01b0\u01a1ng lai.<\/span><\/p>\n S\u1eed d\u1ee5ng c\u00e1c \u1ee9ng d\u1ee5ng c\u00f3 t\u00edch h\u1ee3p s\u1eb5n l\u00e0 m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 \u0111\u1ec3 gi\u1ea3m thi\u1ec3u t\u00ecnh tr\u1ea1ng silo d\u1eef li\u1ec7u. Khi ch\u1ecdn \u1ee9ng d\u1ee5ng, h\u00e3y t\u00ecm ki\u1ebfm nh\u1eefng t\u00ednh n\u0103ng t\u00edch h\u1ee3p t\u1ef1 nhi\u00ean v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng m\u00e0 b\u1ea1n \u0111\u00e3 s\u1eed d\u1ee5ng nh\u01b0 CRM, c\u00f4ng c\u1ee5 ti\u1ebfp th\u1ecb, ph\u1ea7n m\u1ec1m k\u1ebf to\u00e1n v\u00e0 thanh to\u00e1n, ho\u1eb7c \u1ee9ng d\u1ee5ng th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed. C\u00e1c t\u00edch h\u1ee3p n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c chia s\u1ebb m\u1ed9t c\u00e1ch li\u1ec1n m\u1ea1ch gi\u1eefa c\u00e1c b\u1ed9 ph\u1eadn, m\u00e0 c\u00f2n gi\u1ea3m thi\u1ec3u vi\u1ec7c nh\u1eadp li\u1ec7u th\u1ee7 c\u00f4ng v\u00e0 qu\u1ea3n l\u00fd nhi\u1ec1u h\u1ec7 th\u1ed1ng ri\u00eang l\u1ebb.<\/span><\/p>\n Tuy v\u1eady, \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m, vi\u1ec7c t\u1ea1o t\u00edch h\u1ee3p trong \u1ee9ng d\u1ee5ng ho\u1eb7c t\u00edch h\u1ee3p t\u1ef1 nhi\u00ean gi\u1eefa c\u00e1c h\u1ec7 th\u1ed1ng l\u00e0 kh\u00e1 ph\u1ee9c t\u1ea1p. Ngay c\u1ea3 khi c\u00e1c ph\u1ea7n m\u1ec1m c\u00f3 API m\u1edf, \u0111\u1ed9i ng\u0169 v\u1eabn c\u1ea7n nhi\u1ec1u th\u1eddi gian v\u00e0 n\u1ed7 l\u1ef1c.<\/span><\/p>\n T\u1ea1o d\u1ef1ng m\u1ed9t v\u0103n h\u00f3a c\u1ed9ng t\u00e1c trong c\u00f4ng ty c\u00f3 th\u1ec3 gi\u00fap gi\u1ea3m thi\u1ec3u t\u00ecnh tr\u1ea1ng silo d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch khuy\u1ebfn kh\u00edch chia s\u1ebb th\u00f4ng tin v\u00e0 t\u0103ng c\u01b0\u1eddng giao ti\u1ebfp gi\u1eefa c\u00e1c b\u1ed9 ph\u1eadn.\u00a0<\/span><\/p>\n Khi nh\u00e2n vi\u00ean hi\u1ec3u r\u00f5 gi\u00e1 tr\u1ecb c\u1ee7a vi\u1ec7c c\u1ed9ng t\u00e1c v\u00e0 chia s\u1ebb d\u1eef li\u1ec7u, h\u1ecd s\u1ebd c\u00f3 nhi\u1ec1u \u0111\u1ed9ng l\u1ef1c h\u01a1n \u0111\u1ec3 t\u00ecm c\u00e1ch trao \u0111\u1ed5i, ph\u1ed1i h\u1ee3p v\u1edbi nhau. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap c\u1ea3i thi\u1ec7n quy tr\u00ecnh l\u00e0m vi\u1ec7c v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean th\u00f4ng tin \u0111\u1ea7y \u0111\u1ee7 h\u01a1n, m\u00e0 c\u00f2n t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 to\u00e0n di\u1ec7n, t\u1eeb \u0111\u00f3 gi\u1ea3m b\u1edbt c\u00e1c r\u00e0o c\u1ea3n t\u1ea1o ra b\u1edfi silo d\u1eef li\u1ec7u.<\/span><\/p>\n C\u00f3 th\u1ec3 th\u1ea5y, d\u1eef li\u1ec7u l\u00e0 c\u01a1 s\u1edf\u00a0 quan tr\u1ecdng nh\u1ea5t \u0111\u1ec3 qu\u1ea3n l\u00fd, \u0111i\u1ec1u h\u00e0nh m\u1ed9t doanh nghi\u1ec7p. D\u1eef li\u1ec7u ph\u00e2n m\u1ea3nh, kh\u00f4ng \u0111\u01b0\u1ee3c chia s\u1ebb v\u1edbi c\u00e1c ph\u00f2ng ban s\u1ebd t\u1ea1o ra hi\u1ec7n t\u01b0\u1ee3ng data silos, \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh. B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 ph\u00f9 h\u1ee3p, t\u1ea1o d\u1ef1ng v\u0103n h\u00f3a c\u1ed9ng t\u00e1c, chia s\u1ebb th\u00f4ng tin, \u0111\u1ed9i ng\u0169 l\u00e3nh \u0111\u1ea1o c\u00f3 th\u1ec3 gi\u1ea3m thi\u1ec3u r\u00e0o c\u1ea3n v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 qu\u1ea3n tr\u1ecb doanh nghi\u1ec7p.<\/span><\/p>\n
\n<\/span><\/p>\n1. Data silo l\u00e0 g\u00ec?<\/b><\/h2>\n
2. T\u1ea1i sao data silo l\u1ea1i xu\u1ea5t hi\u1ec7n?<\/b><\/h2>\n
2.1. C\u00f4ng ngh\u1ec7<\/b><\/h3>\n
2.2. C\u01a1 c\u1ea5u t\u1ed5 ch\u1ee9c<\/b><\/h3>\n
2.3. V\u0103n h\u00f3a c\u00f4ng ty<\/b><\/h3>\n
3. C\u00e1ch data silo \u0111ang \u00e2m th\u1ea7m \u201cgi\u1ebft ch\u1ebft” doanh nghi\u1ec7p<\/b><\/h2>\n
3.1. Data silo h\u1ea1n ch\u1ebf c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 to\u00e0n b\u1ed9 ho\u1ea1t \u0111\u1ed9ng v\u1eadn h\u00e0nh c\u1ee7a doanh nghi\u1ec7p<\/b><\/h3>\n
3.3. Silo data \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn s\u1ef1 ch\u00ednh x\u00e1c c\u1ee7a d\u1eef li\u1ec7u<\/b><\/h3>\n
3.4. Silo d\u1eef li\u1ec7u khi\u1ebfn doanh nghi\u1ec7p l\u00e3ng ph\u00ed ngu\u1ed3n l\u1ef1c<\/b><\/h3>\n
3.5. Silo data \u1ea3nh h\u01b0\u1edfng x\u1ea5u t\u1edbi tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng<\/b><\/h3>\n
4. Gi\u1ea3i ph\u00e1p g\u1ee1 b\u1ecf data silo trong doanh nghi\u1ec7p<\/b><\/h2>\n
4.1. Ch\u1ecdn m\u1ed9t gi\u1ea3i ph\u00e1p qu\u1ea3n tr\u1ecb doanh nghi\u1ec7p all-in-1 \u0111\u1ec3 h\u1ee3p nh\u1ea5t v\u00e0 qu\u1ea3n l\u00fd t\u1eadp trung to\u00e0n b\u1ed9 d\u1eef li\u1ec7u<\/b><\/h3>\n
4.2. S\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m t\u00edch h\u1ee3p<\/b><\/h3>\n
4.3. T\u00ecm ki\u1ebfm c\u00e1c \u1ee9ng d\u1ee5ng c\u00f3 t\u00edch h\u1ee3p s\u1eb5n<\/b><\/h3>\n
4.4. T\u1ea1o v\u0103n h\u00f3a c\u1ed9ng t\u00e1c trong c\u00f4ng ty<\/b><\/h3>\n
5. T\u1ea1m k\u1ebft<\/b><\/h2>\n