{"id":13057,"date":"2024-08-13T21:27:47","date_gmt":"2024-08-13T14:27:47","guid":{"rendered":"https:\/\/arito.vn\/?p=13057"},"modified":"2025-06-16T16:43:26","modified_gmt":"2025-06-16T09:43:26","slug":"big-data-la-gi-lam-sao-ung-dung-big-data-vao-doanh-nghiep","status":"publish","type":"post","link":"https:\/\/arito.vn\/en\/big-data-la-gi-lam-sao-ung-dung-big-data-vao-doanh-nghiep\/","title":{"rendered":"Big Data l\u00e0 g\u00ec? L\u00e0m sao \u1ee9ng d\u1ee5ng Big Data v\u00e0o doanh nghi\u1ec7p"},"content":{"rendered":"

Big Data<\/b><\/a> \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu trong cu\u1ed9c c\u00e1ch m\u1ea1ng c\u00f4ng ngh\u1ec7 4.0<\/a><\/strong> v\u00e0 s\u1ef1 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd c\u1ee7a Internet. V\u1edbi kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn, Big Data gi\u00fap c\u00e1c doanh nghi\u1ec7p hi\u1ec3u s\u00e2u h\u01a1n v\u1ec1 kh\u00e1ch h\u00e0ng c\u1ee7a m\u00ecnh, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh kinh doanh ch\u00ednh x\u00e1c v\u00e0 chi\u1ebfn l\u01b0\u1ee3c hi\u1ec7u qu\u1ea3.\u00a0<\/span><\/p>\n

Trong b\u00e0i vi\u1ebft n\u00e0y hay c\u00f9ng Arito<\/a><\/strong> t\u00ecm hi\u1ec3u v\u1ec1 Big Data v\u00e0 c\u00e1ch n\u00f3 \u0111ang \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong doanh nghi\u1ec7p.<\/span><\/p>\n

1. Big data l\u00e0 g\u00ec?<\/b><\/h2>\n

Big Data l\u00e0 t\u1eadp h\u1ee3p c\u00e1c d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 v\u00e0 ph\u1ee9c t\u1ea1p, kh\u00f4ng th\u1ec3 \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd v\u00e0 x\u1eed l\u00fd d\u1ec5 d\u00e0ng b\u1eb1ng c\u00e1c c\u00f4ng c\u1ee5 truy\u1ec1n th\u1ed1ng. Quan tr\u1ecdng nh\u1ea5t l\u00e0 kh\u1ea3 n\u0103ng khai th\u00e1c th\u00f4ng tin gi\u00e1 tr\u1ecb t\u1eeb c\u00e1c d\u1eef li\u1ec7u n\u00e0y, gi\u00fap doanh nghi\u1ec7p ra quy\u1ebft \u0111\u1ecbnh th\u00f4ng minh h\u01a1n.<\/span><\/p>\n

\"Big<\/p>\n

2. \u0110\u1eb7c tr\u01b0ng c\u1ee7a Big data<\/b><\/h2>\n

Big Data \u0111\u01b0\u1ee3c \u0111\u1eb7c tr\u01b0ng b\u1edfi ba y\u1ebfu t\u1ed1 ch\u00ednh, th\u01b0\u1eddng \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 “3V”: Kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn (Volume), T\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd nhanh (Velocity), v\u00e0 T\u00ednh \u0111a d\u1ea1ng, linh ho\u1ea1t (Variety).<\/span><\/p>\n

Volume – Kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u:<\/b>
\n<\/b>Big Data bi\u1ec3u th\u1ecb m\u1ed9t kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 \u0111\u01b0\u1ee3c c\u00e1c doanh nghi\u1ec7p thu th\u1eadp t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau, bao g\u1ed3m IoT (Internet of Things)<\/a><\/strong>, video, giao d\u1ecbch kinh doanh, v\u00e0 ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i. Tr\u01b0\u1edbc \u0111\u00e2y, vi\u1ec7c l\u01b0u tr\u1eef kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn do h\u1ea1n ch\u1ebf c\u00f4ng ngh\u1ec7. Tuy nhi\u00ean, v\u1edbi s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a c\u00e1c n\u1ec1n t\u1ea3ng l\u01b0u tr\u1eef gi\u00e1 th\u00e0nh r\u1ebb nh\u01b0 Hadoop v\u00e0 Data Lake, vi\u1ec7c l\u01b0u tr\u1eef d\u1eef li\u1ec7u l\u1edbn \u0111\u00e3 tr\u1edf n\u00ean d\u1ec5 d\u00e0ng h\u01a1n nhi\u1ec1u.<\/span><\/p>\n

Velocity – T\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd:<\/b>
\n<\/b>Velocity \u0111\u1ec1 c\u1eadp \u0111\u1ebfn t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd c\u1ee7a lu\u1ed3ng d\u1eef li\u1ec7u. Th\u00f4ng th\u01b0\u1eddng, lu\u1ed3ng d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp v\u00e0o b\u1ed9 nh\u1edb s\u1ebd c\u00f3 t\u1ed1c \u0111\u1ed9 cao h\u01a1n so v\u1edbi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ghi v\u00e0o \u0111\u0129a. V\u1edbi s\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a IoT, t\u1ed1c \u0111\u1ed9 truy\u1ec1n t\u1ea3i d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng nhanh, \u0111\u00f2i h\u1ecfi ph\u1ea3i \u0111\u01b0\u1ee3c x\u1eed l\u00fd g\u1ea7n nh\u01b0 ngay l\u1eadp t\u1ee9c. V\u00ed d\u1ee5, tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i Facebook, c\u00e1c th\u00f4ng b\u00e1o nh\u01b0 status, tweet… nhanh ch\u00f3ng tr\u1edf n\u00ean kh\u00f4ng c\u00f2n gi\u00e1 tr\u1ecb n\u1ebfu kh\u00f4ng \u0111\u01b0\u1ee3c x\u1eed l\u00fd v\u00e0 hi\u1ec3n th\u1ecb k\u1ecbp th\u1eddi, \u0111\u1eb7c bi\u1ec7t khi th\u1eddi gian c\u1eadp nh\u1eadt d\u1eef li\u1ec7u ng\u00e0y nay ch\u1ec9 t\u00ednh b\u1eb1ng mili gi\u00e2y.<\/span><\/p>\n

Variety – T\u00ednh \u0111a d\u1ea1ng, linh ho\u1ea1t:<\/b>
\n<\/b>Variety l\u00e0 y\u1ebfu t\u1ed1 \u0111\u1ec1 c\u1eadp \u0111\u1ebfn s\u1ef1 \u0111a d\u1ea1ng v\u00e0 linh ho\u1ea1t c\u1ee7a d\u1eef li\u1ec7u trong Big Data. D\u1eef li\u1ec7u c\u00f3 th\u1ec3 c\u00f3 c\u1ea5u tr\u00fac ho\u1eb7c phi c\u1ea5u tr\u00fac, bao g\u1ed3m s\u1ed1 li\u1ec7u, email, video, \u00e2m thanh, giao d\u1ecbch t\u00e0i ch\u00ednh,… S\u1ef1 \u0111a d\u1ea1ng c\u1ee7a d\u1eef li\u1ec7u \u0111\u1eb7t ra nhi\u1ec1u th\u00e1ch th\u1ee9c v\u1ec1 hi\u1ec7u su\u1ea5t, \u0111\u00f2i h\u1ecfi ph\u1ea3i c\u00f3 nh\u1eefng gi\u1ea3i ph\u00e1p linh ho\u1ea1t \u0111\u1ec3 x\u1eed l\u00fd hi\u1ec7u qu\u1ea3.<\/span><\/p>\n

Ngo\u00e0i ba y\u1ebfu t\u1ed1 ch\u00ednh c\u1ee7a Doug Laney, Big Data c\u00f2n \u0111\u01b0\u1ee3c m\u1edf r\u1ed9ng th\u00eam nhi\u1ec1u \u0111\u1eb7c tr\u01b0ng kh\u00e1c nh\u01b0 Veracity (T\u00ednh x\u00e1c th\u1ef1c), Value (Gi\u00e1 tr\u1ecb), v\u00e0 Relationality (M\u1ed1i quan h\u1ec7), gi\u00fap x\u00e1c \u0111\u1ecbnh v\u00e0 t\u1ed1i \u01b0u h\u00f3a kh\u1ea3 n\u0103ng khai th\u00e1c d\u1eef li\u1ec7u trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau.<\/span><\/p>\n

\"\u0110\u1eb7c<\/p>\n

3. Ph\u00e2n lo\u1ea1i Big data<\/b><\/h2>\n

D\u1eef li\u1ec7u l\u1edbn (Big Data) th\u01b0\u1eddng \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i theo ba lo\u1ea1i ch\u00ednh: D\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac, d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac v\u00e0 d\u1eef li\u1ec7u b\u00e1n c\u1ea5u tr\u00fac.<\/span><\/p>\n

D\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac<\/b>
\n<\/b>D\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac l\u00e0 lo\u1ea1i d\u1eef li\u1ec7u d\u1ec5 qu\u1ea3n l\u00fd v\u00e0 t\u00ecm ki\u1ebfm nh\u1ea5t. \u0110\u1eb7c tr\u01b0ng b\u1edfi \u0111\u1ecbnh d\u1ea1ng c\u1ed1 \u0111\u1ecbnh, d\u1eef li\u1ec7u n\u00e0y c\u00f3 th\u1ec3 truy c\u1eadp, l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. C\u00e1c th\u00e0nh ph\u1ea7n trong d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i r\u00f5 r\u00e0ng, gi\u00fap c\u00e1c nh\u00e0 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u d\u1ec5 d\u00e0ng x\u00e1c \u0111\u1ecbnh v\u00e0 tri\u1ec3n khai c\u00e1c thu\u1eadt to\u00e1n \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 t\u00ecm ki\u1ebfm v\u00e0 ph\u00e2n t\u00edch.<\/span><\/p>\n

D\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac<\/b>
\n<\/b>D\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac l\u00e0 t\u1eadp h\u1ee3p d\u1eef li\u1ec7u kh\u00f4ng \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c r\u00f5 r\u00e0ng v\u00e0 kh\u00f3 \u0111\u1ecbnh ngh\u0129a. Lo\u1ea1i d\u1eef li\u1ec7u n\u00e0y th\u01b0\u1eddng r\u1ea5t ph\u1ee9c t\u1ea1p, kh\u00f3 x\u1eed l\u00fd v\u00e0 \u0111\u00e1nh gi\u00e1, do kh\u00f4ng c\u00f3 \u0111\u1ecbnh d\u1ea1ng c\u1ed1 \u0111\u1ecbnh v\u00e0 c\u00f3 th\u1ec3 thay \u0111\u1ed5i theo th\u1eddi gian. V\u00ed d\u1ee5 v\u1ec1 d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac bao g\u1ed3m c\u00e1c b\u00ecnh lu\u1eadn, tweet, chia s\u1ebb, b\u00e0i \u0111\u0103ng tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i, v\u00e0 video tr\u00ean YouTube.<\/span><\/p>\n

D\u1eef li\u1ec7u b\u00e1n c\u1ea5u tr\u00fac<\/b>
\n<\/b>D\u1eef li\u1ec7u b\u00e1n c\u1ea5u tr\u00fac l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac. M\u1ed9t v\u00ed d\u1ee5 \u0111i\u1ec3n h\u00ecnh l\u00e0 email, bao g\u1ed3m n\u1ed9i dung th\u01b0 (d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac) v\u00e0 c\u00e1c thu\u1ed9c t\u00ednh t\u1ed5 ch\u1ee9c nh\u01b0 ng\u01b0\u1eddi g\u1eedi, ng\u01b0\u1eddi nh\u1eadn, ch\u1ee7 \u0111\u1ec1, v\u00e0 ng\u00e0y th\u00e1ng (d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac). C\u00e1c thi\u1ebft b\u1ecb g\u1eafn th\u1ebb \u0111\u1ecba l\u00fd v\u00e0 th\u1eddi gian c\u0169ng cung c\u1ea5p d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac b\u00ean c\u1ea1nh n\u1ed9i dung phi c\u1ea5u tr\u00fac.<\/span><\/p>\n

4. Vai tr\u00f2 c\u1ee7a Big data trong doanh nghi\u1ec7p<\/b><\/h2>\n

V\u1edbi kh\u1ea3 n\u0103ng thu th\u1eadp, l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p, Big Data \u0111\u00f3ng vai tr\u00f2 thi\u1ebft y\u1ebfu trong ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c doanh nghi\u1ec7p hi\u1ec7n nay, \u0111\u1eb7c bi\u1ec7t trong qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1<\/a><\/strong>.<\/span><\/p>\n

C\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng<\/b><\/h3>\n

Big Data gi\u00fap doanh nghi\u1ec7p ph\u00e2n t\u00edch v\u00e0 hi\u1ec3u s\u00e2u h\u01a1n v\u1ec1 kh\u00e1ch h\u00e0ng m\u1ee5c ti\u00eau, t\u1eeb \u0111\u00f3 x\u00e1c \u0111\u1ecbnh h\u00e0nh vi v\u00e0 xu h\u01b0\u1edbng mua s\u1eafm, c\u0169ng nh\u01b0 d\u1ef1 \u0111o\u00e1n th\u1ecb tr\u01b0\u1eddng trong t\u01b0\u01a1ng lai. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p doanh nghi\u1ec7p \u0111i\u1ec1u ch\u1ec9nh s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u kh\u00e1ch h\u00e0ng m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c, m\u00e0 kh\u00f4ng c\u1ea7n chi ph\u00ed l\u1edbn cho c\u00e1c chi\u1ebfn d\u1ecbch qu\u1ea3ng c\u00e1o kh\u00f4ng hi\u1ec7u qu\u1ea3. B\u1eb1ng c\u00e1ch theo d\u00f5i c\u00e1c giao d\u1ecbch t\u1ea1i \u0111i\u1ec3m b\u00e1n h\u00e0ng v\u00e0 mua s\u1eafm tr\u1ef1c tuy\u1ebfn, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c ti\u1ebfp th\u1ecb, t\u1eeb \u0111\u00f3 gia t\u0103ng l\u00f2ng trung th\u00e0nh c\u1ee7a kh\u00e1ch h\u00e0ng.<\/span><\/p>\n

N\u00e2ng cao n\u0103ng su\u1ea5t<\/b><\/h3>\n

C\u00e1c c\u00f4ng c\u1ee5 Big Data hi\u1ec7n \u0111\u1ea1i h\u1ed7 tr\u1ee3 c\u00e1c nh\u00e0 khoa h\u1ecdc v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u x\u1eed l\u00fd l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3, cho ph\u00e9p h\u1ecd nhanh ch\u00f3ng c\u00f3 \u0111\u01b0\u1ee3c c\u00e1i nh\u00ecn t\u1ed5ng quan v\u00e0 s\u00e2u s\u1eafc v\u1ec1 d\u1eef li\u1ec7u. \u0110i\u1ec1u n\u00e0y gi\u00fap h\u1ecd t\u1ed1i \u01b0u h\u00f3a c\u00e1c quy tr\u00ecnh c\u00f4ng vi\u1ec7c, t\u1eeb \u0111\u00f3 n\u00e2ng cao n\u0103ng su\u1ea5t v\u00e0 hi\u1ec7u qu\u1ea3 trong qu\u1ea3n l\u00fd d\u1eef li\u1ec7u.<\/span><\/p>\n

T\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t c\u00e1 nh\u00e2n<\/b><\/h3>\n

Big Data c\u0169ng \u0111\u00f3ng g\u00f3p v\u00e0o vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t c\u00e1 nh\u00e2n th\u00f4ng qua vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u t\u1eeb c\u00e1c thi\u1ebft b\u1ecb nh\u01b0 \u0111\u1ed3ng h\u1ed3 th\u00f4ng minh hay v\u00f2ng \u0111eo tay th\u00f4ng minh. Nh\u1eefng d\u1eef li\u1ec7u n\u00e0y gi\u00fap doanh nghi\u1ec7p hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 xu h\u01b0\u1edbng v\u00e0 k\u1ef3 v\u1ecdng c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng, t\u1eeb \u0111\u00f3 x\u00e2y d\u1ef1ng c\u00e1c chi\u1ebfn l\u01b0\u1ee3c v\u00e0 l\u1ed9 tr\u00ecnh ph\u00f9 h\u1ee3p.<\/span><\/p>\n

Gi\u1ea3m thi\u1ec3u r\u1ee7i ro nh\u1edd ph\u00e1t hi\u1ec7n gian l\u1eadn<\/b><\/h3>\n

Big Data l\u00e0 c\u00f4ng c\u1ee5 quan tr\u1ecdng trong vi\u1ec7c ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c giao d\u1ecbch gian l\u1eadn, gi\u00fap doanh nghi\u1ec7p b\u1ea3o v\u1ec7 th\u01b0\u01a1ng hi\u1ec7u v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro t\u1eeb c\u00e1c y\u1ebfu t\u1ed1 b\u00ean ngo\u00e0i. Trong m\u00f4i tr\u01b0\u1eddng kinh doanh c\u1ea1nh tranh gay g\u1eaft, kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n s\u1edbm v\u00e0 \u1ee9ng ph\u00f3 v\u1edbi c\u00e1c r\u1ee7i ro n\u00e0y l\u00e0 v\u00f4 c\u00f9ng c\u1ea7n thi\u1ebft.<\/span><\/p>\n

T\u1ed1i \u01b0u h\u00f3a gi\u00e1 c\u1ea3<\/b><\/h3>\n

Big Data c\u0169ng h\u1ed7 tr\u1ee3 qu\u00e1 tr\u00ecnh \u0111\u1ecbnh gi\u00e1 s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 d\u1ef1a v\u00e0o ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 so s\u00e1nh gi\u00e1 c\u1ea3 v\u1edbi \u0111\u1ed1i th\u1ee7 c\u1ea1nh tranh v\u00e0 hi\u1ec3u r\u00f5 xu h\u01b0\u1edbng mua s\u1eafm c\u1ee7a kh\u00e1ch h\u00e0ng, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh gi\u00e1 c\u1ea3 h\u1ee3p l\u00fd v\u00e0 n\u00e2ng cao l\u1ee3i nhu\u1eadn.<\/span><\/p>\n

N\u1eafm b\u1eaft giao d\u1ecbch t\u00e0i ch\u00ednh<\/b><\/h3>\n

Big Data \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c n\u1eafm b\u1eaft c\u00e1c giao d\u1ecbch t\u00e0i ch\u00ednh, \u0111\u1eb7c bi\u1ec7t trong giao d\u1ecbch t\u1ea7n su\u1ea5t cao (HFT). C\u00e1c thu\u1eadt to\u00e1n ph\u00e2n t\u00edch Big Data gi\u00fap \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh giao d\u1ecbch ch\u00ednh x\u00e1c v\u00e0 k\u1ecbp th\u1eddi, \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong b\u1ed1i c\u1ea3nh thanh to\u00e1n v\u00e0 giao d\u1ecbch \u0111i\u1ec7n t\u1eed ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn.<\/span><\/p>\n

H\u1ed7 tr\u1ee3 \u0111\u1ed5i m\u1edbi<\/b><\/h3>\n

Big Data cung c\u1ea5p nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc gi\u00fap doanh nghi\u1ec7p \u0111\u1ed5i m\u1edbi s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 theo nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng. Vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u gi\u00fap theo d\u00f5i ph\u1ea3n h\u1ed3i c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 \u0111\u1ed1i th\u1ee7 c\u1ea1nh tranh, cho ph\u00e9p doanh nghi\u1ec7p nhanh ch\u00f3ng \u0111i\u1ec1u ch\u1ec9nh v\u00e0 c\u1eadp nh\u1eadt s\u1ea3n ph\u1ea9m, b\u1eaft k\u1ecbp c\u00e1c xu h\u01b0\u1edbng m\u1edbi.<\/span><\/p>\n

T\u0103ng c\u01b0\u1eddng s\u1ef1 th\u00edch nghi v\u00e0 s\u00e1ng t\u1ea1o<\/b><\/h3>\n

Ph\u00e2n t\u00edch Big Data gi\u00fap doanh nghi\u1ec7p tr\u1edf n\u00ean linh ho\u1ea1t h\u01a1n trong vi\u1ec7c \u0111\u1ed1i ph\u00f3 v\u1edbi th\u1ecb tr\u01b0\u1eddng thay \u0111\u1ed5i nhanh ch\u00f3ng. Nh\u1edd v\u00e0o vi\u1ec7c hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 \u0111\u1ed1i th\u1ee7 c\u1ea1nh tranh v\u00e0 nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng, doanh nghi\u1ec7p c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n nh\u1eefng s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 s\u00e1ng t\u1ea1o, \u0111\u1ed3ng th\u1eddi \u0111\u00e1nh gi\u00e1 r\u1ee7i ro m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c h\u01a1n, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh k\u1ecbp th\u1eddi v\u00e0 hi\u1ec7u qu\u1ea3.<\/span><\/p>\n

\"Vai<\/p>\n

5. C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Big data\u00a0<\/b><\/h2>\n

V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 ti\u00ean ti\u1ebfn qu\u1ea3n l\u00fd to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi d\u1eef li\u1ec7u, vi\u1ec7c thu th\u1eadp, l\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 kh\u00e1m ph\u00e1 nh\u1eefng th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb \u0111\u00e3 tr\u1edf n\u00ean kh\u1ea3 thi c\u1ea3 v\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt l\u1eabn kinh t\u1ebf nh\u1edd v\u00e0o c\u00f4ng ngh\u1ec7 Big Data. Qu\u00e1 tr\u00ecnh x\u1eed l\u00fd Big Data th\u01b0\u1eddng di\u1ec5n ra qua m\u1ed9t chu\u1ed7i li\u00ean t\u1ee5c, b\u1eaft \u0111\u1ea7u t\u1eeb vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u th\u00f4 cho \u0111\u1ebfn s\u1eed d\u1ee5ng th\u00f4ng tin \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch v\u00e0 chuy\u1ec3n \u0111\u1ed5i.<\/span><\/p>\n

Thu th\u1eadp<\/b><\/h3>\n

Th\u00e1ch th\u1ee9c \u0111\u1ea7u ti\u00ean m\u00e0 nhi\u1ec1u t\u1ed5 ch\u1ee9c g\u1eb7p ph\u1ea3i khi x\u1eed l\u00fd Big Data l\u00e0 thu th\u1eadp d\u1eef li\u1ec7u th\u00f4, bao g\u1ed3m c\u00e1c giao d\u1ecbch, b\u1ea3n ghi, d\u1eef li\u1ec7u t\u1eeb thi\u1ebft b\u1ecb di \u0111\u1ed9ng v\u00e0 nhi\u1ec1u lo\u1ea1i d\u1eef li\u1ec7u kh\u00e1c. M\u1ed9t n\u1ec1n t\u1ea3ng Big Data hi\u1ec7u qu\u1ea3 gi\u00fap giai \u0111o\u1ea1n n\u00e0y tr\u1edf n\u00ean d\u1ec5 d\u00e0ng h\u01a1n, cho ph\u00e9p c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n t\u00edch h\u1ee3p nhi\u1ec1u lo\u1ea1i d\u1eef li\u1ec7u kh\u00e1c nhau, t\u1eeb d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac \u0111\u1ebfn d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac, v\u1edbi m\u1ecdi t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd, t\u1eeb th\u1eddi gian th\u1ef1c \u0111\u1ebfn x\u1eed l\u00fd theo l\u00f4.<\/span><\/p>\n

L\u01b0u tr\u1eef<\/b><\/h3>\n

M\u1ecdi n\u1ec1n t\u1ea3ng Big Data \u0111\u1ec1u y\u00eau c\u1ea7u m\u1ed9t kho l\u01b0u tr\u1eef an to\u00e0n, c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 b\u1ec1n v\u1eefng \u0111\u1ec3 ch\u1ee9a d\u1eef li\u1ec7u, d\u00f9 l\u00e0 tr\u01b0\u1edbc hay sau khi x\u1eed l\u00fd. T\u00f9y theo nhu c\u1ea7u c\u1ee5 th\u1ec3, c\u00f3 th\u1ec3 c\u1ea7n c\u00e1c gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef t\u1ea1m th\u1eddi cho d\u1eef li\u1ec7u \u0111ang chuy\u1ec3n ti\u1ebfp.<\/span><\/p>\n

X\u1eed l\u00fd v\u00e0 Ph\u00e2n t\u00edch<\/b><\/h3>\n

Giai \u0111o\u1ea1n n\u00e0y chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u t\u1eeb tr\u1ea1ng th\u00e1i th\u00f4 sang \u0111\u1ecbnh d\u1ea1ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng, th\u00f4ng qua c\u00e1c qu\u00e1 tr\u00ecnh s\u1eafp x\u1ebfp, t\u1ed5ng h\u1ee3p, g\u1ed9p, v\u00e0 \u00e1p d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n ti\u00ean ti\u1ebfn h\u01a1n. C\u00e1c b\u1ed9 d\u1eef li\u1ec7u sau khi x\u1eed l\u00fd \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef \u0111\u1ec3 ti\u1ebfp t\u1ee5c x\u1eed l\u00fd ho\u1eb7c chu\u1ea9n b\u1ecb cho giai \u0111o\u1ea1n s\u1eed d\u1ee5ng, th\u00f4ng qua c\u00e1c c\u00f4ng c\u1ee5 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u v\u00e0 c\u00f4ng ngh\u1ec7 nghi\u1ec7p v\u1ee5 th\u00f4ng minh.<\/span><\/p>\n

S\u1eed d\u1ee5ng v\u00e0 Tr\u1ef1c quan h\u00f3a<\/b><\/h3>\n

M\u1ee5c ti\u00eau cu\u1ed1i c\u00f9ng c\u1ee7a Big Data l\u00e0 tr\u00edch xu\u1ea5t th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb t\u1eeb c\u00e1c t\u1eadp d\u1eef li\u1ec7u. L\u00fd t\u01b0\u1edfng nh\u1ea5t, d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c cung c\u1ea5p cho c\u00e1c b\u00ean li\u00ean quan th\u00f4ng qua c\u00e1c c\u00f4ng c\u1ee5 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u v\u00e0 nghi\u1ec7p v\u1ee5 th\u00f4ng minh t\u1ef1 ph\u1ee5c v\u1ee5, gi\u00fap h\u1ecd nhanh ch\u00f3ng v\u00e0 d\u1ec5 d\u00e0ng kh\u00e1m ph\u00e1 v\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u. T\u00f9y thu\u1ed9c v\u00e0o lo\u1ea1i ph\u00e2n t\u00edch, ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u00e3 ph\u00e2n t\u00edch \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c s\u1ef1 ki\u1ec7n trong t\u01b0\u01a1ng lai ho\u1eb7c \u0111\u01b0a ra c\u00e1c h\u00e0nh \u0111\u1ed9ng \u0111\u01b0\u1ee3c \u0111\u1ec1 xu\u1ea5t d\u1ef1a tr\u00ean k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch.<\/span><\/p>\n

S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a qu\u00e1 tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn<\/b><\/h3>\n

H\u1ec7 sinh th\u00e1i Big Data \u0111ang ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng v\u1edbi m\u1ed9t lo\u1ea1t c\u00e1c lo\u1ea1i ph\u00e2n t\u00edch h\u1ed7 tr\u1ee3 nhi\u1ec1u ch\u1ee9c n\u0103ng kh\u00e1c nhau trong t\u1ed5 ch\u1ee9c.<\/span><\/p>\n

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  • Ph\u00e2n t\u00edch m\u00f4 t\u1ea3<\/b>: Gi\u00fap ng\u01b0\u1eddi d\u00f9ng tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi “\u0110i\u1ec1u g\u00ec \u0111\u00e3 x\u1ea3y ra v\u00e0 t\u1ea1i sao?”, bao g\u1ed3m c\u00e1c m\u00f4i tr\u01b0\u1eddng b\u00e1o c\u00e1o v\u00e0 truy v\u1ea5n truy\u1ec1n th\u1ed1ng v\u1edbi b\u1ea3ng \u0111i\u1ec3m v\u00e0 b\u1ea3ng th\u00f4ng tin.<\/span><\/li>\n
  • Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n<\/b>: \u01af\u1edbc l\u01b0\u1ee3ng x\u00e1c su\u1ea5t c\u1ee7a m\u1ed9t s\u1ef1 ki\u1ec7n trong t\u01b0\u01a1ng lai, bao g\u1ed3m c\u00e1c h\u1ec7 th\u1ed1ng c\u1ea3nh b\u00e1o s\u1edbm, ph\u00e1t hi\u1ec7n gian l\u1eadn, \u1ee9ng d\u1ee5ng b\u1ea3o tr\u00ec ph\u00f2ng ng\u1eeba v\u00e0 d\u1ef1 b\u00e1o.<\/span><\/li>\n
  • Ph\u00e2n t\u00edch theo quy \u0111\u1ecbnh<\/b>: Cung c\u1ea5p c\u00e1c khuy\u1ebfn ngh\u1ecb c\u1ee5 th\u1ec3 d\u1ef1a tr\u00ean d\u1eef li\u1ec7u, tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi “T\u00f4i n\u00ean l\u00e0m g\u00ec n\u1ebfu ‘x’ x\u1ea3y ra?”<\/span><\/li>\n<\/ul>\n

    Ban \u0111\u1ea7u, c\u00e1c khung x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn nh\u01b0 Hadoop ch\u1ec9 h\u1ed7 tr\u1ee3 x\u1eed l\u00fd theo l\u00f4, trong \u0111\u00f3 c\u00e1c b\u1ed9 d\u1eef li\u1ec7u l\u1edbn \u0111\u01b0\u1ee3c x\u1eed l\u00fd h\u00e0ng lo\u1ea1t trong m\u1ed9t kho\u1ea3ng th\u1eddi gian x\u00e1c \u0111\u1ecbnh, th\u01b0\u1eddng t\u00ednh b\u1eb1ng gi\u1edd ho\u1eb7c ng\u00e0y. Tuy nhi\u00ean, khi y\u1ebfu t\u1ed1 th\u1eddi gian tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n trong vi\u1ec7c tr\u00edch xu\u1ea5t th\u00f4ng tin, s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c khung m\u1edbi nh\u01b0 Apache Spark, Apache Kafka, Amazon Kinesis v\u00e0 nhi\u1ec1u khung kh\u00e1c \u0111\u00e3 gi\u00fap h\u1ed7 tr\u1ee3 x\u1eed l\u00fd d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c v\u00e0 truy\u1ec1n li\u00ean t\u1ee5c.<\/span><\/p>\n

    \"C\u00e1ch<\/p>\n

    6. L\u0129nh v\u1ef1c \u1ee9ng d\u1ee5ng t\u1ed1t nh\u1ea5t Big data<\/b><\/h2>\n

    \u00a0<\/span>Ng\u00e2n h\u00e0ng<\/b><\/p>\n

    Khi thu th\u1eadp m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n, c\u00e1c ng\u00e2n h\u00e0ng c\u1ea7n t\u00ecm ra ph\u01b0\u01a1ng ph\u00e1p m\u1edbi \u0111\u1ec3 qu\u1ea3n l\u00fd Big Data. Ngo\u00e0i vi\u1ec7c hi\u1ec3u v\u00e0 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u kh\u00e1ch h\u00e0ng, ng\u00e2n h\u00e0ng c\u0169ng ph\u1ea3i gi\u1ea3m thi\u1ec3u r\u1ee7i ro v\u00e0 ph\u00e1t hi\u1ec7n gian l\u1eadn, \u0111\u1ed3ng th\u1eddi \u0111\u1ea3m b\u1ea3o tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh ph\u00e1p lu\u1eadt.<\/span><\/p>\n

    \u1ee8ng d\u1ee5ng Big Data trong ng\u00e2n h\u00e0ng gi\u00fap \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh quan tr\u1ecdng nh\u01b0:<\/span><\/p>\n

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    • S\u1eed d\u1ee5ng h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh v\u1ecb tr\u00ed m\u1edf chi nh\u00e1nh m\u1edbi \u1edf c\u00e1c khu v\u1ef1c c\u00f3 nhi\u1ec1u kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng.<\/span><\/li>\n
    • D\u1ef1 \u0111o\u00e1n l\u01b0\u1ee3ng ti\u1ec1n m\u1eb7t c\u1ea7n thi\u1ebft t\u1ea1i c\u00e1c \u0111i\u1ec3m giao d\u1ecbch c\u1ee5 th\u1ec3.<\/span><\/li>\n
    • \u0110\u1eb7c bi\u1ec7t trong c\u00e1c ng\u00e2n h\u00e0ng s\u1ed1, d\u1eef li\u1ec7u l\u00e0 y\u1ebfu t\u1ed1 c\u1ed1t l\u00f5i.<\/span><\/li>\n
    • \u00c1p d\u1ee5ng h\u1ecdc m\u00e1y v\u00e0 AI \u0111\u1ec3 ph\u00e1t hi\u1ec7n gian l\u1eadn v\u00e0 b\u00e1o c\u00e1o k\u1ecbp th\u1eddi cho c\u00e1c chuy\u00ean vi\u00ean.<\/span><\/li>\n<\/ul>\n

      Gi\u00e1o d\u1ee5c<\/b><\/h3>\n

      Trong l\u0129nh v\u1ef1c gi\u00e1o d\u1ee5c, vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u b\u1ea3o m\u1eadt nh\u01b0 th\u00f4ng tin v\u1ec1 h\u1ecdc sinh, sinh vi\u00ean, gi\u1ea3ng vi\u00ean v\u00e0 t\u00e0i li\u1ec7u ph\u1ea3i \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n nhanh ch\u00f3ng v\u00e0 an to\u00e0n. Big Data mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch, bao g\u1ed3m:<\/span><\/p>\n

        \n
      • Ph\u00e2n t\u00edch, l\u01b0u tr\u1eef v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u l\u1edbn nh\u01b0 h\u1ed3 s\u01a1 sinh vi\u00ean.<\/span><\/li>\n
      • S\u1eed d\u1ee5ng h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd Big Data c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n c\u1ea5p \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh b\u1ea3o m\u1eadt.<\/span><\/li>\n
      • Cung c\u1ea5p d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft cho c\u00e1c ho\u1ea1t \u0111\u1ed9ng trong l\u1edbp, gi\u00fap gi\u00e1o vi\u00ean v\u00e0 gi\u1ea3ng vi\u00ean \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh hi\u1ec7u qu\u1ea3.<\/span><\/li>\n
      • Gi\u00fap b\u1ea3o m\u1eadt c\u00e1c b\u1ed9 \u0111\u1ec1 ki\u1ec3m tra.<\/span><\/li>\n<\/ul>\n

        V\u00ed d\u1ee5: Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc Kinh t\u1ebf Qu\u1ed1c d\u00e2n \u0111\u00e3 tri\u1ec3n khai H\u1ec7 th\u1ed1ng Qu\u1ea3n l\u00fd v\u00e0 H\u1ecdc t\u1eadp cho g\u1ea7n 30,000 sinh vi\u00ean, gi\u00fap theo d\u00f5i th\u1eddi gian s\u1eed d\u1ee5ng h\u1ec7 th\u1ed1ng v\u00e0 t\u1ed5ng k\u1ebft qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp c\u1ee7a sinh vi\u00ean.<\/span><\/p>\n

        Ng\u00e0nh b\u00e1n l\u1ebb<\/b><\/h3>\n

        Trong ng\u00e0nh b\u00e1n l\u1ebb, vi\u1ec7c x\u1eed l\u00fd m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u l\u00e0 c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u01b0a ra chi\u1ebfn l\u01b0\u1ee3c ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m v\u00e0 c\u00e1c chi\u1ebfn d\u1ecbch marketing hi\u1ec7u qu\u1ea3. Big Data h\u1ed7 tr\u1ee3:<\/span><\/p>\n

          \n
        • X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh chi ti\u00eau c\u1ee7a kh\u00e1ch h\u00e0ng.<\/span><\/li>\n
        • D\u1ef1 \u0111o\u00e1n v\u00e0 so s\u00e1nh t\u1ef7 l\u1ec7 cung-c\u1ea7u \u0111\u1ec3 tr\u00e1nh s\u1ea3n xu\u1ea5t c\u00e1c s\u1ea3n ph\u1ea9m kh\u00f4ng ph\u00f9 h\u1ee3p.<\/span><\/li>\n
        • X\u00e1c \u0111\u1ecbnh v\u1ecb tr\u00ed tr\u01b0ng b\u00e0y s\u1ea3n ph\u1ea9m d\u1ef1a tr\u00ean th\u00f3i quen mua s\u1eafm c\u1ee7a kh\u00e1ch h\u00e0ng.<\/span><\/li>\n
        • K\u1ebft h\u1ee3p ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u1ec1 th\u1eddi \u0111i\u1ec3m, truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i v\u00e0 giao d\u1ecbch \u0111\u1ec3 cung \u1ee9ng s\u1ea3n ph\u1ea9m ph\u00f9 h\u1ee3p cho kh\u00e1ch h\u00e0ng.<\/span><\/li>\n<\/ul>\n

          Y t\u1ebf<\/b><\/h3>\n

          M\u1ed9t h\u1ec7 th\u1ed1ng kh\u00f4ng hi\u1ec7u qu\u1ea3 c\u00f3 th\u1ec3 c\u1ea3n tr\u1edf vi\u1ec7c cung c\u1ea5p d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe t\u1ed1t h\u01a1n. Big Data \u0111\u00f3ng g\u00f3p quan tr\u1ecdng trong l\u0129nh v\u1ef1c y t\u1ebf, \u0111\u1eb7c bi\u1ec7t t\u1ea1i Vi\u1ec7t Nam, n\u01a1i d\u1eef li\u1ec7u t\u1eeb c\u00e1c \u1ee9ng d\u1ee5ng \u0111i\u1ec7n tho\u1ea1i \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 qu\u1ea3n l\u00fd b\u1ec7nh nh\u00e2n Covid v\u00e0 cung c\u1ea5p th\u00f4ng tin k\u1ecbp th\u1eddi. M\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng c\u1ee7a Big Data trong y t\u1ebf bao g\u1ed3m:<\/span><\/p>\n

            \n
          • Gi\u00fap qu\u1ea3n l\u00fd ca bi\u1ebft \u0111\u01b0\u1ee3c b\u00e1c s\u0129 c\u1ee5 th\u1ec3 v\u00e0o c\u00e1c th\u1eddi \u0111i\u1ec3m kh\u00e1c nhau.<\/span><\/li>\n
          • Theo d\u00f5i t\u00ecnh tr\u1ea1ng s\u1ee9c kh\u1ecfe c\u1ee7a b\u1ec7nh nh\u00e2n d\u1ef1a tr\u00ean h\u1ed3 s\u01a1 s\u1ee9c kh\u1ecfe \u0111i\u1ec7n t\u1eed.<\/span><\/li>\n
          • \u0110\u00e1nh gi\u00e1 v\u00e0 ph\u00e1t hi\u1ec7n s\u1edbm m\u1ed9t s\u1ed1 b\u1ec7nh d\u1ef1a tr\u00ean c\u00e1c tri\u1ec7u ch\u1ee9ng.<\/span><\/li>\n
          • S\u1eed d\u1ee5ng c\u00e1c thi\u1ebft b\u1ecb k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u1ec3 theo d\u00f5i t\u00ecnh tr\u1ea1ng b\u1ec7nh v\u00e0 b\u00e1o c\u00e1o cho b\u00e1c s\u0129.<\/span><\/li>\n
          • L\u01b0u tr\u1eef hi\u1ec7u qu\u1ea3 c\u00e1c h\u1ed3 s\u01a1 nh\u1ea1y c\u1ea3m, b\u1ea3o m\u1eadt cao.<\/span><\/li>\n
          • D\u1ef1 b\u00e1o khu v\u1ef1c c\u00f3 nguy c\u01a1 b\u00f9ng ph\u00e1t d\u1ecbch nh\u01b0 s\u1ed1t r\u00e9t, s\u1ed1t xu\u1ea5t huy\u1ebft, Covid-19.<\/span><\/li>\n<\/ul>\n

            Truy\u1ec1n th\u00f4ng v\u00e0 gi\u1ea3i tr\u00ed<\/b><\/h3>\n

            C\u00e1c c\u00f4ng ty truy\u1ec1n th\u00f4ng v\u00e0 gi\u1ea3i tr\u00ed c\u1ea7n \u0111\u1ea9y m\u1ea1nh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u0111\u1ec3 ph\u00e2n ph\u1ed1i s\u1ea3n ph\u1ea9m v\u00e0 n\u1ed9i dung nhanh ch\u00f3ng ra th\u1ecb tr\u01b0\u1eddng. Big Data c\u00f3 nhi\u1ec1u \u1ee9ng d\u1ee5ng h\u1eefu \u00edch nh\u01b0:<\/span><\/p>\n

              \n
            • X\u00e1c \u0111\u1ecbnh thi\u1ebft b\u1ecb v\u00e0 th\u1eddi gian hi\u1ec7u qu\u1ea3 nh\u1ea5t th\u00f4ng qua ph\u00e2n t\u00edch d\u1eef li\u1ec7u.<\/span><\/li>\n
            • L\u1ef1a ch\u1ecdn \u0111\u1ecba \u0111i\u1ec3m v\u00e0 t\u1ea7n su\u1ea5t ph\u00e2n ph\u1ed1i cho c\u00e1c s\u1ea3n ph\u1ea9m v\u00e0 n\u1ed9i dung.<\/span><\/li>\n
            • Ngh\u1ec7 s\u0129 c\u00f3 th\u1ec3 ch\u1ecdn thi\u1ebft b\u1ecb v\u00e0 h\u1ec7 \u0111i\u1ec1u h\u00e0nh ph\u00f9 h\u1ee3p \u0111\u1ec3 ph\u00e2n ph\u1ed1i s\u1ea3n ph\u1ea9m c\u1ee7a m\u00ecnh d\u1ef1a tr\u00ean m\u1ee9c \u0111\u1ed9 ph\u1ed5 bi\u1ebfn.<\/span><\/li>\n<\/ul>\n

              Digital Marketing<\/b><\/h3>\n

              Digital Marketing l\u00e0 y\u1ebfu t\u1ed1 kh\u00f4ng th\u1ec3 thi\u1ebfu \u0111\u1ed1i v\u1edbi m\u1ecdi doanh nghi\u1ec7p mu\u1ed1n ti\u1ebfp c\u1eadn ng\u01b0\u1eddi ti\u00eau d\u00f9ng r\u1ed9ng r\u00e3i. Big Data \u0111\u00f3ng g\u00f3p l\u1edbn cho s\u1ef1 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd c\u1ee7a Digital Marketing th\u00f4ng qua:<\/span><\/p>\n

                \n
              • Ph\u00e2n t\u00edch th\u1ecb tr\u01b0\u1eddng v\u00e0 \u0111\u1ed1i th\u1ee7 c\u1ea1nh tranh, \u0111\u1ed3ng th\u1eddi \u0111\u00e1nh gi\u00e1 m\u1ee5c ti\u00eau kinh doanh v\u00e0 x\u00e1c \u0111\u1ecbnh c\u01a1 h\u1ed9i, th\u00e1ch th\u1ee9c.<\/span><\/li>\n
              • X\u00e1c \u0111\u1ecbnh kh\u00e1ch h\u00e0ng m\u1ee5c ti\u00eau tr\u00ean c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i d\u1ef1a tr\u00ean nh\u00e2n kh\u1ea9u h\u1ecdc nh\u01b0 gi\u1edbi t\u00ednh, tu\u1ed5i t\u00e1c, s\u1edf th\u00edch v\u00e0 thu nh\u1eadp.<\/span><\/li>\n
              • X\u00e1c \u0111\u1ecbnh c\u00e1c ch\u1ee7 \u0111\u1ec1 v\u00e0 n\u1ed9i dung \u0111\u01b0\u1ee3c t\u00ecm ki\u1ebfm nhi\u1ec1u \u0111\u1ec3 x\u00e2y d\u1ef1ng chi\u1ebfn l\u01b0\u1ee3c SEO hi\u1ec7u qu\u1ea3.<\/span><\/li>\n
              • T\u1ea1o \u0111\u1ed1i t\u01b0\u1ee3ng t\u01b0\u01a1ng t\u1ef1 b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u01a1 s\u1edf d\u1eef li\u1ec7u hi\u1ec7n c\u00f3 \u0111\u1ec3 nh\u1eafm \u0111\u1ebfn kh\u00e1ch h\u00e0ng t\u01b0\u01a1ng t\u1ef1 v\u00e0 t\u0103ng doanh thu.<\/span><\/li>\n<\/ul>\n

                Giao th\u00f4ng v\u1eadn t\u1ea3i<\/b><\/h3>\n

                Big Data c\u0169ng mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch cho ng\u00e0nh giao th\u00f4ng v\u1eadn t\u1ea3i nh\u01b0:<\/span><\/p>\n

                  \n
                • Ki\u1ec3m so\u00e1t c\u00e1c tuy\u1ebfn \u0111\u01b0\u1eddng xe bu\u00fdt, cung c\u1ea5p th\u00f4ng tin th\u1eddi gian v\u00e0 \u0111i\u1ec3m d\u1eebng cho ng\u01b0\u1eddi d\u00f9ng.<\/span><\/li>\n
                • Qu\u1ea3n l\u00fd t\u00e0i s\u1ea3n, ki\u1ec3m tra v\u00e0 c\u1ea3i ti\u1ebfn c\u00f4ng c\u1ee5, t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh v\u1eadn h\u00e0nh cho c\u00e1c c\u00f4ng ty v\u1eadn t\u1ea3i t\u01b0 nh\u00e2n.<\/span><\/li>\n
                • L\u1eadp k\u1ebf ho\u1ea1ch l\u1ed9 tr\u00ecnh v\u00e0 s\u1eafp x\u1ebfp ph\u01b0\u01a1ng ti\u1ec7n di chuy\u1ec3n trong c\u00e1c chuy\u1ebfn du l\u1ecbch.<\/span><\/li>\n<\/ul>\n

                  D\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng<\/b><\/h3>\n

                  Ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch v\u1ee5 l\u00e0 y\u1ebfu t\u1ed1 m\u00e0 kh\u00e1ch h\u00e0ng lu\u00f4n k\u1ef3 v\u1ecdng cao nh\u1ea5t, v\u00e0 Big Data gi\u00fap doanh nghi\u1ec7p hi\u1ec3u r\u00f5 kh\u00e1ch h\u00e0ng \u0111\u1ec3 t\u00ecm ra l\u1ee3i th\u1ebf c\u1ea1nh tranh. C\u00e1ch th\u1ee9c \u1ee9ng d\u1ee5ng Big Data v\u00e0o d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng bao g\u1ed3m:<\/span><\/p>\n

                    \n
                  • X\u00e1c \u0111\u1ecbnh y\u00eau c\u1ea7u v\u00e0 t\u1eadp trung th\u1ef1c hi\u1ec7n c\u00e1c nhu c\u1ea7u, k\u1ef3 v\u1ecdng c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u1ec3 l\u00e0m h\u00e0i l\u00f2ng h\u1ecd.<\/span><\/li>\n
                  • Ph\u00e2n t\u00edch h\u00e0nh vi v\u00e0 s\u1ef1 quan t\u00e2m c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u1ec3 t\u1ea1o ra s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 ph\u00f9 h\u1ee3p, \u0111\u1ed3ng th\u1eddi thi\u1ebft k\u1ebf m\u00f4 h\u00ecnh ti\u1ebfp th\u1ecb t\u1ed1i \u01b0u.<\/span><\/li>\n
                  • N\u1eafm b\u1eaft s\u1ef1 t\u01b0\u01a1ng \u0111\u1ed3ng gi\u1eefa kh\u00e1ch h\u00e0ng v\u00e0 nhu c\u1ea7u c\u1ee7a h\u1ecd \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c chi\u1ebfn d\u1ecbch qu\u1ea3ng c\u00e1o hi\u1ec7u qu\u1ea3 v\u00e0 ch\u00ednh x\u00e1c.<\/span><\/li>\n<\/ul>\n

                    \"L\u0129nh<\/p>\n

                    7. \u0110\u01b0a Big data v\u00e0o ho\u1ea1t \u0111\u1ed9ng doanh nghi\u1ec7p<\/b><\/h2>\n

                    Chi\u1ebfn l\u01b0\u1ee3c Big Data l\u00e0 m\u1ed9t k\u1ebf ho\u1ea1ch chi ti\u1ebft gi\u00fap doanh nghi\u1ec7p t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c thu th\u1eadp, l\u01b0u tr\u1eef, qu\u1ea3n l\u00fd, chia s\u1ebb v\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u t\u1eeb c\u1ea3 b\u00ean trong v\u00e0 b\u00ean ngo\u00e0i t\u1ed5 ch\u1ee9c. Khi ph\u00e1t tri\u1ec3n chi\u1ebfn l\u01b0\u1ee3c n\u00e0y, vi\u1ec7c k\u1ebft h\u1ee3p m\u1ee5c ti\u00eau kinh doanh v\u1edbi c\u00e1c ngu\u1ed3n l\u1ef1c c\u00f4ng ngh\u1ec7 hi\u1ec7n c\u00f3 l\u00e0 \u0111i\u1ec1u c\u1ed1t y\u1ebfu. \u0110i\u1ec1u n\u00e0y y\u00eau c\u1ea7u doanh nghi\u1ec7p nh\u00ecn nh\u1eadn Big Data nh\u01b0 m\u1ed9t t\u00e0i s\u1ea3n kinh doanh c\u00f3 gi\u00e1 tr\u1ecb, kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 s\u1ea3n ph\u1ea9m ph\u1ee5 c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7.<\/span><\/p>\n

                    1. X\u00e1c \u0111\u1ecbnh Ngu\u1ed3n D\u1eef li\u1ec7u Big Data<\/b><\/h3>\n
                      \n
                    • D\u1eef li\u1ec7u Streaming<\/b>: Xu\u1ea5t ph\u00e1t t\u1eeb Internet of Things (IoT) v\u00e0 c\u00e1c thi\u1ebft b\u1ecb k\u1ebft n\u1ed1i kh\u00e1c nh\u01b0 thi\u1ebft b\u1ecb \u0111eo tay, \u00f4 t\u00f4 th\u00f4ng minh, thi\u1ebft b\u1ecb y t\u1ebf,… D\u1eef li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c truy\u1ec1n v\u00e0o h\u1ec7 th\u1ed1ng c\u00f4ng ngh\u1ec7 th\u00f4ng tin v\u00e0 c\u1ea7n \u0111\u01b0\u1ee3c xem x\u00e9t k\u1ef9 l\u01b0\u1ee1ng \u0111\u1ec3 quy\u1ebft \u0111\u1ecbnh gi\u1eef l\u1ea1i hay ph\u00e2n t\u00edch th\u00eam.<\/span><\/li>\n
                    • D\u1eef li\u1ec7u truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i<\/b>: Bao g\u1ed3m c\u00e1c t\u01b0\u01a1ng t\u00e1c tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Facebook, YouTube, Instagram,… D\u1eef li\u1ec7u n\u00e0y c\u00f3 th\u1ec3 \u1edf d\u1ea1ng h\u00ecnh \u1ea3nh, video, gi\u1ecdng n\u00f3i, v\u0103n b\u1ea3n, \u00e2m thanh, v\u00e0 r\u1ea5t h\u1eefu \u00edch trong ho\u1ea1t \u0111\u1ed9ng ti\u1ebfp th\u1ecb v\u00e0 b\u00e1n h\u00e0ng.<\/span><\/li>\n
                    • D\u1eef li\u1ec7u c\u00f4ng khai<\/b>: \u0110\u00e2y l\u00e0 d\u1eef li\u1ec7u c\u00f3 s\u1eb5n t\u1eeb c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u m\u1edf, gi\u00fap doanh nghi\u1ec7p khai th\u00e1c th\u00f4ng tin t\u1eeb b\u00ean ngo\u00e0i.<\/span><\/li>\n
                    • D\u1eef li\u1ec7u t\u1eeb kho d\u1eef li\u1ec7u, Cloud, nh\u00e0 cung c\u1ea5p v\u00e0 kh\u00e1ch h\u00e0ng<\/b>: C\u00e1c ngu\u1ed3n n\u00e0y cung c\u1ea5p l\u01b0\u1ee3ng l\u1edbn th\u00f4ng tin h\u1eefu \u00edch cho vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh v\u00e0 ph\u00e1t tri\u1ec3n chi\u1ebfn l\u01b0\u1ee3c kinh doanh.<\/span><\/li>\n<\/ul>\n

                      Vi\u1ec7c x\u00e1c \u0111\u1ecbnh r\u00f5 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u n\u00e0y gi\u00fap doanh nghi\u1ec7p khai th\u00e1c tri\u1ec7t \u0111\u1ec3 c\u00e1c gi\u00e1 tr\u1ecb m\u00e0 Big Data mang l\u1ea1i.<\/span><\/p>\n

                      2. Truy c\u1eadp, Qu\u1ea3n l\u00fd v\u00e0 L\u01b0u tr\u1eef Big Data<\/b><\/h3>\n

                      V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd c\u1ee7a c\u00f4ng ngh\u1ec7, c\u00e1c h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh ng\u00e0y nay \u0111\u00e3 cung c\u1ea5p \u0111\u1ee7 t\u1ed1c \u0111\u1ed9 v\u00e0 t\u00ednh linh ho\u1ea1t \u0111\u1ec3 nhanh ch\u00f3ng truy c\u1eadp v\u00e0 x\u1eed l\u00fd l\u01b0\u1ee3ng l\u1edbn Big Data. Doanh nghi\u1ec7p c\u1ea7n \u0111\u1ea3m b\u1ea3o:<\/span><\/p>\n

                        \n
                      • Ph\u01b0\u01a1ng ph\u00e1p t\u00edch h\u1ee3p d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3<\/b>: \u0110\u1ea3m b\u1ea3o d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c nh\u1eadp v\u00e0o h\u1ec7 th\u1ed1ng m\u1ed9t c\u00e1ch nh\u1ea5t qu\u00e1n v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng cao.<\/span><\/li>\n
                      • Qu\u1ea3n l\u00fd d\u1eef li\u1ec7u ch\u1eb7t ch\u1ebd<\/b>: Cung c\u1ea5p kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd \u0111\u1ec3 h\u1ed7 tr\u1ee3 qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch v\u00e0 ra quy\u1ebft \u0111\u1ecbnh.<\/span><\/li>\n
                      • L\u01b0u tr\u1eef d\u1eef li\u1ec7u an to\u00e0n<\/b>: S\u1eed d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef \u0111\u00e1ng tin c\u1eady, c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m d\u1eef li\u1ec7u lu\u00f4n s\u1eb5n s\u00e0ng khi c\u1ea7n thi\u1ebft.<\/span><\/li>\n<\/ul>\n

                        3. Ph\u00e2n t\u00edch Big Data<\/b><\/h3>\n

                        S\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p nh\u01b0 <\/span>\u0110i\u1ec7n to\u00e1n l\u01b0\u1edbi (Grid computing)<\/b> ho\u1eb7c ph\u00e2n t\u00edch tr\u00ean b\u1ed9 nh\u1edb \u0111\u1ec7m c\u00f3 hi\u1ec7u n\u0103ng cao, doanh nghi\u1ec7p c\u00f3 th\u1ec3 ph\u00e2n t\u00edch to\u00e0n b\u1ed9 Big Data \u0111\u1ec3 r\u00fat ra nh\u1eefng th\u00f4ng tin quan tr\u1ecdng (insight) t\u1eeb d\u1eef li\u1ec7u. Vi\u1ec7c ph\u00e2n t\u00edch n\u00e0y gi\u00fap:<\/span><\/p>\n

                          \n
                        • Hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 kh\u00e1ch h\u00e0ng v\u00e0 th\u1ecb tr\u01b0\u1eddng<\/b>: Nh\u1edd v\u00e0o c\u00e1c d\u1eef li\u1ec7u thu th\u1eadp \u0111\u01b0\u1ee3c.<\/span><\/li>\n
                        • D\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng v\u00e0 h\u00e0nh vi kh\u00e1ch h\u00e0ng<\/b>: Gi\u00fap doanh nghi\u1ec7p \u0111i\u1ec1u ch\u1ec9nh chi\u1ebfn l\u01b0\u1ee3c k\u1ecbp th\u1eddi.<\/span><\/li>\n
                        • T\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh v\u00e0 ho\u1ea1t \u0111\u1ed9ng kinh doanh<\/b>: \u0110em l\u1ea1i hi\u1ec7u qu\u1ea3 cao h\u01a1n.<\/span><\/li>\n<\/ul>\n

                          4. \u0110\u01b0a ra Quy\u1ebft \u0111\u1ecbnh H\u1ee3p l\u00fd<\/b><\/h3>\n

                          M\u1ed9t d\u1eef li\u1ec7u ch\u00ednh x\u00e1c, \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd v\u00e0 l\u01b0u tr\u1eef t\u1ed1t, l\u00e0 c\u01a1 s\u1edf v\u1eefng ch\u1eafc cho vi\u1ec7c ph\u00e2n t\u00edch ch\u00ednh x\u00e1c v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c h\u1ee3p l\u00fd. \u0110\u1ec3 duy tr\u00ec t\u00ednh c\u1ea1nh tranh tr\u00ean th\u1ecb tr\u01b0\u1eddng, doanh nghi\u1ec7p c\u1ea7n t\u1eadn d\u1ee5ng tri\u1ec7t \u0111\u1ec3 gi\u00e1 tr\u1ecb c\u1ee7a Big Data trong vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh, thay v\u00ec d\u1ef1a v\u00e0o c\u1ea3m t\u00ednh.<\/span><\/p>\n

                          Vai tr\u00f2 c\u1ee7a Big Data trong doanh nghi\u1ec7p ng\u00e0y nay l\u00e0 kh\u00f4ng th\u1ec3 b\u00e0n c\u00e3i. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Big Data \u0111\u1ec3 ph\u00e2n t\u00edch, d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng v\u00e0 x\u00e2y d\u1ef1ng chi\u1ebfn l\u01b0\u1ee3c ph\u00f9 h\u1ee3p, t\u1eeb \u0111\u00f3 mang l\u1ea1i gi\u00e1 tr\u1ecb l\u1edbn, gia t\u0103ng l\u1ee3i nhu\u1eadn v\u00e0 t\u1ea1o l\u1ee3i th\u1ebf c\u1ea1nh tranh v\u1eefng ch\u1eafc tr\u00ean th\u1ecb tr\u01b0\u1eddng. Chi\u1ebfn l\u01b0\u1ee3c Big Data \u0111\u00fang \u0111\u1eafn s\u1ebd l\u00e0 ch\u00eca kh\u00f3a gi\u00fap doanh nghi\u1ec7p ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd trong k\u1ef7 nguy\u00ean s\u1ed1.<\/span><\/p>\n

                          8. C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng IT \u0111\u1ec3 h\u1ed7 tr\u1ee3 Big data<\/b><\/h2>\n

                          C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng IT \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t trong vi\u1ec7c x\u1eed l\u00fd v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u l\u1edbn, ph\u1ee9c t\u1ea1p v\u00e0 \u0111a d\u1ea1ng c\u1ee7a Big Data. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 nh\u1eefng y\u1ebfu t\u1ed1 quan tr\u1ecdng c\u1ee7a c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng n\u00e0y:<\/span><\/p>\n

                          1. H\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ph\u00e2n t\u00e1n<\/b><\/h3>\n

                          H\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ph\u00e2n t\u00e1n bao g\u1ed3m nhi\u1ec1u m\u00e1y ch\u1ee7 v\u00e0 h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi nhau qua m\u1ea1ng. \u0110\u00e2y l\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ec3 l\u01b0u tr\u1eef v\u00e0 qu\u1ea3n l\u00fd l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 c\u1ee7a Big Data, cho ph\u00e9p d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i v\u00e0 l\u01b0u tr\u1eef tr\u00ean nhi\u1ec1u thi\u1ebft b\u1ecb, \u0111\u1ea3m b\u1ea3o t\u00ednh s\u1eb5n s\u00e0ng v\u00e0 \u0111\u1ed9 tin c\u1eady cao.<\/span><\/p>\n

                          2. C\u1ee5m m\u00e1y ch\u1ee7 (Cluster)<\/b><\/h3>\n

                          C\u1ee5m m\u00e1y ch\u1ee7 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn, cho ph\u00e9p doanh nghi\u1ec7p m\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng x\u1eed l\u00fd khi c\u1ea7n thi\u1ebft. C\u00e1c c\u1ee5m m\u00e1y ch\u1ee7 c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng t\u0103ng c\u01b0\u1eddng s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a Big Data, \u0111\u1ea3m b\u1ea3o hi\u1ec7u su\u1ea5t cao v\u00e0 t\u00ednh linh ho\u1ea1t.<\/span><\/p>\n

                          3. C\u00f4ng ngh\u1ec7 \u1ea3o h\u00f3a (Virtualization)<\/b><\/h3>\n

                          C\u00f4ng ngh\u1ec7 \u1ea3o h\u00f3a cho ph\u00e9p t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean m\u00e1y ch\u1ee7, gi\u00fap doanh nghi\u1ec7p tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng Big Data m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. \u1ea2o h\u00f3a kh\u00f4ng ch\u1ec9 gi\u1ea3m chi ph\u00ed ph\u1ea7n c\u1ee9ng m\u00e0 c\u00f2n t\u0103ng kh\u1ea3 n\u0103ng \u0111\u00e1p \u1ee9ng v\u00e0 t\u00ednh linh ho\u1ea1t c\u1ee7a h\u1ec7 th\u1ed1ng.<\/span><\/p>\n

                          4. M\u1ea1ng l\u01b0\u1edbi (Networking)<\/b><\/h3>\n

                          M\u1ea1ng l\u01b0\u1edbi ch\u1ea5t l\u01b0\u1ee3ng cao \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c k\u1ebft n\u1ed1i c\u00e1c th\u00e0nh ph\u1ea7n c\u1ee7a h\u1ec7 th\u1ed1ng Big Data, \u0111\u1ea3m b\u1ea3o qu\u00e1 tr\u00ecnh truy\u1ec1n t\u1ea3i d\u1eef li\u1ec7u di\u1ec5n ra m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong m\u00f4i tr\u01b0\u1eddng Big Data, n\u01a1i m\u00e0 vi\u1ec7c truy\u1ec1n t\u1ea3i kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u l\u00e0 y\u1ebfu t\u1ed1 then ch\u1ed1t.<\/span><\/p>\n

                          5. B\u1ea3o m\u1eadt v\u00e0 an ninh<\/b><\/h3>\n

                          V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a Big Data, b\u1ea3o m\u1eadt v\u00e0 an ninh tr\u1edf th\u00e0nh \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u. C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng IT c\u1ea7n \u0111\u01b0\u1ee3c trang b\u1ecb c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt m\u1ea1nh m\u1ebd \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh to\u00e0n v\u1eb9n, ri\u00eang t\u01b0 v\u00e0 an to\u00e0n c\u1ee7a d\u1eef li\u1ec7u. \u0110i\u1ec1u n\u00e0y bao g\u1ed3m vi\u1ec7c m\u00e3 h\u00f3a d\u1eef li\u1ec7u, qu\u1ea3n l\u00fd truy c\u1eadp v\u00e0 gi\u00e1m s\u00e1t li\u00ean t\u1ee5c \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c m\u1ed1i \u0111e d\u1ecda.<\/span><\/p>\n

                          6. Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng<\/b><\/h3>\n

                          C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng IT c\u1ea7n c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng linh ho\u1ea1t \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a d\u1eef li\u1ec7u Big Data. Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng n\u00e0y \u0111\u1ea3m b\u1ea3o r\u1eb1ng h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n c\u00f9ng v\u1edbi doanh nghi\u1ec7p, x\u1eed l\u00fd hi\u1ec7u qu\u1ea3 c\u00e1c y\u00eau c\u1ea7u m\u1edbi m\u00e0 kh\u00f4ng g\u1eb7p ph\u1ea3i tr\u1edf ng\u1ea1i v\u1ec1 t\u00e0i nguy\u00ean.<\/span><\/p>\n

                          Nh\u1eefng y\u1ebfu t\u1ed1 tr\u00ean k\u1ebft h\u1ee3p l\u1ea1i t\u1ea1o n\u00ean m\u1ed9t c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng IT v\u1eefng ch\u1eafc, gi\u00fap doanh nghi\u1ec7p x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn hi\u1ec7u qu\u1ea3. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap t\u1eadn d\u1ee5ng t\u1ed1i \u0111a gi\u00e1 tr\u1ecb c\u1ee7a Big Data m\u00e0 c\u00f2n t\u1ea1o ra nh\u1eefng th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb, h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p trong vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c.<\/span><\/p>\n

                          \"C\u01a1<\/p>\n

                          9. C\u00e1c c\u00f4ng ngh\u1ec7 \u0111\u1eb7c bi\u1ec7t d\u00e0nh cho Big data<\/b><\/h2>\n

                          H\u1ec7 Sinh Th\u00e1i Hadoop<\/b><\/h3>\n

                          Hadoop l\u00e0 m\u1ed9t h\u1ec7 sinh th\u00e1i ph\u1ea7n m\u1ec1m m\u00e3 ngu\u1ed3n m\u1edf r\u1ea5t ph\u1ed5 bi\u1ebfn, \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi Apache v\u00e0 c\u00f3 li\u00ean quan m\u1eadt thi\u1ebft \u0111\u1ebfn Big Data. \u0110\u00e2y l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng gi\u00fap x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn tr\u00ean c\u00e1c c\u1ee5m m\u00e1y t\u00ednh b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh l\u1eadp tr\u00ecnh \u0111\u01a1n gi\u1ea3n v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao. Hadoop c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng t\u1eeb m\u1ed9t m\u00e1y ch\u1ee7 \u0111\u01a1n l\u1ebb l\u00ean h\u00e0ng ng\u00e0n m\u00e1y kh\u00e1c, m\u1ed7i m\u00e1y \u0111\u1ec1u l\u01b0u tr\u1eef d\u1eef li\u1ec7u c\u1ee5c b\u1ed9 v\u00e0 cung c\u1ea5p kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n. H\u1ec7 sinh th\u00e1i Hadoop bao g\u1ed3m nhi\u1ec1u th\u00e0nh ph\u1ea7n ch\u00ednh:<\/span><\/p>\n

                            \n
                          • Hadoop Common<\/b>: C\u00e1c ti\u1ec7n \u00edch v\u00e0 th\u01b0 vi\u1ec7n chung h\u1ed7 tr\u1ee3 c\u00e1c m\u00f4-\u0111un kh\u00e1c trong Hadoop.<\/span><\/li>\n
                          • Hadoop Distributed File System (HDFS)<\/b>: H\u1ec7 th\u1ed1ng t\u1ec7p ph\u00e2n t\u00e1n cung c\u1ea5p kh\u1ea3 n\u0103ng truy c\u1eadp d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 cho c\u00e1c \u1ee9ng d\u1ee5ng l\u1edbn.<\/span><\/li>\n
                          • Hadoop YARN<\/b>: M\u1ed9t khu\u00f4n m\u1eabu \u0111\u1ec3 qu\u1ea3n l\u00fd t\u00e0i nguy\u00ean v\u00e0 l\u1eadp l\u1ecbch c\u00f4ng vi\u1ec7c cho c\u00e1c \u1ee9ng d\u1ee5ng ch\u1ea1y tr\u00ean c\u1ee5m m\u00e1y t\u00ednh.<\/span><\/li>\n
                          • Hadoop MapReduce<\/b>: M\u1ed9t m\u00f4 h\u00ecnh l\u1eadp tr\u00ecnh d\u1ef1a tr\u00ean YARN \u0111\u1ec3 x\u1eed l\u00fd song song c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn, cho ph\u00e9p x\u1eed l\u00fd ph\u00e2n t\u00e1n hi\u1ec7u qu\u1ea3.<\/span><\/li>\n<\/ul>\n

                            Apache Spark<\/b><\/h3>\n

                            Apache Spark l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a h\u1ec7 sinh th\u00e1i Hadoop, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf nh\u01b0 m\u1ed9t khu\u00f4n m\u1eabu t\u00ednh to\u00e1n c\u1ee5m ngu\u1ed3n m\u1edf \u0111\u1ec3 x\u1eed l\u00fd Big Data. Spark \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng c\u00f4ng c\u1ee5 x\u1eed l\u00fd Big Data ph\u1ed5 bi\u1ebfn v\u00e0 quan tr\u1ecdng nh\u1ea5t, v\u1edbi kh\u1ea3 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u nhanh ch\u00f3ng nh\u1edd kh\u1ea3 n\u0103ng x\u1eed l\u00fd trong b\u1ed9 nh\u1edb v\u00e0 kh\u1ea3 n\u0103ng tri\u1ec3n khai linh ho\u1ea1t tr\u00ean nhi\u1ec1u m\u00f4i tr\u01b0\u1eddng kh\u00e1c nhau.<\/span><\/p>\n

                            Data Lakes<\/b><\/h3>\n

                            Data Lakes l\u00e0 kho l\u01b0u tr\u1eef ch\u1ee9a m\u1ed9t l\u01b0\u1ee3ng d\u1eef li\u1ec7u th\u00f4 kh\u1ed5ng l\u1ed3 d\u01b0\u1edbi \u0111\u1ecbnh d\u1ea1ng g\u1ed1c c\u1ee7a ch\u00fang. V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a IoT v\u00e0 xu h\u01b0\u1edbng chuy\u1ec3n \u0111\u1ed5i s\u1ed1, Data Lakes \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t th\u00e0nh ph\u1ea7n quan tr\u1ecdng trong h\u1ec7 sinh th\u00e1i Big Data. C\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 cung c\u1ea5p kh\u1ea3 n\u0103ng truy c\u1eadp d\u1ec5 d\u00e0ng v\u00e0o m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u b\u1ea5t c\u1ee9 khi n\u00e0o c\u1ea7n thi\u1ebft, gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 h\u01a1n.<\/span><\/p>\n

                            NoSQL Databases<\/b><\/h3>\n

                            NoSQL Databases l\u00e0 h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd d\u1eef li\u1ec7u kh\u00f4ng y\u00eau c\u1ea7u m\u1ed9t s\u01a1 \u0111\u1ed3 c\u1ed1 \u0111\u1ecbnh, v\u00e0 l\u00e0 gi\u1ea3i ph\u00e1p l\u00fd t\u01b0\u1edfng cho c\u00e1c d\u1eef li\u1ec7u l\u1edbn, th\u00f4 v\u00e0 phi c\u1ea5u tr\u00fac. NoSQL c\u00f3 ngh\u0129a l\u00e0 “kh\u00f4ng ch\u1ec9 SQL”, cho ph\u00e9p x\u1eed l\u00fd linh ho\u1ea1t nhi\u1ec1u m\u00f4 h\u00ecnh d\u1eef li\u1ec7u kh\u00e1c nhau. \u0110i\u1ec1u n\u00e0y gi\u00fap NoSQL tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd trong vi\u1ec7c qu\u1ea3n l\u00fd v\u00e0 x\u1eed l\u00fd c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p m\u00e0 kh\u00f4ng th\u1ec3 x\u1eed l\u00fd hi\u1ec7u qu\u1ea3 b\u1eb1ng c\u00e1c c\u01a1 s\u1edf d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng.<\/span><\/p>\n

                            In-Memory Databases<\/b><\/h3>\n

                            In-Memory Databases (IMDB) l\u00e0 h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd c\u01a1 s\u1edf d\u1eef li\u1ec7u s\u1eed d\u1ee5ng b\u1ed9 nh\u1edb RAM thay v\u00ec \u1ed5 c\u1ee9ng (HDD) \u0111\u1ec3 l\u01b0u tr\u1eef d\u1eef li\u1ec7u, mang l\u1ea1i hi\u1ec7u su\u1ea5t cao h\u01a1n \u0111\u00e1ng k\u1ec3 so v\u1edbi c\u00e1c c\u01a1 s\u1edf d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng. Do t\u1ed1c \u0111\u1ed9 truy c\u1eadp nhanh h\u01a1n nhi\u1ec1u, IMDB \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c ph\u00e2n t\u00edch Big Data, t\u1ea1o ra c\u00e1c si\u00eau d\u1eef li\u1ec7u v\u00e0 qu\u1ea3n l\u00fd c\u00e1c kho d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/span><\/p>\n

                            10. So s\u00e1nh Big data v\u00e0 Data mining<\/b><\/h2>\n

                            Big Data<\/b> and <\/span>Data Mining<\/b> \u0111\u1ec1u l\u00e0 nh\u1eefng c\u00f4ng ngh\u1ec7 v\u00e0 ph\u01b0\u01a1ng ph\u00e1p x\u1eed l\u00fd d\u1eef li\u1ec7u quan tr\u1ecdng trong th\u1ebf gi\u1edbi k\u1ef9 thu\u1eadt s\u1ed1 hi\u1ec7n nay. Tuy nhi\u00ean, ch\u00fang c\u00f3 s\u1ef1 kh\u00e1c bi\u1ec7t v\u1ec1 \u0111\u1ecbnh ngh\u0129a, m\u1ee5c \u0111\u00edch, quy m\u00f4, c\u00f4ng ngh\u1ec7 ch\u00ednh v\u00e0 l\u0129nh v\u1ef1c \u1ee9ng d\u1ee5ng. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 b\u1ea3ng so s\u00e1nh chi ti\u1ebft gi\u1eefa hai kh\u00e1i ni\u1ec7m n\u00e0y:<\/span><\/p>\n\n\n\n\n\n\n\n\n
                            Y\u1ebfu t\u1ed1 so s\u00e1nh<\/b><\/td>\nBig Data<\/b><\/td>\nData Mining<\/b><\/td>\n<\/tr>\n
                            \u0110\u1ecbnh ngh\u0129a<\/b><\/td>\nL\u00e0 kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn v\u00e0 ph\u1ee9c t\u1ea1p, y\u00eau c\u1ea7u c\u00e1c c\u00f4ng ngh\u1ec7 v\u00e0 ph\u01b0\u01a1ng ph\u00e1p x\u1eed l\u00fd \u0111\u1eb7c bi\u1ec7t \u0111\u1ec3 t\u00ecm ki\u1ebfm th\u00f4ng tin h\u1eefu \u00edch v\u00e0 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng.<\/span><\/td>\nL\u00e0 qu\u00e1 tr\u00ecnh khai th\u00e1c tri th\u1ee9c t\u1eeb d\u1eef li\u1ec7u, bao g\u1ed3m ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 kh\u00e1m ph\u00e1 c\u00e1c m\u1ed1i quan h\u1ec7 ti\u1ec1m \u1ea9n, m\u00f4 h\u00ecnh h\u00f3a, d\u1ef1 \u0111o\u00e1n v\u00e0 t\u00ecm ki\u1ebfm c\u00e1c m\u1eabu.<\/span><\/td>\n<\/tr>\n
                            M\u1ee5c \u0111\u00edch ch\u00ednh<\/b><\/td>\nGi\u00fap t\u1ed5ng h\u1ee3p v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 t\u00ecm ra th\u00f4ng tin c\u1ea7n thi\u1ebft v\u00e0 t\u1ea1o ra gi\u00e1 tr\u1ecb.<\/span><\/td>\nT\u1eadp trung v\u00e0o ph\u00e1t hi\u1ec7n c\u00e1c m\u1ed1i quan h\u1ec7, ki\u1ebfn th\u1ee9c m\u1edbi v\u00e0 d\u1ef1 \u0111o\u00e1n trong d\u1eef li\u1ec7u.<\/span><\/td>\n<\/tr>\n
                            Quy m\u00f4 d\u1eef li\u1ec7u<\/b><\/td>\nL\u1edbn, c\u00f3 th\u1ec3 l\u00ean \u0111\u1ebfn h\u00e0ng t\u1ef7 ho\u1eb7c tri\u1ec7u GB.<\/span><\/td>\nTh\u01b0\u1eddng nh\u1ecf h\u01a1n Big Data, ch\u1ec9 v\u00e0i GB \u0111\u1ebfn v\u00e0i TB.<\/span><\/td>\n<\/tr>\n
                            C\u00f4ng ngh\u1ec7 ch\u00ednh<\/b><\/td>\nHadoop, Spark, NoSQL, HBase, Cassandra, Kafka,\u2026<\/span><\/td>\nPh\u00e2n t\u00edch d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh h\u00f3a, khai th\u00e1c d\u1eef li\u1ec7u, ph\u00e2n lo\u1ea1i, gom c\u1ee5m,\u2026<\/span><\/td>\n<\/tr>\n
                            \u00c1p d\u1ee5ng<\/b><\/td>\nTh\u01b0\u1eddng \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng trong l\u0129nh v\u1ef1c kinh doanh, y t\u1ebf, khoa h\u1ecdc, ch\u00ednh tr\u1ecb,\u2026<\/span><\/td>\nTh\u01b0\u1eddng \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng trong l\u0129nh v\u1ef1c khai th\u00e1c d\u1eef li\u1ec7u, ph\u00e2n t\u00edch d\u1eef li\u1ec7u, b\u00e1n h\u00e0ng, qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng,\u2026<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                            Big Data v\u00e0 Data Mining \u0111\u1ec1u \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c x\u1eed l\u00fd v\u00e0 khai th\u00e1c gi\u00e1 tr\u1ecb t\u1eeb d\u1eef li\u1ec7u, nh\u01b0ng ch\u00fang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c b\u1ed1i c\u1ea3nh kh\u00e1c nhau. <\/span>Big Data<\/b> t\u1eadp trung v\u00e0o vi\u1ec7c qu\u1ea3n l\u00fd v\u00e0 x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn v\u1edbi m\u1ee5c ti\u00eau t\u1ed5ng h\u1ee3p v\u00e0 ph\u00e2n t\u00edch, trong khi <\/span>Data Mining<\/b> t\u1eadp trung v\u00e0o vi\u1ec7c khai th\u00e1c tri th\u1ee9c t\u1eeb d\u1eef li\u1ec7u th\u00f4ng qua c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ph\u00e2n t\u00edch v\u00e0 m\u00f4 h\u00ecnh h\u00f3a. M\u1ed7i c\u00f4ng ngh\u1ec7 c\u00f3 \u1ee9ng d\u1ee5ng ri\u00eang bi\u1ec7t trong c\u00e1c l\u0129nh v\u1ef1c kh\u00e1c nhau, ph\u00f9 h\u1ee3p v\u1edbi y\u00eau c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a t\u1eebng t\u1ed5 ch\u1ee9c hay doanh nghi\u1ec7p.<\/span><\/p>\n

                            11. Th\u00e1ch th\u1ee9c, kh\u00f3 kh\u0103n khi s\u1eed d\u1ee5ng Big data<\/b><\/h2>\n

                            M\u1eb7c d\u00f9 Big Data mang l\u1ea1i nhi\u1ec1u ti\u1ec1m n\u0103ng v\u00e0 h\u1ee9a h\u1eb9n, vi\u1ec7c s\u1eed d\u1ee5ng n\u00f3 kh\u00f4ng tr\u00e1nh kh\u1ecfi nh\u1eefng th\u00e1ch th\u1ee9c v\u00e0 kh\u00f3 kh\u0103n \u0111\u00e1ng k\u1ec3. C\u00f4ng ngh\u1ec7 m\u1edbi \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n \u0111\u1ec3 h\u1ed7 tr\u1ee3 vi\u1ec7c l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u, nh\u01b0ng kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u hi\u1ec7n nay \u0111ang t\u0103ng g\u1ea5p \u0111\u00f4i v\u1ec1 k\u00edch th\u01b0\u1edbc sau m\u1ed7i kho\u1ea3ng hai n\u0103m. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7t ra \u00e1p l\u1ef1c l\u1edbn cho c\u00e1c t\u1ed5 ch\u1ee9c trong vi\u1ec7c b\u1eaft k\u1ecbp t\u1ed1c \u0111\u1ed9 ph\u00e1t tri\u1ec3n c\u1ee7a d\u1eef li\u1ec7u v\u00e0 t\u00ecm ki\u1ebfm c\u00e1c gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef hi\u1ec7u qu\u1ea3. Tuy nhi\u00ean, trong th\u1ef1c t\u1ebf, kh\u1ea3 n\u0103ng l\u01b0u tr\u1eef v\u1eabn th\u01b0\u1eddng kh\u00f4ng \u0111\u1ee7 \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u.<\/span><\/p>\n

                            Ngo\u00e0i ra, c\u00e1c v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn quy\u1ec1n ri\u00eang t\u01b0, b\u1ea3o m\u1eadt d\u1eef li\u1ec7u, kh\u1ea3 n\u0103ng truy c\u1eadp cho ng\u01b0\u1eddi d\u00f9ng doanh nghi\u1ec7p, v\u00e0 vi\u1ec7c l\u1ef1a ch\u1ecdn gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u kinh doanh c\u0169ng l\u00e0 nh\u1eefng m\u1ed1i quan t\u00e2m l\u1edbn. Nh\u1eefng y\u1ebfu t\u1ed1 n\u00e0y khi\u1ebfn nhi\u1ec1u doanh nghi\u1ec7p g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c tri\u1ec3n khai v\u00e0 qu\u1ea3n l\u00fd Big Data m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/span><\/p>\n

                            12. Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 doanh nghi\u1ec7p c\u00f9ng Arito Solution<\/b><\/h2>\n

                            Arito Solution l\u00e0 \u0111\u01a1n v\u1ecb h\u00e0ng \u0111\u1ea7u trong vi\u1ec7c cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p chuy\u1ec3n \u0111\u1ed5i s\u1ed1 to\u00e0n di\u1ec7n cho doanh nghi\u1ec7p. V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng c\u1ee7a c\u00f4ng ngh\u1ec7, vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i s\u1ed1 kh\u00f4ng ch\u1ec9 l\u00e0 xu h\u01b0\u1edbng m\u00e0 c\u00f2n l\u00e0 y\u1ebfu t\u1ed1 c\u1ea7n thi\u1ebft \u0111\u1ec3 doanh nghi\u1ec7p duy tr\u00ec v\u00e0 ph\u00e1t tri\u1ec3n trong m\u00f4i tr\u01b0\u1eddng c\u1ea1nh tranh kh\u1ed1c li\u1ec7t hi\u1ec7n nay.<\/span><\/p>\n

                            L\u1ee3i \u00cdch Khi Chuy\u1ec3n \u0110\u1ed5i S\u1ed1 C\u00f9ng Arito Solution:<\/b><\/p>\n

                              \n
                            1. T\u1ed1i \u01afu H\u00f3a Quy Tr\u00ecnh<\/b>: Arito Solution gi\u00fap doanh nghi\u1ec7p t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c, t\u1eeb qu\u1ea3n l\u00fd d\u1eef li\u1ec7u \u0111\u1ebfn v\u1eadn h\u00e0nh, gi\u1ea3m thi\u1ec3u l\u1ed7i v\u00e0 t\u0103ng hi\u1ec7u su\u1ea5t.<\/span><\/li>\n
                            2. N\u00e2ng Cao Hi\u1ec7u Qu\u1ea3 Kinh Doanh<\/b>: V\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p th\u00f4ng minh, Arito Solution h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p khai th\u00e1c d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh kinh doanh ch\u00ednh x\u00e1c v\u00e0 k\u1ecbp th\u1eddi.<\/span><\/li>\n
                            3. C\u1ea3i Thi\u1ec7n Tr\u1ea3i Nghi\u1ec7m Kh\u00e1ch H\u00e0ng<\/b>: Th\u00f4ng qua c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, doanh nghi\u1ec7p c\u00f3 th\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 kh\u00e1ch h\u00e0ng c\u1ee7a m\u00ecnh, t\u1ea1o ra c\u00e1c chi\u1ebfn l\u01b0\u1ee3c ti\u1ebfp c\u1eadn v\u00e0 ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng t\u1ed1t h\u01a1n.<\/span><\/li>\n
                            4. B\u1ea3o M\u1eadt V\u00e0 An Ninh D\u1eef Li\u1ec7u<\/b>: Arito Solution cam k\u1ebft cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p b\u1ea3o m\u1eadt ti\u00ean ti\u1ebfn, \u0111\u1ea3m b\u1ea3o r\u1eb1ng d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 to\u00e0n di\u1ec7n, tr\u00e1nh c\u00e1c r\u1ee7i ro v\u1ec1 an ninh m\u1ea1ng.<\/span><\/li>\n
                            5. T\u0103ng C\u01b0\u1eddng Kh\u1ea3 N\u0103ng C\u1ea1nh Tranh<\/b>: Nh\u1edd v\u00e0o c\u00e1c gi\u1ea3i ph\u00e1p chuy\u1ec3n \u0111\u1ed5i s\u1ed1, doanh nghi\u1ec7p s\u1ebd c\u00f3 c\u01a1 h\u1ed9i \u0111i tr\u01b0\u1edbc \u0111\u1ed1i th\u1ee7, n\u00e2ng cao v\u1ecb th\u1ebf c\u1ea1nh tranh tr\u00ean th\u1ecb tr\u01b0\u1eddng.<\/span><\/li>\n<\/ol>\n

                              T\u1ea1i Sao L\u1ef1a Ch\u1ecdn Arito Solution?<\/b><\/p>\n

                                \n
                              • Kinh Nghi\u1ec7m Chuy\u00ean S\u00e2u<\/b>: V\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia gi\u00e0u kinh nghi\u1ec7m, Arito Solution hi\u1ec3u r\u00f5 nhu c\u1ea7u c\u1ee7a t\u1eebng doanh nghi\u1ec7p v\u00e0 cung c\u1ea5p gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p nh\u1ea5t.<\/span><\/li>\n
                              • C\u00f4ng Ngh\u1ec7 Ti\u00ean Ti\u1ebfn<\/b>: Arito Solution \u00e1p d\u1ee5ng nh\u1eefng c\u00f4ng ngh\u1ec7 m\u1edbi nh\u1ea5t, gi\u00fap doanh nghi\u1ec7p b\u1eaft k\u1ecbp xu h\u01b0\u1edbng chuy\u1ec3n \u0111\u1ed5i s\u1ed1 hi\u1ec7n \u0111\u1ea1i.<\/span><\/li>\n
                              • H\u1ed7 Tr\u1ee3 To\u00e0n Di\u1ec7n<\/b>: T\u1eeb t\u01b0 v\u1ea5n chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ebfn tri\u1ec3n khai v\u00e0 b\u1ea3o tr\u00ec, Arito Solution lu\u00f4n \u0111\u1ed3ng h\u00e0nh c\u00f9ng doanh nghi\u1ec7p trong m\u1ecdi giai \u0111o\u1ea1n c\u1ee7a qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1.<\/span><\/li>\n<\/ul>\n

                                H\u00e3y c\u00f9ng Arito Solution \u0111\u01b0a doanh nghi\u1ec7p c\u1ee7a b\u1ea1n l\u00ean t\u1ea7m cao m\u1edbi v\u1edbi nh\u1eefng gi\u1ea3i ph\u00e1p chuy\u1ec3n \u0111\u1ed5i s\u1ed1 ti\u00ean ti\u1ebfn v\u00e0 to\u00e0n di\u1ec7n.<\/span><\/p>","protected":false},"excerpt":{"rendered":"

                                Big Data \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu trong cu\u1ed9c c\u00e1ch m\u1ea1ng c\u00f4ng ngh\u1ec7 4.0 v\u00e0 s\u1ef1 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd c\u1ee7a Internet. V\u1edbi kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn, Big Data gi\u00fap c\u00e1c doanh nghi\u1ec7p hi\u1ec3u s\u00e2u h\u01a1n v\u1ec1 kh\u00e1ch h\u00e0ng c\u1ee7a m\u00ecnh, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh kinh doanh ch\u00ednh x\u00e1c v\u00e0 chi\u1ebfn l\u01b0\u1ee3c hi\u1ec7u qu\u1ea3.\u00a0 Trong b\u00e0i vi\u1ebft n\u00e0y hay c\u00f9ng Arito t\u00ecm hi\u1ec3u v\u1ec1 Big Data v\u00e0 c\u00e1ch n\u00f3 \u0111ang \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong doanh nghi\u1ec7p. 1. Big data l\u00e0 g\u00ec? Big Data l\u00e0 t\u1eadp h\u1ee3p\u2026<\/p>","protected":false},"author":9,"featured_media":13058,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13,310,309],"tags":[],"class_list":["post-13057","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-trong-nganh","category-chuyen-doi-so","category-quan-ly-dieu-hanh"],"blocksy_meta":"","_links":{"self":[{"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/posts\/13057","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/comments?post=13057"}],"version-history":[{"count":5,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/posts\/13057\/revisions"}],"predecessor-version":[{"id":13997,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/posts\/13057\/revisions\/13997"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/media\/13058"}],"wp:attachment":[{"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/media?parent=13057"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/categories?post=13057"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/tags?post=13057"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}