{"id":477103,"date":"2023-08-09T09:07:44","date_gmt":"2023-08-09T09:07:44","guid":{"rendered":""},"modified":"2023-09-05T11:14:02","modified_gmt":"2023-09-05T11:14:02","slug":"enterprise-data-hub","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/vn\/wiki\/enterprise-data-hub\/","title":{"rendered":"Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p"},"content":{"rendered":"<h2>Gi\u1edbi thi\u1ec7u<\/h2>\n<p>Trong th\u1ebf gi\u1edbi d\u1ef1a tr\u00ean d\u1eef li\u1ec7u ng\u00e0y nay, c\u00e1c t\u1ed5 ch\u1ee9c thu th\u1eadp l\u01b0\u1ee3ng th\u00f4ng tin kh\u1ed5ng l\u1ed3 t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau, c\u1ea3 b\u00ean trong v\u00e0 b\u00ean ngo\u00e0i. Qu\u1ea3n l\u00fd v\u00e0 khai th\u00e1c d\u1eef li\u1ec7u n\u00e0y m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 l\u00e0 r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c l\u1ee3i th\u1ebf c\u1ea1nh tranh. Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p (EDH) n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p h\u1ee3p nh\u1ea5t, l\u01b0u tr\u1eef, x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n kh\u00e1c nhau.<\/p>\n<h2>Ngu\u1ed3n g\u1ed1c v\u00e0 \u0111\u1ec1 c\u1eadp s\u1edbm<\/h2>\n<p>Kh\u00e1i ni\u1ec7m Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p b\u1eaft \u0111\u1ea7u h\u00ecnh th\u00e0nh v\u00e0o \u0111\u1ea7u nh\u1eefng n\u0103m 2000 khi c\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c \u0111\u00e1ng k\u1ec3 trong vi\u1ec7c x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng t\u0103ng. Kho d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng v\u00e0 trung t\u00e2m d\u1eef li\u1ec7u g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c \u0111\u1ed1i ph\u00f3 v\u1edbi s\u1ef1 \u0111a d\u1ea1ng, t\u1ed1c \u0111\u1ed9 v\u00e0 quy m\u00f4 c\u1ee7a D\u1eef li\u1ec7u l\u1edbn. Thu\u1eadt ng\u1eef \u201cTrung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p\u201d tr\u1edf n\u00ean n\u1ed5i b\u1eadt v\u1edbi s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a Apache Hadoop, m\u1ed9t khung x\u1eed l\u00fd v\u00e0 l\u01b0u tr\u1eef ph\u00e2n t\u00e1n ngu\u1ed3n m\u1edf v\u00e0o n\u0103m 2006. Hadoop \u0111\u00e3 \u0111\u1eb7t n\u1ec1n m\u00f3ng cho EDH b\u1eb1ng c\u00e1ch cung c\u1ea5p m\u1ed9t n\u1ec1n t\u1ea3ng c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c b\u1ed9 d\u1eef li\u1ec7u l\u1edbn.<\/p>\n<h2>Th\u00f4ng tin chi ti\u1ebft v\u1ec1 Enterprise Data Hub<\/h2>\n<p>Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p qu\u1ea3n l\u00fd d\u1eef li\u1ec7u t\u00edch h\u1ee3p \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 ch\u1ee9a c\u1ea3 d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac t\u1eeb nhi\u1ec1u ngu\u1ed3n. Kh\u00f4ng gi\u1ed1ng nh\u01b0 c\u00e1c kho d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng y\u00eau c\u1ea7u chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u t\u1ed1n k\u00e9m v\u00e0 c\u00e1c l\u01b0\u1ee3c \u0111\u1ed3 \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc, EDH \u00e1p d\u1ee5ng c\u00e1ch ti\u1ebfp c\u1eadn l\u01b0\u1ee3c \u0111\u1ed3 khi \u0111\u1ecdc. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c nh\u1eadp \u1edf d\u1ea1ng th\u00f4, sau \u0111\u00f3 \u0111\u01b0\u1ee3c c\u1ea5u tr\u00fac v\u00e0 ph\u00e2n t\u00edch sau \u0111\u00f3, mang l\u1ea1i t\u00ednh linh ho\u1ea1t v\u00e0 linh ho\u1ea1t cao h\u01a1n.<\/p>\n<p>Ki\u1ebfn tr\u00fac EDH th\u01b0\u1eddng bao g\u1ed3m c\u00e1c th\u00e0nh ph\u1ea7n sau:<\/p>\n<ol>\n<li>\n<p><strong>Nh\u1eadp d\u1eef li\u1ec7u<\/strong>: Nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u kh\u00e1c nhau \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u01a1 s\u1edf d\u1eef li\u1ec7u, t\u1ec7p nh\u1eadt k\u00fd, ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i, thi\u1ebft b\u1ecb IoT, v.v.<\/p>\n<\/li>\n<li>\n<p><strong>L\u01b0u tr\u1eef d\u1eef li\u1ec7u<\/strong>: D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong h\u1ec7 th\u1ed1ng t\u1ec7p ph\u00e2n t\u00e1n, ch\u1eb3ng h\u1ea1n nh\u01b0 H\u1ec7 th\u1ed1ng t\u1ec7p ph\u00e2n t\u00e1n Hadoop (HDFS), cung c\u1ea5p kh\u1ea3 n\u0103ng ch\u1ecbu l\u1ed7i v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng.<\/p>\n<\/li>\n<li>\n<p><strong>X\u1eed l\u00ed d\u1eef li\u1ec7u<\/strong>: EDH s\u1eed d\u1ee5ng c\u00e1c khung x\u1eed l\u00fd d\u1eef li\u1ec7u ph\u00e2n t\u00e1n nh\u01b0 Apache Spark ho\u1eb7c Apache Flink \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u song song.<\/p>\n<\/li>\n<li>\n<p><strong>Danh m\u1ee5c d\u1eef li\u1ec7u<\/strong>: \u0110\u1ec3 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho vi\u1ec7c kh\u00e1m ph\u00e1 v\u00e0 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u, EDH th\u01b0\u1eddng bao g\u1ed3m m\u1ed9t danh m\u1ee5c si\u00eau d\u1eef li\u1ec7u gi\u00fap t\u1ed5 ch\u1ee9c v\u00e0 m\u00f4 t\u1ea3 c\u00e1c b\u1ed9 d\u1eef li\u1ec7u c\u00f3 s\u1eb5n.<\/p>\n<\/li>\n<li>\n<p><strong>Truy c\u1eadp v\u00e0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u<\/strong>: Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 truy c\u1eadp v\u00e0 truy v\u1ea5n d\u1eef li\u1ec7u t\u1eeb Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p th\u00f4ng qua nhi\u1ec1u c\u00f4ng c\u1ee5 v\u00e0 n\u1ec1n t\u1ea3ng kh\u00e1c nhau. C\u00e1c c\u00f4ng c\u1ee5 kinh doanh th\u00f4ng minh v\u00e0 \u1ee9ng d\u1ee5ng tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u gi\u00fap ng\u01b0\u1eddi d\u00f9ng hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 d\u1eef li\u1ec7u.<\/p>\n<\/li>\n<\/ol>\n<h2>Ph\u00e2n t\u00edch c\u00e1c t\u00ednh n\u0103ng ch\u00ednh<\/h2>\n<p>Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p cung c\u1ea5p m\u1ed9t s\u1ed1 t\u00ednh n\u0103ng ch\u00ednh gi\u00fap n\u00f3 tr\u1edf th\u00e0nh m\u1ed9t gi\u1ea3i ph\u00e1p h\u1ea5p d\u1eabn cho nh\u1eefng th\u00e1ch th\u1ee9c v\u1ec1 d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i:<\/p>\n<ol>\n<li>\n<p><strong>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng<\/strong>: EDH c\u00f3 th\u1ec3 x\u1eed l\u00fd h\u00e0ng petabyte d\u1eef li\u1ec7u v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4 theo chi\u1ec1u ngang b\u1eb1ng c\u00e1ch th\u00eam nhi\u1ec1u n\u00fat h\u01a1n v\u00e0o c\u1ee5m, \u0111\u00e1p \u1ee9ng nhu c\u1ea7u d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a doanh nghi\u1ec7p.<\/p>\n<\/li>\n<li>\n<p><strong>Hi\u1ec7u qu\u1ea3 chi ph\u00ed<\/strong>: B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng ph\u1ea7n c\u1ee9ng h\u00e0ng h\u00f3a v\u00e0 c\u00f4ng ngh\u1ec7 ngu\u1ed3n m\u1edf, EDH cung c\u1ea5p gi\u1ea3i ph\u00e1p thay th\u1ebf hi\u1ec7u qu\u1ea3 v\u1ec1 m\u1eb7t chi ph\u00ed cho c\u00e1c gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng.<\/p>\n<\/li>\n<li>\n<p><strong>Uy\u1ec3n chuy\u1ec3n<\/strong>: C\u00e1ch ti\u1ebfp c\u1eadn l\u01b0\u1ee3c \u0111\u1ed3 khi \u0111\u1ecdc cho ph\u00e9p doanh nghi\u1ec7p l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u \u0111a d\u1ea1ng v\u00e0 \u0111ang ph\u00e1t tri\u1ec3n m\u00e0 kh\u00f4ng c\u1ea7n l\u1eadp m\u00f4 h\u00ecnh d\u1eef li\u1ec7u tr\u1ea3 tr\u01b0\u1edbc.<\/p>\n<\/li>\n<li>\n<p><strong>X\u1eed l\u00fd th\u1eddi gian th\u1ef1c<\/strong>: EDH c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 x\u1eed l\u00fd d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c, cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c ph\u00e2n t\u00edch d\u1eef li\u1ec7u khi d\u1eef li\u1ec7u \u0111\u1ebfn, gi\u00fap \u0111\u01b0a ra nh\u1eefng hi\u1ec3u bi\u1ebft v\u00e0 quy\u1ebft \u0111\u1ecbnh nhanh h\u01a1n.<\/p>\n<\/li>\n<li>\n<p><strong>Qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u<\/strong>: V\u1edbi danh m\u1ee5c si\u00eau d\u1eef li\u1ec7u v\u00e0 c\u00e1c bi\u1ec7n ph\u00e1p ki\u1ec3m so\u00e1t quy\u1ec1n truy c\u1eadp, EDH \u0111\u1ea3m b\u1ea3o qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u ph\u00f9 h\u1ee3p v\u00e0 tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh v\u1ec1 d\u1eef li\u1ec7u.<\/p>\n<\/li>\n<\/ol>\n<h2>C\u00e1c lo\u1ea1i trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p<\/h2>\n<p>Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i d\u1ef1a tr\u00ean m\u00f4 h\u00ecnh tri\u1ec3n khai c\u1ee7a ch\u00fang:<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>Ki\u1ec3u<\/strong><\/th>\n<th><strong>S\u1ef1 mi\u00eau t\u1ea3<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>EDH t\u1ea1i ch\u1ed7<\/td>\n<td>\u0110\u01b0\u1ee3c tri\u1ec3n khai trong trung t\u00e2m d\u1eef li\u1ec7u c\u1ee7a t\u1ed5 ch\u1ee9c, cung c\u1ea5p kh\u1ea3 n\u0103ng ki\u1ec3m so\u00e1t ho\u00e0n to\u00e0n c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng.<\/td>\n<\/tr>\n<tr>\n<td>EDH d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y<\/td>\n<td>\u0110\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y, cung c\u1ea5p kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, gi\u1ea3m b\u1ea3o tr\u00ec v\u00e0 \u0111\u1ecbnh gi\u00e1 thanh to\u00e1n theo m\u1ee9c s\u1eed d\u1ee5ng.<\/td>\n<\/tr>\n<tr>\n<td>EDH lai<\/td>\n<td>S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa tri\u1ec3n khai t\u1ea1i ch\u1ed7 v\u00e0 \u0111\u00e1m m\u00e2y, cung c\u1ea5p c\u00e1c t\u00f9y ch\u1ecdn linh ho\u1ea1t v\u00e0 v\u1ecb tr\u00ed d\u1eef li\u1ec7u.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>C\u00e1ch s\u1eed d\u1ee5ng Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p v\u00e0 gi\u1ea3i ph\u00e1p cho v\u1ea5n \u0111\u1ec1<\/h2>\n<p>Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p t\u00ecm th\u1ea5y \u1ee9ng d\u1ee5ng trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau:<\/p>\n<ol>\n<li>\n<p><strong>Th\u00f4ng minh v\u00e0 ph\u00e2n t\u00edch kinh doanh<\/strong>: EDH trao quy\u1ec1n cho c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u1ec3 r\u00fat ra nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng t\u1eeb d\u1eef li\u1ec7u c\u1ee7a h\u1ecd, gi\u00fap \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n.<\/p>\n<\/li>\n<li>\n<p><strong>Khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 h\u1ecdc m\u00e1y<\/strong>: C\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng kho d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 c\u1ee7a EDH \u0111\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y ph\u1ee9c t\u1ea1p.<\/p>\n<\/li>\n<li>\n<p><strong>Ch\u1ebf \u0111\u1ed9 xem 360 c\u1ee7a kh\u00e1ch h\u00e0ng<\/strong>: B\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u \u0111i\u1ec3m ti\u1ebfp x\u00fac kh\u00e1ch h\u00e0ng kh\u00e1c nhau, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1ea1o ra c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n v\u1ec1 h\u00e0nh vi v\u00e0 s\u1edf th\u00edch c\u1ee7a kh\u00e1ch h\u00e0ng.<\/p>\n<\/li>\n<li>\n<p><strong>Ph\u00e2n t\u00edch nh\u1eadt k\u00fd v\u00e0 s\u1ef1 ki\u1ec7n<\/strong>: EDH cho ph\u00e9p ph\u00e2n t\u00edch t\u1ec7p nh\u1eadt k\u00fd v\u00e0 d\u1eef li\u1ec7u s\u1ef1 ki\u1ec7n, gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c theo d\u00f5i t\u00ecnh tr\u1ea1ng h\u1ec7 th\u1ed1ng v\u00e0 ph\u00e1t hi\u1ec7n c\u00e1c \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng.<\/p>\n<\/li>\n<\/ol>\n<p>Tuy nhi\u00ean, trong khi tri\u1ec3n khai EDH, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 g\u1eb7p ph\u1ea3i nh\u1eefng th\u00e1ch th\u1ee9c nh\u01b0 v\u1ea5n \u0111\u1ec1 v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u, s\u1ef1 ph\u1ee9c t\u1ea1p trong t\u00edch h\u1ee3p d\u1eef li\u1ec7u v\u00e0 \u0111\u1ea3m b\u1ea3o b\u1ea3o m\u1eadt d\u1eef li\u1ec7u. C\u00e1c ch\u00ednh s\u00e1ch qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd, l\u1eadp h\u1ed3 s\u01a1 d\u1eef li\u1ec7u v\u00e0 quy tr\u00ecnh l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 gi\u1ea3i quy\u1ebft nh\u1eefng m\u1ed1i lo ng\u1ea1i n\u00e0y.<\/p>\n<h2>\u0110\u1eb7c \u0111i\u1ec3m ch\u00ednh v\u00e0 so s\u00e1nh<\/h2>\n<table>\n<thead>\n<tr>\n<th><strong>\u0110\u1eb7c tr\u01b0ng<\/strong><\/th>\n<th><strong>Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p<\/strong><\/th>\n<th><strong>Kho d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>D\u1eef li\u1ec7u \u0111a d\u1ea1ng<\/td>\n<td>X\u1eed l\u00fd d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u1ea5u tr\u00fac<\/td>\n<td>Ch\u1ee7 y\u1ebfu x\u1eed l\u00fd d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac<\/td>\n<\/tr>\n<tr>\n<td>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng<\/td>\n<td>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao v\u00e0 h\u1ed7 tr\u1ee3 D\u1eef li\u1ec7u l\u1edbn<\/td>\n<td>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng h\u1ea1n ch\u1ebf cho c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn<\/td>\n<\/tr>\n<tr>\n<td>L\u01b0\u1ee3c \u0111\u1ed3 d\u1eef li\u1ec7u<\/td>\n<td>C\u00e1ch ti\u1ebfp c\u1eadn l\u01b0\u1ee3c \u0111\u1ed3 khi \u0111\u1ecdc<\/td>\n<td>C\u00e1ch ti\u1ebfp c\u1eadn l\u01b0\u1ee3c \u0111\u1ed3 khi ghi<\/td>\n<\/tr>\n<tr>\n<td>Chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u<\/td>\n<td>Th\u1ef1c hi\u1ec7n trong qu\u00e1 tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u<\/td>\n<td>Th\u1ef1c hi\u1ec7n trong qu\u00e1 tr\u00ecnh t\u1ea3i d\u1eef li\u1ec7u<\/td>\n<\/tr>\n<tr>\n<td>Tr\u1ecb gi\u00e1<\/td>\n<td>Ti\u1ebft ki\u1ec7m chi ph\u00ed nh\u1edd c\u00f4ng ngh\u1ec7 ngu\u1ed3n m\u1edf<\/td>\n<td>Chi ph\u00ed cao h\u01a1n do c\u00f4ng ngh\u1ec7 \u0111\u1ed9c quy\u1ec1n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Quan \u0111i\u1ec3m v\u00e0 c\u00f4ng ngh\u1ec7 t\u01b0\u01a1ng lai<\/h2>\n<p>T\u01b0\u01a1ng lai c\u1ee7a Enterprise Data Hub c\u00f3 nh\u1eefng b\u01b0\u1edbc ph\u00e1t tri\u1ec3n \u0111\u1ea7y h\u1ee9a h\u1eb9n. Khi d\u1eef li\u1ec7u ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n theo c\u1ea5p s\u1ed1 nh\u00e2n, c\u00e1c gi\u1ea3i ph\u00e1p EDH s\u1ebd c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n \u0111\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c trong vi\u1ec7c khai th\u00e1c gi\u00e1 tr\u1ecb t\u1eeb t\u00e0i s\u1ea3n d\u1eef li\u1ec7u c\u1ee7a h\u1ecd. C\u00e1c c\u00f4ng ngh\u1ec7 trong t\u01b0\u01a1ng lai c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o:<\/p>\n<ol>\n<li>\n<p><strong>Ph\u00e2n t\u00edch th\u1eddi gian th\u1ef1c<\/strong>: N\u00e2ng cao kh\u1ea3 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c \u0111\u1ec3 h\u1ed7 tr\u1ee3 nh\u1eefng hi\u1ec3u bi\u1ebft v\u00e0 h\u00e0nh \u0111\u1ed9ng t\u1ee9c th\u1eddi.<\/p>\n<\/li>\n<li>\n<p><strong>T\u00edch h\u1ee3p AI<\/strong>: T\u00edch h\u1ee3p c\u00e1c kh\u1ea3 n\u0103ng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong EDH \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 ra quy\u1ebft \u0111\u1ecbnh.<\/p>\n<\/li>\n<li>\n<p><strong>\u0110i\u1ec7n to\u00e1n bi\u00ean<\/strong>: M\u1edf r\u1ed9ng EDH \u0111\u1ebfn r\u00eca m\u1ea1ng, cho ph\u00e9p x\u1eed l\u00fd d\u1eef li\u1ec7u g\u1ea7n h\u01a1n v\u1edbi ngu\u1ed3n d\u1eef li\u1ec7u, \u0111i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch cho c\u00e1c \u1ee9ng d\u1ee5ng IoT.<\/p>\n<\/li>\n<\/ol>\n<h2>Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p v\u00e0 m\u00e1y ch\u1ee7 proxy<\/h2>\n<p>Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p v\u00e0 M\u00e1y ch\u1ee7 proxy l\u00e0 nh\u1eefng kh\u00e1i ni\u1ec7m ri\u00eang bi\u1ec7t nh\u01b0ng c\u00f3 th\u1ec3 c\u00f3 li\u00ean quan v\u1edbi nhau trong m\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng nh\u1ea5t \u0111\u1ecbnh. M\u00e1y ch\u1ee7 proxy \u0111\u00f3ng vai tr\u00f2 trung gian gi\u1eefa ng\u01b0\u1eddi d\u00f9ng v\u00e0 internet, t\u0103ng c\u01b0\u1eddng b\u1ea3o m\u1eadt, quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 hi\u1ec7u su\u1ea5t. Trong c\u00e1c tr\u01b0\u1eddng h\u1ee3p t\u1ed5 ch\u1ee9c c\u1ea7n qu\u1ea3n l\u00fd v\u00e0 x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n, M\u00e1y ch\u1ee7 proxy c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c tri\u1ec3n khai \u0111\u1ec3 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho vi\u1ec7c truy\u1ec1n d\u1eef li\u1ec7u an to\u00e0n gi\u1eefa Internet v\u00e0 Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p.<\/p>\n<h2>Li\u00ean k\u1ebft li\u00ean quan<\/h2>\n<p>\u0110\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin v\u1ec1 Enterprise Data Hub, b\u1ea1n c\u00f3 th\u1ec3 kh\u00e1m ph\u00e1 c\u00e1c t\u00e0i nguy\u00ean sau:<\/p>\n<ol>\n<li><a href=\"https:\/\/hadoop.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">Trang web ch\u00ednh th\u1ee9c c\u1ee7a Apache Hadoop<\/a><\/li>\n<li><a href=\"https:\/\/spark.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">Trang web ch\u00ednh th\u1ee9c c\u1ee7a Apache Spark<\/a><\/li>\n<li><a href=\"https:\/\/flink.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">Trang web ch\u00ednh th\u1ee9c c\u1ee7a Apache Flink<\/a><\/li>\n<li><a href=\"https:\/\/www.datagovernance.com\/\" target=\"_new\" rel=\"noopener nofollow\">C\u00e1c ph\u01b0\u01a1ng ph\u00e1p hay nh\u1ea5t v\u1ec1 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u<\/a><\/li>\n<li><a href=\"https:\/\/www.edgecomputingworld.com\/\" target=\"_new\" rel=\"noopener nofollow\">\u0110i\u1ec7n to\u00e1n IoT v\u00e0 bi\u00ean<\/a><\/li>\n<\/ol>\n<h2>Ph\u1ea7n k\u1ebft lu\u1eadn<\/h2>\n<p>Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p \u0111\u00f3ng vai tr\u00f2 l\u00e0 gi\u1ea3i ph\u00e1p qu\u1ea3n l\u00fd d\u1eef li\u1ec7u to\u00e0n di\u1ec7n, trao quy\u1ec1n cho c\u00e1c t\u1ed5 ch\u1ee9c gi\u1ea3i quy\u1ebft c\u00e1c th\u00e1ch th\u1ee9c do D\u1eef li\u1ec7u l\u1edbn \u0111\u1eb7t ra. V\u1edbi ki\u1ebfn tr\u00fac c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng, linh ho\u1ea1t v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed, EDH \u0111\u00e3 tr\u1edf th\u00e0nh t\u00e0i s\u1ea3n qu\u00fd gi\u00e1 cho c\u00e1c doanh nghi\u1ec7p \u0111ang t\u00ecm c\u00e1ch hi\u1ec3u s\u00e2u h\u01a1n v\u1ec1 d\u1eef li\u1ec7u c\u1ee7a h\u1ecd v\u00e0 lu\u00f4n d\u1eabn \u0111\u1ea7u trong b\u1ed1i c\u1ea3nh k\u1ef9 thu\u1eadt s\u1ed1 \u0111ang ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng. Khi c\u00f4ng ngh\u1ec7 ti\u1ebfn b\u1ed9, ch\u00fang ta c\u00f3 th\u1ec3 mong \u0111\u1ee3i Trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p s\u1ebd ti\u1ebfp t\u1ee5c h\u00e0nh tr\u00ecnh tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 kh\u00f4ng th\u1ec3 thi\u1ebfu cho c\u00e1c doanh nghi\u1ec7p tr\u00ean to\u00e0n th\u1ebf gi\u1edbi.<\/p>","protected":false},"featured_media":468312,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477103","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Enterprise Data Hub: The Comprehensive Data Solution<\/mark>","faq_items":[{"question":"What is an Enterprise Data Hub?","answer":"<p>An Enterprise Data Hub (EDH) is a comprehensive data management solution that allows businesses to consolidate, store, process, and analyze large volumes of data from various sources, both structured and unstructured. Unlike traditional data warehouses, EDH adopts a schema-on-read approach, providing greater flexibility and agility in handling diverse data.<\/p>"},{"question":"How did the concept of Enterprise Data Hub originate?","answer":"<p>The concept of Enterprise Data Hub began to take shape in the early 2000s, as organizations faced challenges in managing massive data volumes. The term gained prominence with the emergence of Apache Hadoop in 2006, an open-source distributed storage and processing framework that provided a scalable and cost-effective platform for Big Data.<\/p>"},{"question":"What are the key features of an Enterprise Data Hub?","answer":"<p>The key features of an Enterprise Data Hub include scalability, cost-effectiveness, flexibility, real-time processing, and robust data governance. EDH can handle petabytes of data and scale horizontally, making it a cost-efficient alternative to traditional data warehouses.<\/p>"},{"question":"What types of Enterprise Data Hub exist?","answer":"<p>There are three main types of Enterprise Data Hubs: On-Premises EDH, Cloud-based EDH, and Hybrid EDH. On-Premises EDH is deployed within an organization's data center, offering complete control over infrastructure. Cloud-based EDH is hosted on a cloud platform, providing scalability and reduced maintenance. Hybrid EDH combines on-premises and cloud deployments, offering flexibility and data locality options.<\/p>"},{"question":"How can Enterprise Data Hub be used?","answer":"<p>Enterprise Data Hubs find applications in various domains, including business intelligence and analytics, data science and machine learning, customer 360 view, and log and event analysis. They empower organizations to make informed decisions and gain valuable insights from their data.<\/p>"},{"question":"What challenges can arise in using an Enterprise Data Hub?","answer":"<p>Implementing an EDH may present challenges such as data quality issues, data integration complexities, and ensuring data security. To address these concerns, organizations should establish robust data governance policies and implement data profiling and cleansing processes.<\/p>"},{"question":"What are the future perspectives and technologies related to Enterprise Data Hub?","answer":"<p>The future of Enterprise Data Hubs holds promising developments, with a focus on real-time analytics, AI integration, and edge computing. These advancements will enable faster insights and more efficient data processing.<\/p>"},{"question":"How are proxy servers associated with Enterprise Data Hub?","answer":"<p>Proxy servers and Enterprise Data Hubs are distinct concepts, but they can be associated in certain scenarios. Proxy servers act as intermediaries between users and the internet, enhancing security and performance. In the context of an EDH, a Proxy Server can facilitate secure data transfer between the internet and the data hub, improving data privacy and access control.<\/p>"},{"question":"Where can I find more information about Enterprise Data Hub?","answer":"<p>For more information about Enterprise Data Hub, you can explore the following resources:<\/p><ol><li><a href=\"https:\/\/hadoop.apache.org\/\" target=\"_new\">Apache Hadoop Official Website<\/a><\/li><li><a href=\"https:\/\/spark.apache.org\/\" target=\"_new\">Apache Spark Official Website<\/a><\/li><li><a href=\"https:\/\/flink.apache.org\/\" target=\"_new\">Apache Flink Official Website<\/a><\/li><li><a href=\"https:\/\/www.datagovernance.com\/\" target=\"_new\">Data Governance Best Practices<\/a><\/li><li><a href=\"https:\/\/www.edgecomputingworld.com\/\" target=\"_new\">IoT and Edge Computing<\/a><\/li><\/ol>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/477103","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/477103\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media\/468312"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media?parent=477103"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}