{"id":110040,"date":"2021-08-07T16:58:52","date_gmt":"2021-08-07T09:58:52","guid":{"rendered":"https:\/\/tino.org\/?p=2775"},"modified":"2021-08-07T16:58:52","modified_gmt":"2021-08-07T09:58:52","slug":"data-lake-la-gi","status":"publish","type":"post","link":"https:\/\/tino.vn\/blog\/data-lake-la-gi\/","title":{"rendered":"Data lake l\u00e0 g\u00ec? So s\u00e1nh Data lake v\u1edbi Data warehouse"},"content":{"rendered":"\n<p><strong>Th\u00e1ch th\u1ee9c c\u1ee7a ng\u01b0\u1eddi d\u00f9ng tr\u01b0\u1edbc th\u1eddi \u0111\u1ea1i k\u1ef9 thu\u1eadt s\u1ed1 l\u00e0 t\u00ecm c\u00e1ch <a href=\"https:\/\/tino.vn\/blog\/so-hoa-tai-lieu-luu-tru\/\" target=\"_blank\" data-type=\"URL\" data-id=\"https:\/\/tino.vn\/blog\/so-hoa-tai-lieu-luu-tru\/\" rel=\"noreferrer noopener\">l\u01b0u tr\u1eef d\u1eef li\u1ec7u<\/a>, nh\u1ea5t l\u00e0 d\u1eef li\u1ec7u d\u1ea1ng th\u00f4. V\u1edbi s\u1ef1 ra \u0111\u1eddi c\u1ee7a Data lake, tr\u1edf ng\u1ea1i \u0111\u00f3 \u0111\u00e3 ho\u00e0n to\u00e0n b\u1ecb lo\u1ea1i b\u1ecf.<\/strong> <\/p>\n\n\n\n<h2 id=\"Data_lake_l\u00e0_g\u00ec?\"><a id=\"post-2775-_1ugok124j6pt\"><\/a><strong>Data lake l\u00e0 g\u00ec?<\/strong><\/h2>\n\n\n\n<h3 id=\"\u0110\u1ecbnh_ngh\u0129a_v\u1ec1_Data_lake\"><a id=\"post-2775-_oqjl9e8vwr63\"><\/a><strong>\u0110\u1ecbnh ngh\u0129a v\u1ec1 Data lake<\/strong><\/h3>\n\n\n\n<p>\n  Data lake (t\u1ea1m d\u1ecbch: <em>h\u1ed3 d\u1eef li\u1ec7u<\/em>) l\u00e0 n\u01a1i ch\u1ee9a m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau. \u0110\u00f3 c\u00f3 th\u1ec3 l\u00e0 d\u1eef li\u1ec7u th\u00f4 v\u00e0 chi ti\u1ebft ho\u1eb7c d\u1eef li\u1ec7u c\u1ea5u tr\u00fac, b\u00e1n c\u1ea5u tr\u00fac ho\u1eb7c phi c\u1ea5u tr\u00fac. \u0110i\u1ec1u n\u00e0y \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n s\u1ebd c\u00f3 \u0111\u1ecbnh d\u1ea1ng linh ho\u1ea1t h\u01a1n. Nh\u1edd \u0111\u00f3, ch\u00fang v\u1eabn s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong t\u01b0\u01a1ng lai.\n<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/06\/1_word-image-20.png\" alt=\"data-lake-la-gi\" class=\"wp-image-2779\" width=\"700\" title=\"\"><\/figure><\/div>\n\n\n\n<p>   Thu\u1eadt ng\u1eef \u201cData lake\u201d hay \u201ch\u1ed3 d\u1eef li\u1ec7u\u201d \u0111\u01b0\u1ee3c \u0111\u1eb7t b\u1edfi James Dixon &#8211; m\u1ed9t CTO t\u00e0i n\u0103ng c\u1ee7a Pentaho. \u0110\u00e2y l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p m\u1edbi m\u1ebb, tr\u00e1i ng\u01b0\u1ee3c v\u1edbi h\u1ec7 th\u1ed1ng Data warehouse (kho d\u1eef li\u1ec7u) truy\u1ec1n th\u1ed1ng. <\/p>\n\n\n\n<p>   Tr\u00ean th\u1ef1c t\u1ebf, vi\u1ec7c l\u01b0u tr\u1eef d\u1eef li\u1ec7u t\u1ea1i Data lake c\u00f3 t\u1ed1c \u0111\u1ed9 truy xu\u1ea5t nhanh h\u01a1n v\u00ec Data lake s\u1ebd li\u00ean k\u1ebft d\u1eef li\u1ec7u v\u1edbi s\u1ed1 nh\u1eadn d\u1ea1ng v\u00e0 th\u1ebb si\u00eau d\u1eef li\u1ec7u. Hi\u1ec7n nay, Data lake ng\u00e0y c\u00e0ng \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng \u0111\u1ed1i v\u1edbi ng\u01b0\u1eddi d\u00f9ng, nh\u1ea5t l\u00e0 trong l\u0129nh v\u1ef1c kinh doanh v\u00e0 c\u00f4ng ngh\u1ec7. <\/p>\n\n\n\n<h3 id=\"V\u00ec_sao_n\u00ean_s\u1eed_d\u1ee5ng_Data_lake?\"><a id=\"post-2775-_51d7gyh1m1rq\"><\/a><strong>V\u00ec sao n\u00ean s\u1eed d\u1ee5ng Data lake?<\/strong><\/h3>\n\n\n\n<p>   Data lake l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p h\u1eefu hi\u1ec7u \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3. Vi\u1ec7c x\u00e2y d\u1ef1ng Data lake gi\u00fap ng\u01b0\u1eddi d\u00f9ng ki\u1ec3m so\u00e1t d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh d\u1ec5 d\u00e0ng h\u01a1n. B\u00ean c\u1ea1nh \u0111\u00f3, m\u1ed9t s\u1ed1 l\u00fd do b\u1ea1n n\u00ean s\u1eed d\u1ee5ng Data lake l\u00e0: <\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<ul class=\"wp-block-list\"><li>H\u1ed3 d\u1eef li\u1ec7u gi\u00fap t\u0103ng l\u1ee3i th\u1ebf c\u1ea1nh tranh cho doanh nghi\u1ec7p th\u1ef1c hi\u1ec7n   <\/li><li>Cung c\u1ea5p c\u00e1i nh\u00ecn tr\u1ef1c quan, \u0111a di\u1ec7n v\u1ec1 kh\u00e1ch h\u00e0ng v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u ng\u01b0\u1eddi d\u00f9ng hi\u1ec7u qu\u1ea3   <\/li><li>\u00c1p d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p th\u00f4ng minh nh\u01b0: <a href=\"https:\/\/tino.vn\/blog\/machine-learning-la-gi\/\" target=\"_blank\" data-type=\"URL\" data-id=\"https:\/\/tino.vn\/blog\/machine-learning-la-gi\/\" rel=\"noreferrer noopener\">Learning Machine (h\u1ecdc m\u00e1y)<\/a> v\u00e0 <a href=\"https:\/\/tino.vn\/blog\/tri-tue-nhan-tao-ai-la-gi\/\" target=\"_blank\" data-type=\"URL\" data-id=\"https:\/\/tino.vn\/blog\/tri-tue-nhan-tao-ai-la-gi\/\" rel=\"noreferrer noopener\">AI (tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o)<\/a> \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c h\u01a1n   <\/li><li>Mang l\u1ea1i t\u1ed1c \u0111\u1ed9 truy xu\u1ea5t nhanh ch\u00f3ng cho ng\u01b0\u1eddi d\u00f9ng   <\/li><li>Gia t\u0103ng kh\u1ed1i l\u01b0\u1ee3ng, ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 si\u00eau d\u1eef li\u1ec7u. T\u1eeb \u0111\u00f3, Data lake th\u00fac \u0111\u1ea9y t\u00ednh ch\u00ednh x\u00e1c c\u1ee7a qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u   <\/li><li>S\u1edf h\u1eefu c\u00f4ng c\u1ee5 m\u1edbi nh\u01b0 Hadoop gi\u00fap vi\u1ec7c l\u01b0u tr\u1eef th\u00f4ng tin kh\u00e1c nhau tr\u1edf n\u00ean d\u1ec5 d\u00e0ng   <\/li><li>V\u1edbi Data lake, ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng c\u1ea7n m\u00f4 h\u00ecnh h\u00f3a d\u1eef li\u1ec7u th\u00e0nh m\u1ed9t l\u01b0\u1ee3c \u0111\u1ed3 to\u00e0n doanh nghi\u1ec7p ph\u1ee9c t\u1ea1p   <\/li><\/ul>\n<\/div><\/div>\n\n\n\n<h3 id=\"\u01afu_\u0111i\u1ec3m_v\u00e0_h\u1ea1n_ch\u1ebf_khi_s\u1eed_d\u1ee5ng_Data_lake\"><a id=\"post-2775-_uisw92ahegp7\"><\/a><strong>\u01afu \u0111i\u1ec3m v\u00e0 h\u1ea1n ch\u1ebf khi s\u1eed d\u1ee5ng Data lake<\/strong><\/h3>\n\n\n\n<h4 id=\"\u01afu_\u0111i\u1ec3m\"><a id=\"post-2775-_5oo29n1pfms1\"><\/a><strong>\u01afu \u0111i\u1ec3m<\/strong><\/h4>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<ul class=\"wp-block-list\"><li>M\u1ecdi ng\u01b0\u1eddi d\u00f9ng \u0111\u1ec1u c\u00f3 quy\u1ec1n truy c\u1eadp linh ho\u1ea1t v\u00e0o d\u1eef li\u1ec7u mong mu\u1ed1n   <\/li><li>C\u00f3 kh\u1ea3 n\u0103ng t\u1eadp trung c\u00e1c ngu\u1ed3n th\u00f4ng tin, d\u1eef li\u1ec7u kh\u00e1c nhau   <\/li><li>Th\u00edch \u1ee9ng nhanh v\u1edbi nh\u1eefng bi\u1ebfn \u0111\u1ed5i m\u1edbi   <\/li><li>Gi\u1ea3m thi\u1ec3u chi ph\u00ed s\u1edf h\u1eefu d\u00e0i h\u1ea1n   <\/li><li>Mang l\u1ea1i gi\u00e1 tr\u1ecb t\u1eeb nh\u1eefng lo\u1ea1i d\u1eef li\u1ec7u kh\u00f4ng gi\u1edbi h\u1ea1n   <\/li><li>Cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng l\u01b0u tr\u1eef kinh t\u1ebf c\u00e1c t\u1ec7p   <\/li><li>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao v\u00e0 mang l\u1ea1i hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed   <\/li><li>H\u1ed7 tr\u1ee3 t\u00ednh n\u0103ng ph\u00e2n t\u00edch n\u00e2ng cao, qu\u00e1 tr\u00ecnh ion h\u00f3a s\u1ea3n ph\u1ea9m   <\/li><\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/06\/3_word-image-96.jpg\" alt=\"data-lake-la-gi\" class=\"wp-image-2781\" title=\"\"><\/figure><\/div>\n\n\n\n<h4 id=\"H\u1ea1n_ch\u1ebf\"><a id=\"post-2775-_9qtrc6n2r534\"><\/a><strong>H\u1ea1n ch\u1ebf<\/strong><\/h4>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<ul class=\"wp-block-list\"><li>Ph\u00e1t sinh nhi\u1ec1u r\u1ee7i ro trong qu\u00e1 tr\u00ecnh x\u00e2y d\u1ef1ng Data lake   <\/li><li>T\u00ednh b\u1ea3o m\u1eadt v\u00e0 ki\u1ec3m so\u00e1t quy\u1ec1n truy c\u1eadp ch\u01b0a cao, d\u1ec5 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn c\u00e1c d\u1eef li\u1ec7u ri\u00eang t\u01b0 v\u00e0 c\u00f3 nhu c\u1ea7u ph\u00e1p l\u00fd   <\/li><\/ul>\n<\/div><\/div>\n\n\n\n<h2 id=\"So_s\u00e1nh_Data_lake_v\u1edbi_Data_warehouse\"><a id=\"post-2775-_kahw3aehu29e\"><\/a><strong>So s\u00e1nh Data lake v\u1edbi Data warehouse<\/strong><\/h2>\n\n\n\n<h3 id=\"Gi\u1ed1ng_nhau\"><a id=\"post-2775-_o6dpcgmeb1oi\"><\/a><strong>Gi\u1ed1ng nhau<\/strong><\/h3>\n\n\n\n<p>   V\u1ec1 c\u01a1 b\u1ea3n, gi\u1eefa Data lake v\u00e0 Data warehouse \u0111\u1ec1u c\u00f3 c\u00f9ng m\u1ed9t m\u1ee5c ti\u00eau n\u00ean nhi\u1ec1u ng\u01b0\u1eddi th\u01b0\u1eddng \u0111\u00e1nh \u0111\u1ed3ng hai kh\u00e1i ni\u1ec7m n\u00e0y v\u1edbi nhau: <\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<ul class=\"wp-block-list\"><li>C\u1ea3 Data lake v\u00e0 Data warehouse \u0111\u1ec1u l\u00e0 kho l\u01b0u tr\u1eef h\u1ee3p nh\u1ea5t c\u00e1c kho d\u1eef li\u1ec7u kh\u00e1c trong m\u1ed9t t\u1ed5 ch\u1ee9c   <\/li><li>M\u1ee5c ti\u00eau chung c\u1ee7a c\u1ea3 hai l\u00e0 t\u1ea1o ra m\u1ed9t kho l\u01b0u tr\u1eef nh\u1ea5t \u0111\u1ecbnh v\u00e0 cung c\u1ea5p d\u1eef li\u1ec7u cho c\u00e1c \u1ee9ng d\u1ee5ng kh\u00e1c nhau.   <\/li><\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/06\/2_word-image-21.png\" alt=\"data-lake-la-gi\" class=\"wp-image-2783\" width=\"700\" title=\"\"><\/figure><\/div>\n\n\n\n<h3 id=\"Kh\u00e1c_nhau\"><a id=\"post-2775-_fg7rp7ga5jgn\"><\/a><strong>Kh\u00e1c nhau<\/strong><\/h3>\n\n\n\n<h4 id=\"C\u00f4ng_ngh\u1ec7_s\u1eed_d\u1ee5ng\"><a id=\"post-2775-_wzgi0joejv1n\"><\/a><strong>C\u00f4ng ngh\u1ec7 s\u1eed d\u1ee5ng<\/strong><\/h4>\n\n\n\n<p>   \u0110i\u1ec3m kh\u00e1c bi\u1ec7t \u0111\u1ea7u ti\u00ean gi\u1eefa Data lake v\u00e0 Data warehouse l\u00e0 c\u00f4ng ngh\u1ec7 s\u1eed d\u1ee5ng \u0111\u1ec3 l\u01b0u tr\u1eef d\u1eef li\u1ec7u. <\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Data lake<\/strong>: C\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7 \u0111\u01b0\u1ee3c \u0111\u1eb7t trong m\u00f4i tr\u01b0\u1eddng Hadoop ho\u1eb7c m\u1ed9t kho d\u1eef li\u1ec7u l\u1edbn n\u00e0o \u0111\u00f3 <\/li><li><strong>Data warehouse<\/strong>: C\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7 \u0111\u01b0\u1ee3c \u0111\u1eb7t t\u1ea1i m\u00e1y ch\u1ee7 c\u1ee7a doanh nghi\u1ec7p ho\u1eb7c Cloud <\/li><\/ul>\n\n\n\n<h4 id=\"Ngu\u1ed3n_d\u1eef_li\u1ec7u\"><a id=\"post-2775-_iqlgchisikvz\"><\/a><strong>Ngu\u1ed3n d\u1eef li\u1ec7u<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Data lake<\/strong>: Nh\u1eadn t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u t\u1eeb nh\u1eefng thi\u1ebft b\u1ecb IoT, \u1ee9ng d\u1ee5ng di \u0111\u1ed9ng, h\u1ed3 s\u01a1 c\u1ee7a doanh nghi\u1ec7p, ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i <\/li><li><strong>Data warehouse<\/strong>: C\u00e1c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t t\u1eeb c\u00e1c \u1ee9ng d\u1ee5ng x\u1eed l\u00fd giao d\u1ecbch tr\u1ef1c tuy\u1ebfn. Nh\u1edd \u0111\u00f3, ch\u00fang c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 truy v\u1ea5n ph\u00e2n t\u00edch ho\u1ea1t \u0111\u1ed9ng kinh doanh hi\u1ec7u qu\u1ea3. <\/li><\/ul>\n\n\n\n<h4 id=\"Ng\u01b0\u1eddi_s\u1eed_d\u1ee5ng\"><a id=\"post-2775-_x2rrxm9em8s3\"><\/a><strong>Ng\u01b0\u1eddi s\u1eed d\u1ee5ng<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Data lake<\/strong>: ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c c\u1ea7n m\u1ed9t kho l\u01b0u tr\u1eef d\u1eef li\u1ec7u l\u1edbn. Data lake ch\u1ee9a c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u \u0111a d\u1ea1ng. Do \u0111\u00f3, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p ch\u00fang v\u1edbi c\u00e1c d\u1eef li\u1ec7u kh\u00e1c nhau \u0111\u1ec3 th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch chuy\u00ean s\u00e2u. <\/li><li><strong>Data warehouse<\/strong>: So v\u1edbi Data lake, kho d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn h\u01a1n v\u1edbi c\u00e1c doanh nghi\u1ec7p v\u00e0 ng\u01b0\u1eddi d\u00f9ng c\u00e1 nh\u00e2n. Gi\u1ea3i ph\u00e1p n\u00e0y \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c c\u00e1c nhu c\u1ea7u \u0111\u01a1n gi\u1ea3n nh\u01b0: b\u00e1o c\u00e1o s\u1ed1 li\u1ec7u, hi\u1ec7u su\u1ea5t, th\u1ed1ng k\u00ea d\u1eef li\u1ec7u,&#8230; \u0110\u1ed3ng th\u1eddi, data warehouse c\u00f3 c\u1ea5u tr\u00fac kh\u00e1 ch\u1eb7t ch\u1ebd n\u00ean \u0111\u00e1p \u1ee9ng t\u1ed1t quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a doanh nghi\u1ec7p. <\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/06\/2_word-image-22.png\" alt=\"data-lake-la-gi\" class=\"wp-image-2785\" width=\"700\" title=\"\"><\/figure><\/div>\n\n\n\n<h4 id=\"Ch\u1ea5t_l\u01b0\u1ee3ng_d\u1eef_li\u1ec7u\"><a id=\"post-2775-_tvg6sk3e1elz\"><\/a><strong>Ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Data lake<\/strong>: Do d\u1eef li\u1ec7u t\u1ea1i data c\u00f3 th\u1ec3 \u0111\u1ebfn t\u1eeb b\u1ea5t k\u1ef3 ngu\u1ed3n n\u00e0o n\u00ean \u0111\u1ed9 tin c\u1eady c\u1ee7a ch\u00fang k\u00e9m h\u01a1n so v\u1edbi kho d\u1eef li\u1ec7u. <\/li><li><strong>Data warehouse<\/strong>: D\u1eef li\u1ec7u ch\u01b0a trong Data warehouse th\u01b0\u1eddng \u0111\u00e3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd tr\u01b0\u1edbc khi l\u01b0u tr\u1eef. V\u1eady n\u00ean, \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 tin c\u1eady c\u1ee7a ch\u00fang cao h\u01a1n h\u1ed3 d\u1eef li\u1ec7u. <\/li><\/ul>\n\n\n\n<h4 id=\"T\u00ednh_b\u1ea3o_m\u1eadt\"><a id=\"post-2775-_1sky3tywpm3\"><\/a><strong>T\u00ednh b\u1ea3o m\u1eadt<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Data lake<\/strong>: T\u00ednh b\u1ea3o m\u1eadt v\u00e0 ki\u1ec3m so\u00e1t ng\u01b0\u1eddi d\u00f9ng th\u1ea5p <\/li><li><strong>Data warehouse<\/strong>: C\u00e1c ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o m\u1eadt c\u1ee7a kho d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 v\u00e0 an to\u00e0n h\u01a1n  <\/li><\/ul>\n\n\n\n<h4 id=\"T\u1ed1c_\u0111\u1ed9\"><a id=\"post-2775-_t9o7v21pgw5d\"><\/a><strong>T\u1ed1c \u0111\u1ed9<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Data lake<\/strong>: T\u1ed1c \u0111\u1ed9 truy xu\u1ea5t d\u1eef li\u1ec7u t\u1ea1i Data lake th\u01b0\u1eddng r\u1ea5t nhanh v\u00e0 c\u00f3 th\u1ec3 c\u1ea5u h\u00ecnh l\u1ea1i (n\u1ebfu c\u1ea7n) <\/li><li><strong>Data warehouse<\/strong>: T\u1ed1c \u0111\u1ed9 truy xu\u1ea5t d\u1eef li\u1ec7u ch\u1eadm h\u01a1n, kh\u00f4ng linh ho\u1ea1t b\u1eb1ng data lake <\/li><\/ul>\n\n\n\n<h4 id=\"Hi\u1ec7u_su\u1ea5t_v\u00e0_chi_ph\u00ed\"><a id=\"post-2775-_9tbxt2x8kei9\"><\/a><strong>Hi\u1ec7u su\u1ea5t v\u00e0 chi ph\u00ed<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Data lake<\/strong>: Chi ph\u00ed x\u00e2y d\u1ef1ng v\u00e0 thi\u1ebft k\u1ebf c\u00e1c h\u1ed3 d\u1eef li\u1ec7u kh\u00e1 th\u1ea5p. \u0110\u1ed3ng th\u1eddi, hi\u1ec7u su\u1ea5t l\u00e0m vi\u1ec7c c\u1ee7a ch\u00fang ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n v\u00e0 n\u00e2ng cao. <\/li><li><strong>Data warehouse<\/strong>: Vi\u1ec7c x\u00e2y d\u1ef1ng Data warehouse \u0111\u00fang nh\u01b0 c\u00e2u n\u00f3i \u201cti\u1ec1n n\u00e0o c\u1ee7a n\u1ea5y\u201d. Kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u00e0ng l\u1edbn, chi ph\u00ed thi\u1ebft k\u1ebf Data warehouse c\u00e0ng cao. Nh\u01b0ng \u0111\u1ed5i l\u1ea1i l\u00e0 k\u1ebft qu\u1ea3 truy v\u1ea5n c\u1ee7a ch\u00fang s\u1ebd nhanh h\u01a1n, hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ed9 tin c\u1eady c\u0169ng cao h\u01a1n. <\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/06\/3_word-image-97.jpg\" alt=\"data-lake-la-gi\" class=\"wp-image-2787\" width=\"700\" title=\"\"><\/figure><\/div>\n\n\n\n<p>   So v\u1edbi Data warehouse, Data lake l\u00e0 m\u1ed9t kh\u00e1i ni\u1ec7m kh\u00e1 m\u1edbi m\u1ebb v\u00e0 \u0111ang d\u1ea7n ho\u00e0n thi\u1ec7n. N\u1ebfu mu\u1ed1n b\u1ed5 sung ngu\u1ed3n d\u1eef li\u1ec7u m\u1edbi ho\u1eb7c t\u1ea1o ra m\u1ed9t kho l\u01b0u tr\u1eef ho\u00e0n thi\u1ec7n, doanh nghi\u1ec7p b\u1ea1n c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p c\u1ea3 Data warehouse v\u00e0 Data lake. \u0110i\u1ec1u n\u00e0y s\u1ebd t\u1ea1o ra m\u1ed9t xu h\u01b0\u1edbng m\u1edbi gi\u00fap vi\u1ec7c l\u01b0u tr\u1eef d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p b\u1ea1n tr\u1edf n\u00ean hi\u1ec7u qu\u1ea3 h\u01a1n. <\/p>\n\n\n\n<h2 id=\"Nh\u1eefng_c\u00e2u_h\u1ecfi_th\u01b0\u1eddng_g\u1eb7p_v\u1ec1_Data_lake\"><a id=\"post-2775-_j2nlr83y6ntp\"><\/a><strong>Nh\u1eefng c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 Data lake<\/strong><\/h2>\n\n\n<div id=\"rank-math-faq\" class=\"rank-math-block\">\n<div class=\"rank-math-list \">\n<div id=\"faq-question-1628302061930\" class=\"rank-math-list-item\">\n<h3 id=\"Data_lake_c\u00f3_ph\u00f9_h\u1ee3p_v\u1edbi_ng\u01b0\u1eddi_d\u00f9ng_b\u00ecnh_th\u01b0\u1eddng_kh\u00f4ng?\"><strong>Data lake c\u00f3 ph\u00f9 h\u1ee3p v\u1edbi ng\u01b0\u1eddi d\u00f9ng b\u00ecnh th\u01b0\u1eddng kh\u00f4ng?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Th\u1eadt ti\u1ebfc l\u00e0 kh\u00f4ng! C\u00e1c d\u1eef li\u1ec7u trong Data lake s\u1ebd kh\u00f4ng b\u00e3o h\u00f2a v\u00e0 ch\u00fang c\u00f3 th\u1ec3 b\u1eaft ngu\u1ed3n t\u1eeb c\u00e1c ngu\u1ed3n b\u00ean ngo\u00e0i c\u1ee7a h\u1ec7 th\u1ed1ng ho\u1ea1t \u0111\u1ed9ng doanh nghi\u1ec7p b\u1ea1n. V\u00ec v\u1eady, Data lake kh\u00f4ng th\u00edch h\u1ee3p cho ng\u01b0\u1eddi d\u00f9ng ph\u00e2n t\u00edch kinh doanh b\u00ecnh th\u01b0\u1eddng.<br \/>Data lake th\u01b0\u1eddng ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. V\u00ec h\u1ecd th\u01b0\u1eddng c\u00f3 k\u1ef9 n\u0103ng chuy\u00ean s\u00e2u \u0111\u1ec3 s\u1eafp x\u1ebfp c\u00e1c d\u1eef li\u1ec7u ch\u01b0a b\u00e3o h\u00f2a v\u00e0 tr\u00edch xu\u1ea5t th\u00f4ng tin t\u1eeb ch\u00fang.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1628302084654\" class=\"rank-math-list-item\">\n<h3 id=\"C\u00e1c_nh\u00e0_cung_c\u1ea5p_Data_lake_t\u1ed1t_nh\u1ea5t?\"><strong>C\u00e1c nh\u00e0 cung c\u1ea5p Data lake t\u1ed1t nh\u1ea5t?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>&#8211; Apache: T\u1ed5 ch\u1ee9c n\u00e0y cung c\u1ea5p h\u1ec7 sinh th\u00e1i m\u00e3 ngu\u1ed3n m\u1edf Hadoop. \u0110\u00e2y l\u00e0 m\u1ed9t trong nh\u1eefng nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 data lake ph\u1ed5 bi\u1ebfn nh\u1ea5t hi\u1ec7n nay<br \/>&#8211; Google: S\u1ea3n ph\u1ea9m l\u00e0 Google Cloud Storage v\u1edbi m\u1ed9t s\u1ed1 d\u1ecbch v\u1ee5 t\u00edch h\u1ee3p kh\u00e1c<br \/>&#8211; Amazon: S\u1ea3n ph\u1ea9m l\u00e0 Amazon S3 c\u00f3 t\u00ednh n\u0103ng m\u1edf r\u1ed9ng kh\u00f4ng gi\u1edbi h\u1ea1n<br \/>&#8211; Microsoft: S\u1ea3n ph\u1ea9m l\u00e0 Azure Data Lake<br \/>&#8211; Podium: cung c\u1ea5p gi\u1ea3i ph\u00e1p v\u1edbi c\u00e1c t\u00ednh n\u0103ng qu\u1ea3n l\u00fd d\u1ec5 tri\u1ec3n khai v\u00e0 s\u1eed d\u1ee5ng<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1628302121165\" class=\"rank-math-list-item\">\n<h3 id=\"Tr\u01b0\u1eddng_h\u1ee3p_n\u00e0o_c\u1ea7n_s\u1eed_d\u1ee5ng_data_lake?\"><strong>Tr\u01b0\u1eddng h\u1ee3p n\u00e0o c\u1ea7n s\u1eed d\u1ee5ng data lake?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Data lake l\u00e0 m\u1ed9t kho l\u01b0u tr\u1eef d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3. Tuy nhi\u00ean, kh\u00f4ng ph\u1ea3i b\u1ea5t k\u1ef3 ai hay tr\u01b0\u1eddng h\u1ee3p n\u00e0o \u0111\u1ec1u ph\u00f9 h\u1ee3p v\u1edbi Data lake. B\u1ea1n ch\u1ec9 n\u00ean d\u00f9ng Data lake trong 3 tr\u01b0\u1eddng h\u1ee3p sau:<br \/>&#8211; C\u00f3 nhu c\u1ea7u di chuy\u1ec3n v\u00e0 chuy\u1ec3n \u0111\u1ed5i c\u00e1c lo\u1ea1i \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u kh\u00e1c nhau<br \/>&#8211; Mong mu\u1ed1n c\u00e1c d\u1eef li\u1ec7u b\u1ea3o m\u1eadt c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng \u0111\u01b0\u1ee3c kh\u00e1m ph\u00e1, m\u1edf r\u1ed9ng khi c\u1ea7n thi\u1ebft v\u00e0 truy c\u1eadp nhanh ch\u00f3ng khi c\u1ea7n tri\u1ec3n khai s\u1ea3n ph\u1ea9m<br \/>&#8211; Kh\u00e1m ph\u00e1 th\u00f4ng tin chi ti\u1ebft v\u00e0 d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng t\u1eeb c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u kh\u00e1c nhau<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1628302153571\" class=\"rank-math-list-item\">\n<h3 id=\"\u01afu_\u0111i\u1ec3m_c\u1ee7a_Data_lake_Hadoop_l\u00e0_g\u00ec?\"><strong>\u01afu \u0111i\u1ec3m c\u1ee7a Data lake Hadoop l\u00e0 g\u00ec?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>&#8211; L\u00e0 s\u1ef1 l\u1ef1a ch\u1ecdn tuy\u1ec7t v\u1eddi cho c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u d\u1eef li\u1ec7u v\u00e0 khoa h\u1ecdc c\u00f4ng ngh\u1ec7<br \/>&#8211; S\u1eed d\u1ee5ng m\u00e3 ngu\u1ed3n m\u1edf n\u00ean \u00edt t\u1ed1n k\u00e9m chi ph\u00ed<br \/>&#8211; T\u00edch h\u1ee3p v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 ETL m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng<br \/>&#8211; Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng quy m\u00f4 cao v\u00e0 \u0111\u01a1n gi\u1ea3n<br \/>&#8211; T\u1ed1c \u0111\u1ed9 ph\u00e2n t\u00edch v\u00e0 t\u00ednh to\u00e1n d\u1eef li\u1ec7u cao<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<p>\n  M\u1ecdi th\u1eafc m\u1eafc v\u00e0 g\u00f3p \u00fd li\u00ean quan, xin vui l\u00f2ng<a href=\"https:\/\/tino.vn\/blog\/\"> li\u00ean h\u1ec7 ngay Tino Group<\/a> \u0111\u1ec3 \u0111\u01b0\u1ee3c t\u01b0 v\u1ea5n chi ti\u1ebft ho\u1eb7c<a href=\"https:\/\/www.facebook.com\/tino.com.vn\" rel=\"nofollow noopener\" target=\"_blank\"> Fanpage<\/a> \u0111\u1ec3 c\u1eadp nh\u1eadt nh\u1eefng th\u00f4ng tin m\u1edbi nh\u1ea5t nh\u00e9!\n<\/p>\n\n\n\n<p>\n  Tinh g\u1ecdn quy tr\u00ecnh &#8211; ch\u1ea1m \u0111\u1ec9nh doanh thu &#8211; Tino Group t\u1ef1 tin \u0111\u1ed3ng h\u00e0nh c\u00f9ng doanh nghi\u1ec7p Vi\u1ec7t tr\u00ean h\u00e0nh tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1!\n<\/p>\n\n\n\n<p><strong>C\u00d4NG TY C\u1ed4 PH\u1ea6N T\u1eacP \u0110O\u00c0N TINO<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Tr\u1ee5 s\u1edf ch\u00ednh: L17-11, T\u1ea7ng 17, T\u00f2a nh\u00e0 Vincom Center, S\u1ed1 72 L\u00ea Th\u00e1nh T\u00f4n, Ph\u01b0\u1eddng B\u1ebfn Ngh\u00e9, Qu\u1eadn 1, Th\u00e0nh ph\u1ed1 H\u1ed3 Ch\u00ed Minh<\/li><li>T\u1ed5ng \u0111\u00e0i mi\u1ec5n ph\u00ed: 1800 6734<\/li><li>Email: info@tino.org<\/li><li>Website: <a href=\"https:\/\/tino.vn\/blog\/\">www.tino.org<\/a><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Th\u00e1ch th\u1ee9c c\u1ee7a ng\u01b0\u1eddi d\u00f9ng tr\u01b0\u1edbc th\u1eddi \u0111\u1ea1i k\u1ef9 thu\u1eadt s\u1ed1 l\u00e0 t\u00ecm c\u00e1ch l\u01b0u tr\u1eef d\u1eef li\u1ec7u, nh\u1ea5t l\u00e0 d\u1eef li\u1ec7u d\u1ea1ng th\u00f4. V\u1edbi s\u1ef1 ra \u0111\u1eddi c\u1ee7a Data lake, tr\u1edf ng\u1ea1i \u0111\u00f3 \u0111\u00e3 ho\u00e0n to\u00e0n b\u1ecb lo\u1ea1i b\u1ecf. Data lake l\u00e0 g\u00ec? \u0110\u1ecbnh ngh\u0129a v\u1ec1 Data lake Data lake (t\u1ea1m d\u1ecbch: h\u1ed3 d\u1eef [&hellip;]<\/p>\n","protected":false},"author":24,"featured_media":2777,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7347],"tags":[7348],"class_list":["post-110040","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chuyen-doi-so","tag-chuyen-doi-so-vi"],"_links":{"self":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/110040","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/users\/24"}],"replies":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/comments?post=110040"}],"version-history":[{"count":0,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/110040\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/media\/2777"}],"wp:attachment":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/media?parent=110040"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/categories?post=110040"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/tags?post=110040"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}