{"id":27126,"date":"2026-04-11T09:07:45","date_gmt":"2026-04-11T02:07:45","guid":{"rendered":"https:\/\/base.vn\/blog\/?p=27126"},"modified":"2026-04-11T11:33:42","modified_gmt":"2026-04-11T04:33:42","slug":"pipeline-la-gi","status":"publish","type":"post","link":"https:\/\/base.vn\/blog\/pipeline-la-gi\/","title":{"rendered":"Pipeline l\u00e0 g\u00ec? Ph\u00e2n lo\u1ea1i v\u00e0 quy tr\u00ecnh x\u00e2y d\u1ef1ng Pipeline"},"content":{"rendered":"\n<p>Pipeline l\u00e0 m\u1ed9t thu\u1eadt ng\u1eef xu\u1ea5t hi\u1ec7n kh\u00e1 th\u01b0\u1eddng xuy\u00ean trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 b\u00e1n h\u00e0ng, marketing, ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m hay s\u1ea3n xu\u1ea5t c\u00f4ng nghi\u1ec7p. V\u01b0\u1ee3t ra ngo\u00e0i ngh\u0129a \u0111en l\u00e0 \u201c\u0111\u01b0\u1eddng \u1ed1ng\u201d, pipeline th\u1ec3 hi\u1ec7n m\u1ed9t quy tr\u00ecnh \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 v\u1eadn chuy\u1ec3n, x\u1eed l\u00fd v\u00e0 chuy\u1ec3n \u0111\u1ed5i c\u00e1c y\u1ebfu t\u1ed1 \u0111\u1ea7u v\u00e0o th\u00e0nh k\u1ebft qu\u1ea3 mong mu\u1ed1n theo t\u1eebng giai \u0111o\u1ea1n c\u1ee5 th\u1ec3. Trong b\u00e0i vi\u1ebft sau \u0111\u00e2y, h\u00e3y c\u00f9ng <a href=\"https:\/\/base.vn\/?utm_source=blog&amp;utm_content=pipeline\" target=\"_blank\" rel=\"noreferrer noopener\">Base.vn<\/a> t\u00ecm hi\u1ec3u \u0111\u1ecbnh ngh\u0129a pipeline l\u00e0 g\u00ec, ph\u00e2n lo\u1ea1i pipeline theo t\u1eebng ng\u00e0nh ngh\u1ec1, v\u00e0 quy tr\u00ecnh x\u00e2y d\u1ef1ng m\u1ed9t pipeline b\u00e0i b\u1ea3n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1-pipeline-la-gi\">1. Pipeline l\u00e0 g\u00ec?<\/h2>\n\n\n\n<p><strong>Pipeline<\/strong>, n\u1ebfu hi\u1ec3u theo ngh\u0129a g\u1ed1c ti\u1ebfng Anh, l\u00e0 \u201c\u0111\u01b0\u1eddng \u1ed1ng\u201d d\u00f9ng \u0111\u1ec3 v\u1eadn chuy\u1ec3n ch\u1ea5t l\u1ecfng ho\u1eb7c kh\u00ed t\u1eeb \u0111i\u1ec3m n\u00e0y sang \u0111i\u1ec3m kh\u00e1c. Khi \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng v\u00e0o b\u1ed1i c\u1ea3nh kinh doanh v\u00e0 c\u00f4ng ngh\u1ec7, kh\u00e1i ni\u1ec7m n\u00e0y \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u1ec3 m\u00f4 t\u1ea3 m\u1ed9t chu\u1ed7i c\u00e1c b\u01b0\u1edbc x\u1eed l\u00fd c\u00f4ng vi\u1ec7c theo tr\u00ecnh t\u1ef1, nh\u1eb1m \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ed9t m\u1ee5c ti\u00eau c\u1ee5 th\u1ec3.<\/p>\n\n\n\n<p>Hi\u1ec3u \u0111\u01a1n gi\u1ea3n, pipeline l\u00e0 m\u1ed9t quy tr\u00ecnh g\u1ed3m nhi\u1ec1u giai \u0111o\u1ea1n li\u00ean ti\u1ebfp. M\u1ed7i giai \u0111o\u1ea1n \u0111\u1ea3m nh\u1eadn m\u1ed9t nhi\u1ec7m v\u1ee5 ri\u00eang, v\u00e0 k\u1ebft qu\u1ea3 c\u1ee7a b\u01b0\u1edbc tr\u01b0\u1edbc s\u1ebd tr\u1edf th\u00e0nh \u0111\u1ea7u v\u00e0o cho b\u01b0\u1edbc ti\u1ebfp theo. Nh\u1edd v\u1eady, to\u00e0n b\u1ed9 c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c v\u1eadn h\u00e0nh nh\u01b0 m\u1ed9t d\u00f2ng ch\u1ea3y li\u1ec1n m\u1ea1ch, gi\u00fap doanh nghi\u1ec7p d\u1ec5 d\u00e0ng theo d\u00f5i ti\u1ebfn \u0111\u1ed9, ph\u00e1t hi\u1ec7n \u0111i\u1ec3m ngh\u1ebdn v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t.<\/p>\n\n\n\n<p>V\u1ec1 c\u1ea5u tr\u00fac, m\u1ed9t pipeline th\u01b0\u1eddng bao g\u1ed3m c\u00e1c \u201cstage\u201d ho\u1eb7c \u201cstep\u201d \u0111\u01b0\u1ee3c s\u1eafp x\u1ebfp logic theo t\u1eebng giai \u0111o\u1ea1n. V\u00ed d\u1ee5, trong b\u00e1n h\u00e0ng, pipeline c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u t\u1eeb t\u00ecm ki\u1ebfm kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng, sau \u0111\u00f3 chuy\u1ec3n sang t\u01b0 v\u1ea5n, b\u00e1o gi\u00e1, \u0111\u00e0m ph\u00e1n v\u00e0 k\u1ebft th\u00fac b\u1eb1ng k\u00fd h\u1ee3p \u0111\u1ed3ng.<\/p>\n\n\n\n<p>Thu\u1eadt ng\u1eef \u201cpipeline\u201d \u0111\u01b0\u1ee3c gh\u00e9p t\u1eeb \u201cpipe\u201d (\u1ed1ng) v\u00e0 \u201cline\u201d (\u0111\u01b0\u1eddng d\u1eabn), th\u1ec3 hi\u1ec7n \u0111\u00fang b\u1ea3n ch\u1ea5t l\u00e0 m\u1ed9t d\u00f2ng ch\u1ea3y xuy\u00ean su\u1ed1t t\u1eeb \u0111i\u1ec3m b\u1eaft \u0111\u1ea7u \u0111\u1ebfn \u0111i\u1ec3m k\u1ebft th\u00fac. Trong ti\u1ebfng Vi\u1ec7t, pipeline c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c hi\u1ec3u l\u00e0 \u201cchu\u1ed7i quy tr\u00ecnh\u201d, \u201cquy tr\u00ecnh nhi\u1ec1u giai \u0111o\u1ea1n\u201d ho\u1eb7c \u0111\u01a1n gi\u1ea3n gi\u1eef nguy\u00ean c\u00e1ch g\u1ecdi pipeline.<\/p>\n\n\n\n<p>Ngo\u00e0i ra, trong giao ti\u1ebfp kinh doanh, c\u1ee5m t\u1eeb \u201cin the pipeline\u201d th\u01b0\u1eddng \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u1ec3 ch\u1ec9 nh\u1eefng k\u1ebf ho\u1ea1ch ho\u1eb7c c\u00f4ng vi\u1ec7c \u0111ang trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai. V\u00ed d\u1ee5, khi n\u00f3i m\u1ed9t d\u1ef1 \u00e1n \u201c\u0111ang trong pipeline\u201d, \u0111i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 d\u1ef1 \u00e1n \u0111ang \u0111\u01b0\u1ee3c chu\u1ea9n b\u1ecb ho\u1eb7c th\u1ef1c hi\u1ec7n v\u00e0 s\u1ebd s\u1edbm mang l\u1ea1i k\u1ebft qu\u1ea3 trong th\u1eddi gian t\u1edbi.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Kh\u00eda c\u1ea1nh<\/strong><\/td><td><strong>M\u00f4 t\u1ea3<\/strong><\/td><\/tr><tr><td>\u0110\u1ecbnh ngh\u0129a g\u1ed1c<\/td><td>\u0110\u01b0\u1eddng \u1ed1ng d\u1eabn v\u1eadt l\u00fd<\/td><\/tr><tr><td>\u0110\u1ecbnh ngh\u0129a m\u1edf r\u1ed9ng<\/td><td>Chu\u1ed7i quy tr\u00ecnh li\u00ean ti\u1ebfp v\u1edbi nhi\u1ec1u giai \u0111o\u1ea1n<\/td><\/tr><tr><td>Ngu\u1ed3n g\u1ed1c<\/td><td>Ti\u1ebfng Anh: pipe (\u1ed1ng) + line (\u0111\u01b0\u1eddng d\u00e2y)<\/td><\/tr><tr><td>Th\u00e0nh ng\u1eef ph\u1ed5 bi\u1ebfn&nbsp;<\/td><td>&#8220;In the pipeline&#8221; &#8211; \u0111ang trong qu\u00e1 tr\u00ecnh th\u1ef1c hi\u1ec7n<\/td><\/tr><tr><td>\u1ee8ng d\u1ee5ng<\/td><td>Kinh doanh, c\u00f4ng ngh\u1ec7, s\u1ea3n xu\u1ea5t, logistics<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"587\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2026\/04\/pipeline-la-gi-1024x587.webp\" alt=\"Pipeline l\u00e0 g\u00ec?\" class=\"wp-image-27135\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2026\/04\/pipeline-la-gi-1024x587.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2026\/04\/pipeline-la-gi-300x172.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2026\/04\/pipeline-la-gi-768x440.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2026\/04\/pipeline-la-gi-1536x880.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2026\/04\/pipeline-la-gi.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Pipeline l\u00e0 g\u00ec?<\/em><\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-phan-lo\u1ea1i-pipeline-theo-nganh-ngh\u1ec1\">2. Ph\u00e2n lo\u1ea1i Pipeline theo ng\u00e0nh ngh\u1ec1<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-1-sales-pipeline-chu\u1ed7i-quy-trinh-ban-hang\">2.1 Sales Pipeline &#8211; Chu\u1ed7i quy tr\u00ecnh b\u00e1n h\u00e0ng<\/h3>\n\n\n\n<p><strong>Sales pipeline<\/strong> l\u00e0 c\u00e1ch doanh nghi\u1ec7p m\u00f4 t\u1ea3 to\u00e0n b\u1ed9 h\u00e0nh tr\u00ecnh c\u1ee7a m\u1ed9t kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng, t\u1eeb l\u00fac b\u1eaft \u0111\u1ea7u ti\u1ebfp c\u1eadn cho \u0111\u1ebfn khi ho\u00e0n t\u1ea5t giao d\u1ecbch.<\/p>\n\n\n\n<p>Vi\u1ec7c x\u00e2y d\u1ef1ng sales pipeline gi\u00fap \u0111\u1ed9i ng\u0169 b\u00e1n h\u00e0ng bi\u1ebft r\u00f5 m\u1ed7i kh\u00e1ch h\u00e0ng \u0111ang \u1edf giai \u0111o\u1ea1n n\u00e0o trong qu\u00e1 tr\u00ecnh mua h\u00e0ng. Nh\u1edd \u0111\u00f3, doanh nghi\u1ec7p c\u00f3 th\u1ec3 ph\u00e2n b\u1ed5 ngu\u1ed3n l\u1ef1c h\u1ee3p l\u00fd, t\u1eadp trung v\u00e0o nh\u1eefng c\u01a1 h\u1ed9i c\u00f3 kh\u1ea3 n\u0103ng chuy\u1ec3n \u0111\u1ed5i cao v\u00e0 tr\u00e1nh b\u1ecf s\u00f3t kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng..<\/p>\n\n\n\n<p>M\u1ed9t sales pipeline \u0111i\u1ec3n h\u00ecnh th\u01b0\u1eddng bao g\u1ed3m c\u00e1c b\u01b0\u1edbc:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>T\u1ea1o ngu\u1ed3n kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng (lead generation);<\/li>\n\n\n\n<li>\u0110\u00e1nh gi\u00e1 v\u00e0 ph\u00e2n lo\u1ea1i (qualification);<\/li>\n\n\n\n<li>Gi\u1edbi thi\u1ec7u gi\u1ea3i ph\u00e1p (presentation);<\/li>\n\n\n\n<li>Th\u01b0\u01a1ng l\u01b0\u1ee3ng (negotiation);<\/li>\n\n\n\n<li>Ch\u1ed1t \u0111\u01a1n (closing)<\/li>\n<\/ul>\n\n\n\n<p>M\u1ed7i giai \u0111o\u1ea1n \u0111\u1ec1u c\u00f3 t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i kh\u00e1c nhau. V\u00ed d\u1ee5, ch\u1ec9 m\u1ed9t ph\u1ea7n nh\u1ecf kh\u00e1ch h\u00e0ng t\u1eeb giai \u0111o\u1ea1n \u0111\u1ea7u c\u00f3 th\u1ec3 ti\u1ebfn \u0111\u1ebfn b\u01b0\u1edbc \u0111\u00e0m ph\u00e1n. Vi\u1ec7c theo d\u00f5i c\u00e1c t\u1ef7 l\u1ec7 n\u00e0y gi\u00fap doanh nghi\u1ec7p d\u1ef1 b\u00e1o doanh thu ch\u00ednh x\u00e1c h\u01a1n v\u00e0 s\u1edbm nh\u1eadn ra \u0111i\u1ec3m ngh\u1ebdn trong quy tr\u00ecnh b\u00e1n h\u00e0ng.<\/p>\n\n\n\n<p>Ngo\u00e0i ra, sales pipeline c\u00f2n gi\u00fap \u0111\u1ed9i ng\u0169 b\u00e1n h\u00e0ng qu\u1ea3n l\u00fd c\u00f4ng vi\u1ec7c hi\u1ec7u qu\u1ea3 h\u01a1n. Nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 bi\u1ebft n\u00ean \u01b0u ti\u00ean kh\u00e1ch h\u00e0ng n\u00e0o, \u0111ang c\u1ea7n h\u00e0nh \u0111\u1ed9ng g\u00ec ti\u1ebfp theo v\u00e0 th\u1eddi \u0111i\u1ec3m n\u00e0o c\u1ea7n follow-up. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong c\u00e1c doanh nghi\u1ec7p c\u00f3 nhi\u1ec1u c\u01a1 h\u1ed9i b\u00e1n h\u00e0ng di\u1ec5n ra song song.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"587\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2026\/04\/sales-pipeline-1024x587.webp\" alt=\"Sales Pipeline\" class=\"wp-image-27137\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2026\/04\/sales-pipeline-1024x587.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2026\/04\/sales-pipeline-300x172.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2026\/04\/sales-pipeline-768x440.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2026\/04\/sales-pipeline-1536x880.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2026\/04\/sales-pipeline.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>Sales Pipeline<\/em><\/figcaption><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-2-marketing-pipeline-quy-trinh-ti\u1ebfp-th\u1ecb\">2.2 Marketing Pipeline &#8211; Quy tr\u00ecnh ti\u1ebfp th\u1ecb<\/h3>\n\n\n\n<p><strong>Marketing pipeline<\/strong> m\u00f4 t\u1ea3 c\u00e1ch th\u1ee9c m\u00e0 c\u00e1c ho\u1ea1t \u0111\u1ed9ng ti\u1ebfp th\u1ecb d\u1eabn d\u1eaft ng\u01b0\u1eddi ti\u00eau d\u00f9ng t\u1eeb giai \u0111o\u1ea1n nh\u1eadn bi\u1ebft th\u01b0\u01a1ng hi\u1ec7u \u0111\u1ebfn quy\u1ebft \u0111\u1ecbnh mua h\u00e0ng v\u00e0 tr\u1edf th\u00e0nh kh\u00e1ch h\u00e0ng trung th\u00e0nh. Trong khi sales pipeline t\u1eadp trung v\u00e0o giao d\u1ecbch c\u00e1 nh\u00e2n, th\u00ec marketing pipeline theo d\u00f5i to\u00e0n b\u1ed9 <a href=\"https:\/\/base.vn\/blog\/customer-journey\/\" target=\"_blank\" rel=\"noreferrer noopener\">h\u00e0nh tr\u00ecnh kh\u00e1ch h\u00e0ng (customer journey)<\/a> \u1edf c\u1ea5p \u0111\u1ed9 chi\u1ebfn l\u01b0\u1ee3c.<\/p>\n\n\n\n<p>Quy tr\u00ecnh n\u00e0y th\u01b0\u1eddng tu\u00e2n theo m\u00f4 h\u00ecnh ph\u1ec5u ti\u1ebfp th\u1ecb (marketing funnel) v\u1edbi c\u00e1c giai \u0111o\u1ea1n:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Nh\u1eadn di\u1ec7n (awareness);<\/li>\n\n\n\n<li>Quan t\u00e2m (interest);<\/li>\n\n\n\n<li>C\u00e2n nh\u1eafc (consideration);<\/li>\n\n\n\n<li>Chuy\u1ec3n \u0111\u1ed5i (conversion);<\/li>\n\n\n\n<li>Gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng (retention).<\/li>\n<\/ul>\n\n\n\n<p>M\u1ed7i giai \u0111o\u1ea1n y\u00eau c\u1ea7u n\u1ed9i dung v\u00e0 k\u00eanh truy\u1ec1n th\u00f4ng kh\u00e1c nhau. \u1ede giai \u0111o\u1ea1n nh\u1eadn di\u1ec7n, doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng qu\u1ea3ng c\u00e1o hi\u1ec3n th\u1ecb, n\u1ed9i dung tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm (SEO) \u0111\u1ec3 thu h\u00fat kh\u00e1ch h\u00e0ng m\u1edbi. Khi ng\u01b0\u1eddi d\u00f9ng chuy\u1ec3n sang giai \u0111o\u1ea1n c\u00e2n nh\u1eafc, email marketing, case study v\u00e0 webinar l\u00e0 nh\u1eefng c\u00e1ch ti\u1ebfp c\u1eadn ph\u00f9 h\u1ee3p h\u01a1n.<\/p>\n\n\n\n<p>Vi\u1ec7c x\u00e2y d\u1ef1ng \u0111\u01b0\u1ee3c m\u1ed9t Marketing pipeline khoa h\u1ecdc v\u00e0 h\u1ee3p l\u00fd s\u1ebd gi\u00fap doanh nghi\u1ec7p t\u1ed1i \u01b0u h\u00f3a <a href=\"https:\/\/base.vn\/blog\/cac-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">chi ph\u00ed thu h\u00fat kh\u00e1ch h\u00e0ng (CAC &#8211; Customer Acquisition Cost)<\/a>, c\u1ea3i thi\u1ec7n t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i gi\u1eefa c\u00e1c giai \u0111o\u1ea1n v\u00e0 t\u1ea1o tr\u1ea3i nghi\u1ec7m li\u1ec1n m\u1ea1ch cho kh\u00e1ch h\u00e0ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-3-data-pipeline-chu\u1ed7i-x\u1eed-ly-d\u1eef-li\u1ec7u\">2.3 Data Pipeline &#8211; Chu\u1ed7i x\u1eed l\u00fd d\u1eef li\u1ec7u<\/h3>\n\n\n\n<p>Trong k\u1ef7 nguy\u00ean s\u1ed1, d\u1eef li\u1ec7u \u0111ang d\u1ea7n tr\u1edf th\u00e0nh \u201ct\u00e0i s\u1ea3n\u201d v\u00f4 gi\u00e1 c\u1ee7a m\u1ed7i doanh nghi\u1ec7p. Tuy nhi\u00ean, \u0111\u1ec3 d\u1eef li\u1ec7u th\u1ef1c s\u1ef1 mang l\u1ea1i gi\u00e1 tr\u1ecb, doanh nghi\u1ec7p c\u1ea7n m\u1ed9t h\u1ec7 th\u1ed1ng gi\u00fap thu th\u1eadp, x\u1eed l\u00fd v\u00e0 bi\u1ebfn d\u1eef li\u1ec7u th\u00f4 th\u00e0nh th\u00f4ng tin c\u00f3 th\u1ec3 khai th\u00e1c. \u0110\u00f3 ch\u00ednh l\u00e0 vai tr\u00f2 c\u1ee7a data pipeline.<\/p>\n\n\n\n<p>Hi\u1ec3u \u0111\u01a1n gi\u1ea3n, <strong>data pipeline<\/strong> l\u00e0 m\u1ed9t chu\u1ed7i quy tr\u00ecnh t\u1ef1 \u0111\u1ed9ng gi\u00fap \u0111\u01b0a d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau v\u1ec1 m\u1ed9t n\u01a1i t\u1eadp trung, sau \u0111\u00f3 x\u1eed l\u00fd v\u00e0 chu\u1ea9n h\u00f3a \u0111\u1ec3 ph\u1ee5c v\u1ee5 ph\u00e2n t\u00edch v\u00e0 ra quy\u1ebft \u0111\u1ecbnh. Thay v\u00ec x\u1eed l\u00fd th\u1ee7 c\u00f4ng, to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh n\u00e0y \u0111\u01b0\u1ee3c v\u1eadn h\u00e0nh li\u00ean t\u1ee5c v\u00e0 c\u00f3 h\u1ec7 th\u1ed1ng.<\/p>\n\n\n\n<p>M\u1ed9t data pipeline th\u01b0\u1eddng bao g\u1ed3m c\u00e1c b\u01b0\u1edbc ch\u00ednh:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Thu th\u1eadp d\u1eef li\u1ec7u (data ingestion) t\u1eeb c\u01a1 s\u1edf d\u1eef li\u1ec7u, API, file log hay c\u1ea3m bi\u1ebfn IoT;<\/li>\n\n\n\n<li>L\u00e0m s\u1ea1ch v\u00e0 chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u (data cleaning) \u0111\u1ec3 lo\u1ea1i b\u1ecf sai s\u00f3t, tr\u00f9ng l\u1eb7p ho\u1eb7c th\u00f4ng tin kh\u00f4ng nh\u1ea5t qu\u00e1n;<\/li>\n\n\n\n<li>Chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u (data transformation) theo \u0111\u1ecbnh d\u1ea1ng ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau ph\u00e2n t\u00edch;<\/li>\n\n\n\n<li>L\u01b0u tr\u1eef d\u1eef li\u1ec7u t\u1ea1i c\u00e1c h\u1ec7 th\u1ed1ng t\u1eadp trung nh\u01b0 data warehouse ho\u1eb7c data lake \u0111\u1ec3 ph\u1ee5c v\u1ee5 b\u00e1o c\u00e1o v\u00e0 khai th\u00e1c.<\/li>\n<\/ul>\n\n\n\n<p>Quy tr\u00ecnh n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 ETL (Extract \u2013 Transform \u2013 Load) ho\u1eb7c ELT, t\u00f9y v\u00e0o th\u1ee9 t\u1ef1 x\u1eed l\u00fd. D\u00f9 theo m\u00f4 h\u00ecnh n\u00e0o, m\u1ee5c ti\u00eau v\u1eabn l\u00e0 \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u lu\u00f4n s\u1eb5n s\u00e0ng, ch\u00ednh x\u00e1c v\u00e0 d\u1ec5 truy xu\u1ea5t.<\/p>\n\n\n\n<p>V\u1ec1 c\u00e1ch v\u1eadn h\u00e0nh, data pipeline c\u00f3 th\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u theo 2 h\u01b0\u1edbng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Batch processing: d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c x\u1eed l\u00fd theo t\u1eebng \u0111\u1ee3t \u0111\u1ecbnh k\u1ef3, ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c b\u00e1o c\u00e1o ng\u00e0y ho\u1eb7c tu\u1ea7n;<\/li>\n\n\n\n<li>Stream processing: d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c x\u1eed l\u00fd g\u1ea7n nh\u01b0 ngay l\u1eadp t\u1ee9c khi ph\u00e1t sinh, ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c nhu c\u1ea7u theo d\u00f5i th\u1eddi gian th\u1ef1c.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-4-ci-cd-pipeline-quy-trinh-phat-tri\u1ec3n-va-tri\u1ec3n-khai-ph\u1ea7n-m\u1ec1m\">2.4 CI\/CD Pipeline &#8211; Quy tr\u00ecnh ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai ph\u1ea7n m\u1ec1m<\/h3>\n\n\n\n<p>Trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7, <strong>CI\/CD pipeline<\/strong> l\u00e0 m\u1ed9t trong nh\u1eefng m\u00f4 h\u00ecnh gi\u00fap doanh nghi\u1ec7p r\u00fat ng\u1eafn th\u1eddi gian ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m v\u00e0 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng \u1ed5n \u0111\u1ecbnh. \u0110\u00e2y l\u00e0 n\u1ec1n t\u1ea3ng c\u1ed1t l\u00f5i c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p DevOps, n\u01a1i vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 v\u1eadn h\u00e0nh \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i ch\u1eb7t ch\u1ebd v\u1edbi nhau.<\/p>\n\n\n\n<p>CI (Continuous Integration) l\u00e0 t\u00edch h\u1ee3p li\u00ean t\u1ee5c, t\u1ee9c l\u00e0 c\u00e1c l\u1eadp tr\u00ecnh vi\u00ean th\u01b0\u1eddng xuy\u00ean c\u1eadp nh\u1eadt v\u00e0 h\u1ee3p nh\u1ea5t code v\u00e0o h\u1ec7 th\u1ed1ng chung. CD c\u00f3 th\u1ec3 l\u00e0 Continuous Delivery (ph\u00e2n ph\u1ed1i li\u00ean t\u1ee5c) ho\u1eb7c Continuous Deployment (tri\u1ec3n khai li\u00ean t\u1ee5c), gi\u00fap \u0111\u01b0a s\u1ea3n ph\u1ea9m \u0111\u1ebfn ng\u01b0\u1eddi d\u00f9ng m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 t\u1ef1 \u0111\u1ed9ng.<\/p>\n\n\n\n<p>N\u00f3i c\u00e1ch kh\u00e1c, CI\/CD pipeline l\u00e0 chu\u1ed7i c\u00e1c b\u01b0\u1edbc t\u1ef1 \u0111\u1ed9ng h\u00f3a, b\u1eaft \u0111\u1ea7u t\u1eeb khi l\u1eadp tr\u00ecnh vi\u00ean vi\u1ebft code cho \u0111\u1ebfn khi ph\u1ea7n m\u1ec1m \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o s\u1eed d\u1ee5ng. Khi code \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt l\u00ean h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd m\u00e3 ngu\u1ed3n nh\u01b0 Git, pipeline s\u1ebd t\u1ef1 \u0111\u1ed9ng k\u00edch ho\u1ea1t v\u00e0 th\u1ef1c hi\u1ec7n h\u00e0ng lo\u1ea1t t\u00e1c v\u1ee5 nh\u01b0 bi\u00ean d\u1ecbch, ki\u1ec3m th\u1eed v\u00e0 tri\u1ec3n khai.<\/p>\n\n\n\n<p>M\u1ed9t quy tr\u00ecnh CI\/CD \u0111i\u1ec3n h\u00ecnh s\u1ebd bao g\u1ed3m c\u00e1c b\u01b0\u1edbc:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Build code;<\/li>\n\n\n\n<li>Ch\u1ea1y c\u00e1c b\u00e0i ki\u1ec3m th\u1eed t\u1ef1 \u0111\u1ed9ng (nh\u01b0 unit test, integration test);<\/li>\n\n\n\n<li>Ki\u1ec3m tra b\u1ea3o m\u1eadt;<\/li>\n\n\n\n<li>Tri\u1ec3n khai l\u00ean m\u00f4i tr\u01b0\u1eddng th\u1eed nghi\u1ec7m ho\u1eb7c m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf<\/li>\n<\/ul>\n\n\n\n<p>L\u1ee3i \u00edch l\u1edbn nh\u1ea5t c\u1ee7a CI\/CD pipeline l\u00e0 gi\u1ea3m \u0111\u00e1ng k\u1ec3 th\u1eddi gian \u0111\u01b0a s\u1ea3n ph\u1ea9m ra th\u1ecb tr\u01b0\u1eddng. Thay v\u00ec ph\u1ea3i ch\u1edd v\u00e0i th\u00e1ng cho m\u1ed9t b\u1ea3n ph\u00e1t h\u00e0nh, doanh nghi\u1ec7p c\u00f3 th\u1ec3 c\u1eadp nh\u1eadt s\u1ea3n ph\u1ea9m li\u00ean t\u1ee5c, th\u1eadm ch\u00ed nhi\u1ec1u l\u1ea7n trong ng\u00e0y. \u0110\u1ed3ng th\u1eddi, vi\u1ec7c ki\u1ec3m th\u1eed t\u1ef1 \u0111\u1ed9ng gi\u00fap ph\u00e1t hi\u1ec7n l\u1ed7i s\u1edbm, khi chi ph\u00ed s\u1eeda ch\u1eefa c\u00f2n th\u1ea5p v\u00e0 d\u1ec5 ki\u1ec3m so\u00e1t.<\/p>\n\n\n\n<p>B\u00ean c\u1ea1nh \u0111\u00f3, m\u1ed7i thay \u0111\u1ed5i trong h\u1ec7 th\u1ed1ng \u0111\u1ec1u nh\u1ecf v\u00e0 \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t nghi\u00eam ng\u1eb7t, gi\u00fap gi\u1ea3m r\u1ee7i ro khi tri\u1ec3n khai. N\u1ebfu c\u00f3 s\u1ef1 c\u1ed1, doanh nghi\u1ec7p c\u0169ng c\u00f3 th\u1ec3 nhanh ch\u00f3ng quay l\u1ea1i phi\u00ean b\u1ea3n tr\u01b0\u1edbc \u0111\u00f3.<\/p>\n\n\n\n<p>D\u00f9 CI\/CD pipeline ch\u1ee7 y\u1ebfu \u00e1p d\u1ee5ng trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7, nh\u01b0ng t\u01b0 duy v\u1ec1 t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 chu\u1ea9n h\u00f3a quy tr\u00ecnh n\u00e0y c\u0169ng \u0111ang \u0111\u01b0\u1ee3c nhi\u1ec1u doanh nghi\u1ec7p m\u1edf r\u1ed9ng sang c\u00e1c ho\u1ea1t \u0111\u1ed9ng v\u1eadn h\u00e0nh kh\u00e1c.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-5-manufacturing-pipeline-chu\u1ed7i-s\u1ea3n-xu\u1ea5t-cong-nghi\u1ec7p\">2.5 Manufacturing Pipeline &#8211; Chu\u1ed7i s\u1ea3n xu\u1ea5t c\u00f4ng nghi\u1ec7p<\/h3>\n\n\n\n<p>Trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t, ch\u00fang ta c\u00f3 th\u1ec3 hi\u1ec3u pipeline l\u00e0 <a href=\"https:\/\/base.vn\/blog\/day-chuyen-san-xuat\/\" target=\"_blank\" rel=\"noreferrer noopener\">d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t<\/a>, t\u1ee9c l\u00e0 n\u01a1i nguy\u00ean v\u1eadt li\u1ec7u \u0111\u1ea7u v\u00e0o \u0111i qua nhi\u1ec1u c\u00f4ng \u0111o\u1ea1n \u0111\u1ec3 tr\u1edf th\u00e0nh s\u1ea3n ph\u1ea9m ho\u00e0n ch\u1ec9nh. M\u1ed7i c\u00f4ng \u0111o\u1ea1n trong pipeline \u0111\u1ea3m nh\u1eadn m\u1ed9t nhi\u1ec7m v\u1ee5 ri\u00eang, v\u00e0 ch\u1ec9 khi c\u00e1c b\u01b0\u1edbc n\u00e0y v\u1eadn h\u00e0nh nh\u1ecbp nh\u00e0ng, doanh nghi\u1ec7p m\u1edbi c\u00f3 th\u1ec3 \u0111\u1ea3m b\u1ea3o n\u0103ng su\u1ea5t v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra.<\/p>\n\n\n\n<p>M\u1ed9t manufacturing pipeline hi\u1ec7u qu\u1ea3 kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 s\u1eafp x\u1ebfp c\u00e1c b\u01b0\u1edbc s\u1ea3n xu\u1ea5t, m\u00e0 c\u00f2n t\u1ed1i \u01b0u c\u00e1ch c\u00e1c c\u00f4ng \u0111o\u1ea1n ph\u1ed1i h\u1ee3p v\u1edbi nhau. Khi m\u1ecdi kh\u00e2u \u0111\u01b0\u1ee3c \u0111\u1ed3ng b\u1ed9, th\u1eddi gian ch\u1edd gi\u1eefa c\u00e1c b\u01b0\u1edbc s\u1ebd gi\u1ea3m xu\u1ed1ng, t\u1eeb \u0111\u00f3 h\u1ea1n ch\u1ebf t\u00ecnh tr\u1ea1ng t\u1ed3n \u0111\u1ecdng b\u00e1n th\u00e0nh ph\u1ea9m v\u00e0 ti\u1ebft ki\u1ec7m ph\u00ed v\u1eadn h\u00e0nh.<\/p>\n\n\n\n<p>Nhi\u1ec1u doanh nghi\u1ec7p s\u1ea3n xu\u1ea5t hi\u1ec7n nay \u00e1p d\u1ee5ng c\u00e1c nguy\u00ean t\u1eafc nh\u01b0 lean manufacturing (s\u1ea3n xu\u1ea5t tinh g\u1ecdn) v\u00e0 <a href=\"https:\/\/base.vn\/blog\/just-in-time-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">just-in-time<\/a> (s\u1ea3n xu\u1ea5t \u0111\u00fang th\u1eddi \u0111i\u1ec3m). V\u00ed d\u1ee5, trong ng\u00e0nh \u00f4 t\u00f4, t\u1eebng linh ki\u1ec7n \u0111\u01b0\u1ee3c s\u1ea3n xu\u1ea5t v\u00e0 chuy\u1ec3n \u0111\u1ebfn d\u00e2y chuy\u1ec1n l\u1eafp r\u00e1p \u0111\u00fang th\u1eddi \u0111i\u1ec3m c\u1ea7n s\u1eed d\u1ee5ng. \u0110i\u1ec1u n\u00e0y gi\u00fap gi\u1ea3m \u00e1p l\u1ef1c l\u01b0u kho, h\u1ea1n ch\u1ebf v\u1ed1n b\u1ecb \u201cgiam\u201d trong h\u00e0ng t\u1ed3n v\u00e0 t\u0103ng kh\u1ea3 n\u0103ng ph\u1ea3n \u1ee9ng v\u1edbi bi\u1ebfn \u0111\u1ed9ng c\u1ee7a th\u1ecb tr\u01b0\u1eddng.<\/p>\n\n\n\n<p>B\u00ean c\u1ea1nh \u0111\u00f3, c\u00f4ng ngh\u1ec7 \u0111ang l\u00e0m thay \u0111\u1ed5i m\u1ea1nh m\u1ebd c\u00e1ch v\u1eadn h\u00e0nh pipeline s\u1ea3n xu\u1ea5t. C\u00e1c m\u00f4 h\u00ecnh thu\u1ed9c Industry 4.0 cho ph\u00e9p doanh nghi\u1ec7p theo d\u00f5i to\u00e0n b\u1ed9 d\u00e2y chuy\u1ec1n theo th\u1eddi gian th\u1ef1c. C\u1ea3m bi\u1ebfn IoT gi\u00fap gi\u00e1m s\u00e1t tr\u1ea1ng th\u00e1i m\u00e1y m\u00f3c, h\u1ec7 th\u1ed1ng AI h\u1ed7 tr\u1ee3 ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m, v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n gi\u00fap ph\u00e1t hi\u1ec7n s\u1edbm r\u1ee7i ro h\u1ecfng h\u00f3c \u0111\u1ec3 ch\u1ee7 \u0111\u1ed9ng b\u1ea3o tr\u00ec.<\/p>\n\n\n\n<p>\u0110i\u1ec3m chung c\u1ee7a c\u00e1c doanh nghi\u1ec7p s\u1ea3n xu\u1ea5t hi\u1ec7n \u0111\u1ea1i l\u00e0 kh\u00f4ng ch\u1ec9 t\u1ed1i \u01b0u t\u1eebng c\u00f4ng \u0111o\u1ea1n ri\u00eang l\u1ebb, m\u00e0 c\u00f2n qu\u1ea3n l\u00fd to\u00e0n b\u1ed9 pipeline nh\u01b0 m\u1ed9t h\u1ec7 th\u1ed1ng th\u1ed1ng nh\u1ea5t.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-6-logistics-pipeline-chu\u1ed7i-cung-\u1ee9ng-va-phan-ph\u1ed1i\">2.6 Logistics Pipeline &#8211; Chu\u1ed7i cung \u1ee9ng v\u00e0 ph\u00e2n ph\u1ed1i<\/h3>\n\n\n\n<p>Trong v\u1eadn h\u00e0nh doanh nghi\u1ec7p, <strong>logistics pipeline<\/strong> \u0111\u00f3ng vai tr\u00f2 nh\u01b0 \u201cm\u1ea1ch m\u00e1u\u201d gi\u00fap h\u00e0ng h\u00f3a di chuy\u1ec3n tr\u01a1n tru t\u1eeb nh\u00e0 cung c\u1ea5p \u0111\u1ebfn tay kh\u00e1ch h\u00e0ng. \u0110\u00e2y kh\u00f4ng ch\u1ec9 l\u00e0 ho\u1ea1t \u0111\u1ed9ng v\u1eadn chuy\u1ec3n, m\u00e0 l\u00e0 m\u1ed9t chu\u1ed7i quy tr\u00ecnh li\u00ean k\u1ebft ch\u1eb7t ch\u1ebd gi\u1eefa nhi\u1ec1u b\u00ean nh\u01b0 nh\u00e0 cung c\u1ea5p, \u0111\u01a1n v\u1ecb v\u1eadn chuy\u1ec3n, kho b\u00e3i v\u00e0 h\u1ec7 th\u1ed1ng ph\u00e2n ph\u1ed1i.<\/p>\n\n\n\n<p>M\u1ed9t logistics pipeline \u0111i\u1ec3n h\u00ecnh th\u01b0\u1eddng bao g\u1ed3m c\u00e1c b\u01b0\u1edbc:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Thu mua v\u00e0 ti\u1ebfp nh\u1eadn h\u00e0ng;<\/li>\n\n\n\n<li>L\u01b0u tr\u1eef t\u1ea1i kho;<\/li>\n\n\n\n<li>Qu\u1ea3n l\u00fd t\u1ed3n kho;<\/li>\n\n\n\n<li>X\u1eed l\u00fd \u0111\u01a1n h\u00e0ng;<\/li>\n\n\n\n<li>V\u1eadn chuy\u1ec3n v\u00e0 giao h\u00e0ng ch\u1eb7ng cu\u1ed1i.<\/li>\n<\/ul>\n\n\n\n<p>M\u1ed7i giai \u0111o\u1ea1n \u0111\u1ec1u c\u00f3 nh\u1eefng b\u00e0i to\u00e1n ri\u00eang v\u1ec1 chi ph\u00ed, t\u1ed1c \u0111\u1ed9 v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch v\u1ee5. N\u1ebfu m\u1ed9t m\u1eaft x\u00edch g\u1eb7p v\u1ea5n \u0111\u1ec1, to\u00e0n b\u1ed9 chu\u1ed7i c\u00f3 th\u1ec3 b\u1ecb \u1ea3nh h\u01b0\u1edfng, d\u1eabn \u0111\u1ebfn giao h\u00e0ng ch\u1eadm, t\u0103ng chi ph\u00ed ho\u1eb7c gi\u1ea3m tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng.<\/p>\n\n\n\n<p>\u0110i\u1ec3m m\u1ea5u ch\u1ed1t c\u1ee7a m\u1ed9t logistics pipeline hi\u1ec7u qu\u1ea3 n\u1eb1m \u1edf kh\u1ea3 n\u0103ng ph\u1ed1i h\u1ee3p v\u00e0 minh b\u1ea1ch th\u00f4ng tin gi\u1eefa c\u00e1c b\u00ean. Doanh nghi\u1ec7p c\u1ea7n bi\u1ebft ch\u00ednh x\u00e1c h\u00e0ng \u0111ang \u1edf \u0111\u00e2u, t\u1ed3n kho c\u00f2n bao nhi\u00eau v\u00e0 \u0111\u01a1n h\u00e0ng \u0111ang \u1edf tr\u1ea1ng th\u00e1i n\u00e0o \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh k\u1ecbp th\u1eddi. N\u1ebfu thi\u1ebfu d\u1eef li\u1ec7u ho\u1eb7c d\u1eef li\u1ec7u kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t, vi\u1ec7c v\u1eadn h\u00e0nh s\u1ebd d\u1ec5 r\u01a1i v\u00e0o t\u00ecnh tr\u1ea1ng b\u1ecb \u0111\u1ed9ng v\u00e0 kh\u00f3 ki\u1ec3m so\u00e1t.<\/p>\n\n\n\n<p>\u0110\u1ec3 gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n n\u00e0y, nhi\u1ec1u doanh nghi\u1ec7p hi\u1ec7n nay \u0111\u00e3 tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng WMS (qu\u1ea3n l\u00fd kho) v\u00e0 <a href=\"https:\/\/base.vn\/blog\/tms-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">TMS (qu\u1ea3n l\u00fd v\u1eadn t\u1ea3i)<\/a> \u0111\u1ec3 theo d\u00f5i to\u00e0n b\u1ed9 h\u00e0nh tr\u00ecnh h\u00e0ng h\u00f3a theo th\u1eddi gian th\u1ef1c. Khi k\u1ebft h\u1ee3p s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 m\u00e3 v\u1ea1ch, RFID hay GPS tracking, doanh nghi\u1ec7p c\u00f2n c\u00f3 th\u1ec3 bi\u1ebft ch\u00ednh x\u00e1c v\u1ecb tr\u00ed t\u1eebng l\u00f4 h\u00e0ng, t\u1eeb \u0111\u00f3 t\u1ed1i \u01b0u tuy\u1ebfn \u0111\u01b0\u1eddng v\u1eadn chuy\u1ec3n, gi\u1ea3m chi ph\u00ed v\u00e0 h\u1ea1n ch\u1ebf r\u1ee7i ro th\u1ea5t l\u1ea1c s\u1ea3n ph\u1ea9m.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-3-quy-trinh-xay-d\u1ef1ng-va-qu\u1ea3n-ly-pipeline\">3. Quy tr\u00ecnh x\u00e2y d\u1ef1ng v\u00e0 qu\u1ea3n l\u00fd Pipeline<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-1-cac-b\u01b0\u1edbc-xay-d\u1ef1ng-pipeline\">3.1 C\u00e1c b\u01b0\u1edbc x\u00e2y d\u1ef1ng Pipeline<\/h3>\n\n\n\n<p>\u0110\u1ec3 pipeline th\u1ef1c s\u1ef1 ph\u00e1t huy gi\u00e1 tr\u1ecb, doanh nghi\u1ec7p c\u1ea7n ti\u1ebfp c\u1eadn theo h\u01b0\u1edbng c\u00f3 h\u1ec7 th\u1ed1ng, thay v\u00ec tri\u1ec3n khai r\u1eddi r\u1ea1c theo t\u1eebng b\u1ed9 ph\u1eadn. M\u1ed9t pipeline t\u1ed1t kh\u00f4ng ch\u1ec9 gi\u00fap c\u00f4ng vi\u1ec7c \u201cch\u1ea3y\u201d m\u01b0\u1ee3t h\u01a1n m\u00e0 c\u00f2n t\u1ea1o n\u1ec1n t\u1ea3ng \u0111\u1ec3 \u0111o l\u01b0\u1eddng v\u00e0 t\u1ed1i \u01b0u li\u00ean t\u1ee5c. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 c\u00e1c b\u01b0\u1edbc c\u01a1 b\u1ea3n trong quy tr\u00ecnh x\u00e2y d\u1ef1ng pipeline:<\/p>\n\n\n\n<p><strong>&#8211; B\u01b0\u1edbc 1: X\u00e1c \u0111\u1ecbnh r\u00f5 m\u1ee5c ti\u00eau c\u1ee7a pipeline: <\/strong>\u0110\u1ea7u ti\u00ean, doanh nghi\u1ec7p c\u1ea7n tr\u1ea3 l\u1eddi nh\u1eefng c\u00e2u h\u1ecfi: pipeline n\u00e0y \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng \u0111\u1ec3 l\u00e0m g\u00ec, k\u1ebft qu\u1ea3 mong mu\u1ed1n l\u00e0 g\u00ec v\u00e0 ai s\u1ebd tham gia v\u00e0o quy tr\u00ecnh. V\u00ed d\u1ee5, v\u1edbi sales pipeline, m\u1ee5c ti\u00eau c\u00f3 th\u1ec3 l\u00e0 t\u0103ng t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i t\u1eeb 15% l\u00ean 25% trong v\u00f2ng 6 th\u00e1ng; c\u00f2n v\u1edbi data pipeline, m\u1ee5c ti\u00eau c\u00f3 th\u1ec3 l\u00e0 r\u00fat ng\u1eafn th\u1eddi gian x\u1eed l\u00fd v\u00e0 b\u00e1o c\u00e1o d\u1eef li\u1ec7u. Khi m\u1ee5c ti\u00eau \u0111\u1ee7 c\u1ee5 th\u1ec3, vi\u1ec7c thi\u1ebft k\u1ebf ph\u00eda sau s\u1ebd ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n\n\n\n<p><strong>&#8211; B\u01b0\u1edbc 2: Ph\u00e2n t\u00edch quy tr\u00ecnh hi\u1ec7n t\u1ea1i: <\/strong>Doanh nghi\u1ec7p c\u1ea7n \u201cv\u1ebd l\u1ea1i\u201d c\u00e1ch c\u00f4ng vi\u1ec7c \u0111ang di\u1ec5n ra, t\u1eeb \u0111\u1ea7u v\u00e0o \u0111\u1ebfn \u0111\u1ea7u ra, x\u00e1c \u0111\u1ecbnh r\u00f5 c\u00e1c b\u01b0\u1edbc ch\u00ednh, \u0111i\u1ec3m ph\u1ed1i h\u1ee3p gi\u1eefa c\u00e1c ph\u00f2ng ban v\u00e0 nh\u1eefng \u0111i\u1ec3m ngh\u1ebdn \u0111ang t\u1ed3n t\u1ea1i. Vi\u1ec7c n\u00e0y gi\u00fap doanh nghi\u1ec7p nh\u00ecn th\u1ea5y nh\u1eefng b\u01b0\u1edbc d\u01b0 th\u1eeba, thi\u1ebfu hi\u1ec7u qu\u1ea3 ho\u1eb7c d\u1ec5 g\u00e2y sai s\u00f3t trong quy tr\u00ecnh.<\/p>\n\n\n\n<p><strong>&#8211; B\u01b0\u1edbc 3: Thi\u1ebft k\u1ebf pipeline m\u1edbi: <\/strong>\u1ede giai \u0111o\u1ea1n n\u00e0y, doanh nghi\u1ec7p c\u1ea7n x\u00e1c \u0111\u1ecbnh r\u00f5 t\u1eebng b\u01b0\u1edbc trong pipeline, \u0111i\u1ec1u ki\u1ec7n \u0111\u1ec3 chuy\u1ec3n t\u1eeb b\u01b0\u1edbc n\u00e0y sang b\u01b0\u1edbc kh\u00e1c, c\u0169ng nh\u01b0 c\u00e1c ch\u1ec9 s\u1ed1 \u0111\u1ec3 \u0111o l\u01b0\u1eddng k\u1ebft qu\u1ea3. M\u1ed9t pipeline t\u1ed1t n\u00ean \u0111\u1ee7 chi ti\u1ebft \u0111\u1ec3 ki\u1ec3m so\u00e1t, nh\u01b0ng c\u0169ng \u0111\u1ee7 \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 d\u1ec5 v\u1eadn h\u00e0nh. N\u1ebfu qu\u00e1 ph\u1ee9c t\u1ea1p, nh\u00e2n s\u1ef1 s\u1ebd kh\u00f3 tu\u00e2n th\u1ee7 v\u00e0 h\u1ec7 th\u1ed1ng s\u1ebd s\u1edbm tr\u1edf n\u00ean k\u00e9m hi\u1ec7u qu\u1ea3.<\/p>\n\n\n\n<p><strong>&#8211; B\u01b0\u1edbc 4: L\u1ef1a ch\u1ecdn c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p \u0111\u1ec3 tri\u1ec3n khai pipeline:<\/strong> Thay v\u00ec s\u1eed d\u1ee5ng nhi\u1ec1u ph\u1ea7n m\u1ec1m r\u1eddi r\u1ea1c, xu h\u01b0\u1edbng hi\u1ec7n nay l\u00e0 s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng qu\u1ea3n tr\u1ecb t\u1ed5ng th\u1ec3 nh\u01b0 Base.vn \u0111\u1ec3 \u0111\u1ed3ng b\u1ed9 d\u1eef li\u1ec7u v\u00e0 quy tr\u00ecnh tr\u00ean c\u00f9ng m\u1ed9t h\u1ec7 th\u1ed1ng. \u0110i\u1ec1u n\u00e0y gi\u00fap c\u00e1c pipeline t\u1eeb b\u00e1n h\u00e0ng, v\u1eadn h\u00e0nh \u0111\u1ebfn nh\u00e2n s\u1ef1 \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i li\u1ec1n m\u1ea1ch, gi\u1ea3m sai l\u1ec7ch th\u00f4ng tin v\u00e0 t\u0103ng kh\u1ea3 n\u0103ng ki\u1ec3m so\u00e1t.<\/p>\n\n\n\n<p><strong>&#8211; B\u01b0\u1edbc 5: Tri\u1ec3n khai v\u00e0 th\u1eed nghi\u1ec7m: <\/strong>Doanh nghi\u1ec7p n\u00ean b\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t nh\u00f3m nh\u1ecf ho\u1eb7c m\u1ed9t quy tr\u00ecnh c\u1ee5 th\u1ec3 \u0111\u1ec3 ki\u1ec3m tra t\u00ednh ph\u00f9 h\u1ee3p tr\u01b0\u1edbc khi m\u1edf r\u1ed9ng pipeline. Song song v\u1edbi \u0111\u00f3, vi\u1ec7c \u0111\u00e0o t\u1ea1o nh\u00e2n s\u1ef1 l\u00e0 \u0111i\u1ec1u kh\u00f4ng th\u1ec3 thi\u1ebfu. Khi \u0111\u1ed9i ng\u0169 hi\u1ec3u r\u00f5 c\u00e1ch v\u1eadn h\u00e0nh v\u00e0 gi\u00e1 tr\u1ecb c\u1ee7a pipeline, h\u1ecd s\u1ebd ch\u1ee7 \u0111\u1ed9ng \u00e1p d\u1ee5ng pipeline v\u00e0o c\u00f4ng vi\u1ec7c h\u00e0ng ng\u00e0y.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-2-qu\u1ea3n-ly-va-t\u1ed1i-\u01b0u-hoa-pipeline\">3.2 Qu\u1ea3n l\u00fd v\u00e0 t\u1ed1i \u01b0u h\u00f3a Pipeline<\/h3>\n\n\n\n<p>Sau khi pipeline \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o v\u1eadn h\u00e0nh, doanh nghi\u1ec7p c\u1ea7n chuy\u1ec3n sang giai \u0111o\u1ea1n: qu\u1ea3n l\u00fd v\u00e0 c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c d\u1ef1a tr\u00ean d\u1eef li\u1ec7u th\u1ef1c t\u1ebf.<\/p>\n\n\n\n<p>B\u01b0\u1edbc \u0111\u1ea7u ti\u00ean l\u00e0 thi\u1ebft l\u1eadp c\u00e1c ch\u1ec9 s\u1ed1 \u0111o l\u01b0\u1eddng ph\u00f9 h\u1ee3p. M\u1ed7i lo\u1ea1i pipeline s\u1ebd c\u00f3 b\u1ed9 KPI kh\u00e1c nhau, nh\u01b0ng m\u1ee5c ti\u00eau chung l\u00e0 gi\u00fap doanh nghi\u1ec7p hi\u1ec3u r\u00f5 hi\u1ec7u su\u1ea5t \u1edf t\u1eebng giai \u0111o\u1ea1n, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra h\u01b0\u1edbng x\u1eed l\u00fd cho nh\u1eefng v\u1ea5n \u0111\u1ec1 ph\u00e1t sinh. V\u00ed d\u1ee5, v\u1edbi sales pipeline, c\u00f3 th\u1ec3 theo d\u00f5i t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i gi\u1eefa c\u00e1c b\u01b0\u1edbc, th\u1eddi gian x\u1eed l\u00fd trung b\u00ecnh, gi\u00e1 tr\u1ecb \u0111\u01a1n h\u00e0ng ho\u1eb7c t\u1ed5ng gi\u00e1 tr\u1ecb c\u01a1 h\u1ed9i. V\u1edbi data pipeline, c\u00e1c ch\u1ec9 s\u1ed1 quan tr\u1ecdng th\u01b0\u1eddng l\u00e0 th\u1eddi gian x\u1eed l\u00fd, t\u1ef7 l\u1ec7 l\u1ed7i d\u1eef li\u1ec7u hay m\u1ee9c \u0111\u1ed9 \u1ed5n \u0111\u1ecbnh c\u1ee7a h\u1ec7 th\u1ed1ng.<\/p>\n\n\n\n<p>\u0110\u1ed3ng th\u1eddi, th\u00f4ng qua c\u00e1c b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n (dashboard) v\u00e0 b\u00e1o c\u00e1o theo th\u1eddi gian th\u1ef1c tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng ph\u1ea7n m\u1ec1m, nh\u00e0 qu\u1ea3n l\u00fd c\u00f3 th\u1ec3 n\u1eafm b\u1eaft t\u00ecnh h\u00ecnh ngay l\u1eadp t\u1ee9c v\u00e0 ph\u1ea3n \u1ee9ng k\u1ecbp th\u1eddi, thay v\u00ec ch\u1edd b\u00e1o c\u00e1o cu\u1ed1i k\u1ef3. V\u00ed d\u1ee5, khi ghi nh\u1eadn s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng gi\u1ea3m \u0111\u1ed9t ng\u1ed9t ho\u1eb7c m\u1ed9t giai \u0111o\u1ea1n c\u00f3 t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i th\u1ea5p b\u1ea5t th\u01b0\u1eddng, <a href=\"https:\/\/base.vn\/blog\/phan-mem-crm\/\" target=\"_blank\" rel=\"noreferrer noopener\">h\u1ec7 th\u1ed1ng CRM<\/a> s\u1ebd g\u1eedi \u0111i c\u1ea3nh b\u00e1o \u0111\u1ec3 \u0111\u1ed9i ng\u0169 kinh doanh nhanh ch\u00f3ng ki\u1ec3m tra v\u00e0 kh\u1eafc ph\u1ee5c.<\/p>\n\n\n\n<p>M\u1ed9t y\u1ebfu t\u1ed1 quan tr\u1ecdng kh\u00e1c l\u00e0 ph\u00e2n t\u00edch \u0111\u1ecbnh k\u1ef3. Doanh nghi\u1ec7p n\u00ean th\u01b0\u1eddng xuy\u00ean \u0111\u1eb7t c\u00e2u h\u1ecfi: b\u01b0\u1edbc n\u00e0o \u0111ang l\u00e0 \u0111i\u1ec3m ngh\u1ebdn, v\u00ec sao kh\u00e1ch h\u00e0ng ho\u1eb7c d\u1eef li\u1ec7u \u201cr\u01a1i r\u1ee5ng\u201d \u1edf giai \u0111o\u1ea1n \u0111\u00f3, v\u00e0 c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n b\u1eb1ng c\u00e1ch n\u00e0o. Vi\u1ec7c so s\u00e1nh hi\u1ec7u su\u1ea5t gi\u1eefa c\u00e1c \u0111\u1ed9i nh\u00f3m, s\u1ea3n ph\u1ea9m ho\u1eb7c khu v\u1ef1c c\u0169ng s\u1ebd gi\u00fap doanh nghi\u1ec7p t\u00ecm ra pipeline v\u1eadn h\u00e0nh t\u1ed1t nh\u1ea5t.<\/p>\n\n\n\n<p>T\u1ed1i \u01b0u pipeline l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh di\u1ec5n ra li\u00ean t\u1ee5c. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 th\u1eed nghi\u1ec7m c\u00e1c thay \u0111\u1ed5i nh\u1ecf tr\u01b0\u1edbc khi \u00e1p d\u1ee5ng tr\u00ean di\u1ec7n r\u1ed9ng, t\u1eeb \u0111\u00f3 gi\u1ea3m r\u1ee7i ro v\u00e0 t\u0103ng kh\u1ea3 n\u0103ng th\u00e0nh c\u00f4ng. B\u00ean c\u1ea1nh \u0111\u00f3, t\u1ef1 \u0111\u1ed9ng h\u00f3a l\u00e0 \u0111\u00f2n b\u1ea9y then ch\u1ed1t gi\u00fap pipeline v\u1eadn h\u00e0nh tr\u01a1n tru h\u01a1n. Nh\u1eefng c\u00f4ng vi\u1ec7c l\u1eb7p l\u1ea1i nh\u01b0 c\u1eadp nh\u1eadt tr\u1ea1ng th\u00e1i, g\u1eedi th\u00f4ng b\u00e1o hay t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u n\u00ean \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u1ec3 gi\u1ea3m sai s\u00f3t v\u00e0 gi\u1ea3i ph\u00f3ng th\u1eddi gian cho nh\u00e2n vi\u00ean.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-4-qu\u1ea3n-tr\u1ecb-pipeline-toan-di\u1ec7n-v\u1edbi-base-vn\">4. Qu\u1ea3n tr\u1ecb pipeline to\u00e0n di\u1ec7n v\u1edbi Base.vn<\/h2>\n\n\n\n<p>Vi\u1ec7c thi\u1ebft k\u1ebf pipeline kh\u00f4ng qu\u00e1 ph\u1ee9c t\u1ea1p, nh\u01b0ng \u0111\u1ec3 bi\u1ebfn pipeline th\u00e0nh m\u1ed9t ph\u1ea7n trong c\u00f4ng vi\u1ec7c h\u00e0ng ng\u00e0y l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn. Kh\u00f4ng \u00edt doanh nghi\u1ec7p r\u01a1i v\u00e0o t\u00ecnh tr\u1ea1ng quy tr\u00ecnh th\u00ec c\u00f3, nh\u01b0ng d\u1eef li\u1ec7u r\u1eddi r\u1ea1c, theo d\u00f5i th\u1ee7 c\u00f4ng v\u00e0 thi\u1ebfu s\u1ef1 k\u1ebft n\u1ed1i gi\u1eefa c\u00e1c ph\u00f2ng ban.<\/p>\n\n\n\n<p>Xu\u1ea5t ph\u00e1t t\u1eeb b\u00e0i to\u00e1n \u0111\u00f3, <a href=\"https:\/\/base.vn\/?utm_source=blog&amp;utm_content=pipeline\" target=\"_blank\" rel=\"noreferrer noopener\">Base.vn<\/a> ph\u00e1t tri\u1ec3n n\u1ec1n t\u1ea3ng qu\u1ea3n tr\u1ecb doanh nghi\u1ec7p v\u1edbi tri\u1ebft l\u00fd t\u1ed5 ch\u1ee9c c\u00f4ng vi\u1ec7c theo pipeline. Thay v\u00ec qu\u1ea3n l\u00fd c\u00f4ng vi\u1ec7c ph\u00e2n m\u1ea3nh, m\u1ecdi quy tr\u00ecnh \u0111\u1ec1u \u0111\u01b0\u1ee3c chu\u1ea9n h\u00f3a th\u00e0nh c\u00e1c giai \u0111o\u1ea1n r\u00f5 r\u00e0ng, c\u00f3 th\u1ec3 theo d\u00f5i, \u0111o l\u01b0\u1eddng v\u00e0 t\u1ed1i \u01b0u li\u00ean t\u1ee5c tr\u00ean c\u00f9ng m\u1ed9t h\u1ec7 th\u1ed1ng.<\/p>\n\n\n\n<p>V\u1edbi Base.vn, doanh nghi\u1ec7p c\u00f3 th\u1ec3 thi\u1ebft l\u1eadp pipeline cho nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau nh\u01b0 b\u00e1n h\u00e0ng, nh\u00e2n s\u1ef1 hay t\u00e0i ch\u00ednh. M\u1ed7i pipeline \u0111\u1ec1u \u0111\u01b0\u1ee3c s\u1ed1 h\u00f3a th\u00e0nh <a href=\"https:\/\/base.vn\/blog\/workflow-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">workflow<\/a> khoa h\u1ecdc, gi\u00fap c\u00e1c b\u1ed9 ph\u1eadn ph\u1ed1i h\u1ee3p m\u01b0\u1ee3t m\u00e0 h\u01a1n. D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u1ed3ng b\u1ed9 theo th\u1eddi gian th\u1ef1c, quy tr\u00ecnh \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 b\u00e1o c\u00e1o lu\u00f4n s\u1eb5n s\u00e0ng.<\/p>\n\n\n\n<p>L\u1ea5y v\u00ed d\u1ee5 v\u1edbi pipeline tuy\u1ec3n d\u1ee5ng (t\u1eeb nh\u1eadn CV \u0111\u1ebfn ph\u1ecfng v\u1ea5n v\u00e0 g\u1eedi offer), Base.vn h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Thi\u1ebft l\u1eadp quy tr\u00ecnh (Workflow): Doanh nghi\u1ec7p c\u00f3 th\u1ec3 thi\u1ebft k\u1ebf to\u00e0n b\u1ed9 pipeline tuy\u1ec3n d\u1ee5ng bao g\u1ed3m c\u00e1c giai \u0111o\u1ea1n nh\u01b0 nh\u1eadn h\u1ed3 s\u01a1, s\u00e0ng l\u1ecdc, ph\u1ecfng v\u1ea5n v\u00f2ng 1, v\u00f2ng 2, \u0111\u00e1nh gi\u00e1 v\u00e0 g\u1eedi offer. M\u1ed7i b\u01b0\u1edbc \u0111\u1ec1u c\u00f3 ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch, deadline v\u00e0 \u0111i\u1ec1u ki\u1ec7n chuy\u1ec3n b\u01b0\u1edbc.<\/li>\n\n\n\n<li>Qu\u1ea3n l\u00fd nhi\u1ec7m v\u1ee5: M\u1ed7i \u1ee9ng vi\u00ean \u0111\u01b0\u1ee3c g\u1eafn v\u1edbi m\u1ed9t \u201cc\u00f4ng vi\u1ec7c\u201d c\u1ee5 th\u1ec3 trong pipeline, gi\u00fap HR v\u00e0 c\u00e1c b\u1ed9 ph\u1eadn li\u00ean quan d\u1ec5 d\u00e0ng theo d\u00f5i tr\u1ea1ng th\u00e1i x\u1eed l\u00fd, l\u1ecbch ph\u1ecfng v\u1ea5n, k\u1ebft qu\u1ea3 \u0111\u00e1nh gi\u00e1 v\u00e0 c\u00e1c \u0111\u1ea7u vi\u1ec7c c\u1ea7n th\u1ef1c hi\u1ec7n ti\u1ebfp theo.<\/li>\n\n\n\n<li>T\u1ef1 \u0111\u1ed9ng h\u00f3a: H\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng g\u1eedi th\u00f4ng b\u00e1o khi c\u00f3 \u1ee9ng vi\u00ean m\u1edbi, khi chuy\u1ec3n giai \u0111o\u1ea1n (v\u00ed d\u1ee5 t\u1eeb s\u00e0ng l\u1ecdc sang ph\u1ecfng v\u1ea5n), ho\u1eb7c khi nhi\u1ec7m v\u1ee5 s\u1eafp \u0111\u1ebfn h\u1ea1n\/qu\u00e1 h\u1ea1n.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>\u0110\u1eb7c bi\u1ec7t, n\u1ec1n t\u1ea3ng Base.vn r\u1ea5t d\u1ec5 s\u1eed d\u1ee5ng v\u00e0 d\u1ec5 thao t\u00e1c. Nh\u00e0 qu\u1ea3n l\u00fd c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng \u0111\u01b0a h\u1ec7 th\u1ed1ng v\u00e0o v\u1eadn h\u00e0nh v\u00e0 khuy\u1ebfn kh\u00edch \u0111\u1ed9i ng\u0169 \u00e1p d\u1ee5ng trong c\u00f4ng vi\u1ec7c h\u00e0ng ng\u00e0y. N\u1ec1n t\u1ea3ng c\u0169ng ph\u00f9 h\u1ee3p v\u1edbi nhi\u1ec1u quy m\u00f4, t\u1eeb doanh nghi\u1ec7p nh\u1ecf \u0111\u1ebfn l\u1edbn, v\u00e0 linh ho\u1ea1t \u0111\u00e1p \u1ee9ng nhu c\u1ea7u qu\u1ea3n l\u00fd pipeline trong c\u00e1c ng\u00e0nh kh\u00e1c nhau.<\/p>\n\n\n\n<p>H\u01a1n 11.000 doanh nghi\u1ec7p Vi\u1ec7t Nam \u0111\u00e3 v\u00e0 \u0111ang ti\u1ebfn h\u00e0nh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u00f9ng Base.vn. H\u00e3y kh\u00e1m ph\u00e1 c\u00e1ch Base.vn gi\u00fap doanh nghi\u1ec7p c\u1ee7a b\u1ea1n n\u00e2ng t\u1ea7m n\u0103ng l\u1ef1c qu\u1ea3n tr\u1ecb d\u1ef1a tr\u00ean d\u1eef li\u1ec7u ngay h\u00f4m nay.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><a href=\"https:\/\/base.vn\/?utm_source=blog&amp;utm_content=pipeline\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" width=\"1024\" height=\"469\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2024\/11\/Base-Flatform-1024x469.webp\" alt=\"Base.vn - N\u1ec1n t\u1ea3ng qu\u1ea3n tr\u1ecb doanh nghi\u1ec7p to\u00e0n di\u1ec7n\" class=\"wp-image-13899\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2024\/11\/Base-Flatform-1024x469.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2024\/11\/Base-Flatform-300x138.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2024\/11\/Base-Flatform-768x352.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2024\/11\/Base-Flatform-1536x704.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2024\/11\/Base-Flatform.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><em><a href=\"https:\/\/base.vn\/?utm_source=blog&amp;utm_content=pipeline\" target=\"_blank\" rel=\"noreferrer noopener\">Base.vn<\/a> &#8211; N\u1ec1n t\u1ea3ng qu\u1ea3n tr\u1ecb doanh nghi\u1ec7p to\u00e0n di\u1ec7n<\/em><\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5-d\u1eb7c-di\u1ec3m-va-l\u1ee3i-ich-c\u1ee7a-pipeline\">5. \u0110\u1eb7c \u0111i\u1ec3m v\u00e0 l\u1ee3i \u00edch c\u1ee7a Pipeline<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-1-d\u1eb7c-di\u1ec3m-n\u1ed5i-b\u1eadt-c\u1ee7a-pipeline\">5.1 \u0110\u1eb7c \u0111i\u1ec3m n\u1ed5i b\u1eadt c\u1ee7a Pipeline<\/h3>\n\n\n\n<p>So v\u1edbi c\u00e1ch qu\u1ea3n l\u00fd c\u00f4ng vi\u1ec7c theo d\u1ea1ng quy tr\u00ecnh truy\u1ec1n th\u1ed1ng, qu\u1ea3n l\u00fd c\u00f4ng vi\u1ec7c theo pipeline mang nh\u1eefng \u0111\u1eb7c tr\u01b0ng nh\u01b0 sau:<\/p>\n\n\n\n<p><strong>&#8211; C\u00f3 tu\u1ea7n t\u1ef1 r\u00f5 r\u00e0ng:<\/strong> Pipeline \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng theo c\u00e1c giai \u0111o\u1ea1n c\u1ee5 th\u1ec3, s\u1eafp x\u1ebfp theo m\u1ed9t tr\u00ecnh t\u1ef1 logic t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i. Nh\u1edd \u0111\u00f3, m\u1ed7i c\u00e1 nh\u00e2n \u0111\u1ec1u bi\u1ebft m\u00ecnh \u0111ang \u1edf b\u01b0\u1edbc n\u00e0o trong quy tr\u00ecnh v\u00e0 c\u1ea7n th\u1ef1c hi\u1ec7n \u0111i\u1ec1u g\u00ec ti\u1ebfp theo. Trong m\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p, pipeline c\u00f3 th\u1ec3 ch\u1ee9a c\u00e1c b\u01b0\u1edbc song song ho\u1eb7c l\u1eb7p l\u1ea1i, nh\u01b0ng v\u1eabn \u0111\u1ea3m b\u1ea3o d\u00f2ng ch\u1ea3y t\u1ed5ng th\u1ec3 kh\u00f4ng b\u1ecb gi\u00e1n \u0111o\u1ea1n.<\/p>\n\n\n\n<p><strong>&#8211; V\u1eadn h\u00e0nh li\u00ean t\u1ee5c: <\/strong>Pipeline kh\u00f4ng ph\u1ea3i l\u00e0 nh\u1eefng c\u00f4ng vi\u1ec7c r\u1eddi r\u1ea1c m\u00e0 l\u00e0 m\u1ed9t d\u00f2ng ch\u1ea3y xuy\u00ean su\u1ed1t. T\u1ea1i c\u00f9ng m\u1ed9t th\u1eddi \u0111i\u1ec3m, nhi\u1ec1u \u0111\u1ea7u vi\u1ec7c c\u00f3 th\u1ec3 \u0111ang di\u1ec5n ra \u1edf c\u00e1c giai \u0111o\u1ea1n kh\u00e1c nhau. \u0110i\u1ec1u n\u00e0y gi\u00fap doanh nghi\u1ec7p duy tr\u00ec ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh, tr\u00e1nh t\u00ecnh tr\u1ea1ng \u201c\u0111\u1ee9t g\u00e3y\u201d v\u00e0 d\u1ec5 d\u00e0ng d\u1ef1 b\u00e1o k\u1ebft qu\u1ea3 trong t\u01b0\u01a1ng lai.<\/p>\n\n\n\n<p><strong>&#8211; C\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng v\u00e0 theo d\u00f5i hi\u1ec7u qu\u1ea3:<\/strong> V\u1edbi vi\u1ec7c chia nh\u1ecf quy tr\u00ecnh th\u00e0nh t\u1eebng giai \u0111o\u1ea1n c\u1ee5 th\u1ec3, pipeline cho ph\u00e9p doanh nghi\u1ec7p theo d\u00f5i ch\u00ednh x\u00e1c s\u1ed1 l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c \u1edf m\u1ed7i b\u01b0\u1edbc, th\u1eddi gian x\u1eed l\u00fd v\u00e0 t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i gi\u1eefa c\u00e1c giai \u0111o\u1ea1n. \u0110\u00e2y l\u00e0 n\u1ec1n t\u1ea3ng quan tr\u1ecdng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t, l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p><strong>&#8211; Minh b\u1ea1ch h\u00f3a to\u00e0n b\u1ed9 quy tr\u00ecnh:<\/strong>&nbsp; Pipeline mang l\u1ea1i c\u00e1i nh\u00ecn t\u1ed5ng th\u1ec3 v\u1ec1 c\u00f4ng vi\u1ec7c cho c\u1ea3 \u0111\u1ed9i ng\u0169. Nh\u00e2n s\u1ef1 c\u00f3 th\u1ec3 theo d\u00f5i ti\u1ebfn \u0111\u1ed9 c\u1ee7a c\u00e1 nh\u00e2n v\u00e0 to\u00e0n team, t\u1eeb \u0111\u00f3 t\u0103ng kh\u1ea3 n\u0103ng ph\u1ed1i h\u1ee3p v\u00e0 h\u1ecdc h\u1ecfi l\u1eabn nhau. \u0110\u1ed3ng th\u1eddi, nh\u00e0 qu\u1ea3n l\u00fd c\u0169ng d\u1ec5 d\u00e0ng n\u1eafm b\u1eaft t\u00ecnh h\u00ecnh \u0111\u1ec3 ph\u00e2n b\u1ed5 ngu\u1ed3n l\u1ef1c v\u00e0 x\u1eed l\u00fd k\u1ecbp th\u1eddi c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u00e1t sinh.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-2-l\u1ee3i-ich-thi\u1ebft-th\u1ef1c-c\u1ee7a-pipeline\">5.2 L\u1ee3i \u00edch thi\u1ebft th\u1ef1c c\u1ee7a pipeline<\/h3>\n\n\n\n<p>Nh\u1eefng l\u1ee3i \u00edch ti\u00eau bi\u1ec3u m\u00e0 doanh nghi\u1ec7p c\u00f3 \u0111\u01b0\u1ee3c t\u1eeb vi\u1ec7c x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai pipeline \u0111\u00fang c\u00e1ch bao g\u1ed3m:<\/p>\n\n\n\n<p><strong>&#8211; T\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng d\u1ef1 b\u00e1o: <\/strong>Pipeline gi\u00fap doanh nghi\u1ec7p d\u1ef1 \u0111o\u00e1n k\u1ebft qu\u1ea3 kinh doanh chu\u1ea9n x\u00e1c h\u01a1n d\u1ef1a tr\u00ean d\u1eef li\u1ec7u th\u1ef1c t\u1ebf. Khi bi\u1ebft r\u00f5 s\u1ed1 l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c \u1edf t\u1eebng giai \u0111o\u1ea1n v\u00e0 t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i, doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u01b0\u1edbc t\u00ednh doanh thu, l\u1eadp k\u1ebf ho\u1ea1ch t\u00e0i ch\u00ednh v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh v\u1ec1 tuy\u1ec3n d\u1ee5ng, marketing hay v\u1eadn h\u00e0nh m\u1ed9t c\u00e1ch ch\u1ee7 \u0111\u1ed9ng h\u01a1n<\/p>\n\n\n\n<p><strong>&#8211; C\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh:<\/strong> Vi\u1ec7c \u201cnh\u00ecn th\u1ea5y\u201d to\u00e0n b\u1ed9 quy tr\u00ecnh gi\u00fap doanh nghi\u1ec7p d\u1ec5 d\u00e0ng ph\u00e1t hi\u1ec7n c\u00e1c \u0111i\u1ec3m ngh\u1ebdn v\u00e0 c\u1ea3i ti\u1ebfn ch\u00fang. Khi t\u1eebng b\u01b0\u1edbc \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u, th\u1eddi gian x\u1eed l\u00fd t\u1ed5ng th\u1ec3 s\u1ebd r\u00fat ng\u1eafn, hi\u1ec7u su\u1ea5t t\u0103ng l\u00ean m\u00e0 kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i t\u0103ng th\u00eam ngu\u1ed3n l\u1ef1c.<\/p>\n\n\n\n<p><strong>&#8211; N\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra:<\/strong> Pipeline cho ph\u00e9p ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng ngay trong t\u1eebng giai \u0111o\u1ea1n, thay v\u00ec ch\u1ec9 ki\u1ec3m tra \u1edf b\u01b0\u1edbc cu\u1ed1i c\u00f9ng. Nh\u1edd \u0111\u00f3, l\u1ed7i \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n s\u1edbm, d\u1ec5 x\u1eed l\u00fd v\u00e0 \u00edt t\u1ed1n k\u00e9m h\u01a1n.<\/p>\n\n\n\n<p><strong>&#8211; D\u1ec5 d\u00e0ng m\u1edf r\u1ed9ng khi doanh nghi\u1ec7p t\u0103ng tr\u01b0\u1edfng: <\/strong>Khi quy tr\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c chu\u1ea9n h\u00f3a th\u00e0nh pipeline, doanh nghi\u1ec7p c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng nh\u00e2n r\u1ed9ng khi m\u1edf r\u1ed9ng quy m\u00f4. Nh\u00e2n s\u1ef1 m\u1edbi ch\u1ec9 c\u1ea7n l\u00e0m theo quy tr\u00ecnh c\u00f3 s\u1eb5n, thay v\u00ec t\u1ef1 x\u00e2y d\u1ef1ng c\u00e1ch l\u00e0m ri\u00eang, gi\u00fap \u0111\u1ea3m b\u1ea3o t\u00ednh \u0111\u1ed3ng nh\u1ea5t trong v\u1eadn h\u00e0nh.<\/p>\n\n\n\n<p><strong>&#8211; L\u00e0m kh\u00e1ch h\u00e0ng h\u00e0i l\u00f2ng h\u01a1n: <\/strong>M\u1ed9t pipeline v\u1eadn h\u00e0nh m\u01b0\u1ee3t m\u00e0 gi\u00fap ph\u1ea3n h\u1ed3i kh\u00e1ch h\u00e0ng nhanh h\u01a1n, cung c\u1ea5p th\u00f4ng tin nh\u1ea5t qu\u00e1n h\u01a1n. \u0110i\u1ec1u n\u00e0y tr\u1ef1c ti\u1ebfp c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m v\u00e0 t\u0103ng m\u1ee9c \u0111\u1ed9 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng.<\/p>\n\n\n\n<p><strong>&#8211; H\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u: <\/strong>Pipeline cung c\u1ea5p d\u1eef li\u1ec7u chi ti\u1ebft \u1edf t\u1eebng giai \u0111o\u1ea1n, gi\u00fap nh\u00e0 qu\u1ea3n l\u00fd c\u00f3 c\u01a1 s\u1edf kh\u00e1ch quan \u0111\u1ec3 ph\u00e2n t\u00edch, so s\u00e1nh v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh. Thay v\u00ec d\u1ef1a v\u00e0o c\u1ea3m t\u00ednh, m\u1ecdi h\u00e0nh \u0111\u1ed9ng \u0111\u1ec1u c\u00f3 th\u1ec3 d\u1ef1a tr\u00ean s\u1ed1 li\u1ec7u th\u1ef1c t\u1ebf.<\/p>\n\n\n\n<p><strong>&#8211; T\u0103ng t\u00ednh ch\u1ee7 \u0111\u1ed9ng v\u00e0 tr\u00e1ch nhi\u1ec7m c\u1ee7a nh\u00e2n s\u1ef1:<\/strong> Khi pipeline \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp logic, m\u1ed7i c\u00e1 nh\u00e2n \u0111\u1ec1u hi\u1ec3u r\u00f5 vai tr\u00f2 v\u00e0 m\u1ee5c ti\u00eau l\u00e0m vi\u1ec7c c\u1ee7a m\u00ecnh trong to\u00e0n b\u1ed9 quy tr\u00ecnh. Ti\u1ebfn \u0111\u1ed9 v\u00e0 k\u1ebft qu\u1ea3 c\u00f4ng vi\u1ec7c lu\u00f4n \u0111\u01b0\u1ee3c th\u1ed1ng k\u00ea \u0111\u1ea7y \u0111\u1ee7 v\u00e0 minh b\u1ea1ch. Nh\u1edd \u0111\u00f3, nh\u00e2n vi\u00ean s\u1ebd ch\u1ee7 \u0111\u1ed9ng h\u01a1n v\u00e0 c\u00f3 th\u00eam \u0111\u1ed9ng l\u1ef1c \u0111\u1ec3 c\u1ed1ng hi\u1ebfn cho t\u1ed5 ch\u1ee9c.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-6-k\u1ebft-bai\">6. K\u1ebft b\u00e0i<\/h2>\n\n\n\n<p>Tr\u00ean \u0111\u00e2y l\u00e0 nh\u1eefng th\u00f4ng tin gi\u1ea3i \u0111\u00e1p \u201cpipeline l\u00e0 g\u00ec\u201d m\u00e0 Base.vn mu\u1ed1n chia s\u1ebb c\u00f9ng \u0111\u1ed9c gi\u1ea3. V\u1edbi nh\u1eefng doanh nghi\u1ec7p ph\u1ea3i x\u1eed l\u00fd nhi\u1ec1u quy tr\u00ecnh ph\u1ee9c t\u1ea1p, pipeline kh\u00f4ng c\u00f2n l\u00e0 m\u1ed9t kh\u00e1i ni\u1ec7m \u201ck\u1ef9 thu\u1eadt\u201d m\u00e0 \u0111\u00e3 tr\u1edf th\u00e0nh c\u00f4ng c\u1ee5 qu\u1ea3n tr\u1ecb thi\u1ebft y\u1ebfu. D\u00f9 l\u00e0 trong b\u00e1n h\u00e0ng, t\u00e0i ch\u00ednh, v\u1eadn h\u00e0nh hay c\u00f4ng ngh\u1ec7, vi\u1ec7c t\u1ed5 ch\u1ee9c c\u00f4ng vi\u1ec7c theo pipeline s\u1ebd gi\u00fap m\u1ecdi th\u1ee9 tr\u1edf n\u00ean r\u00f5 r\u00e0ng h\u01a1n, c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng v\u00e0 d\u1ec5 d\u00e0ng c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t theo th\u1eddi gian.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Pipeline l\u00e0 m\u1ed9t thu\u1eadt ng\u1eef xu\u1ea5t hi\u1ec7n kh\u00e1 th\u01b0\u1eddng xuy\u00ean trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 b\u00e1n h\u00e0ng, marketing, ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m hay s\u1ea3n xu\u1ea5t c\u00f4ng nghi\u1ec7p. V\u01b0\u1ee3t ra ngo\u00e0i ngh\u0129a \u0111en l\u00e0 \u201c\u0111\u01b0\u1eddng \u1ed1ng\u201d, pipeline th\u1ec3 hi\u1ec7n m\u1ed9t quy tr\u00ecnh \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 v\u1eadn chuy\u1ec3n, x\u1eed l\u00fd v\u00e0 chuy\u1ec3n \u0111\u1ed5i c\u00e1c y\u1ebfu t\u1ed1 [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":27134,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[21],"tags":[],"ppma_author":[55],"class_list":["post-27126","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kien-thuc-kinh-doanh"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.4 (Yoast SEO v24.4) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Pipeline l\u00e0 g\u00ec? Ph\u00e2n lo\u1ea1i v\u00e0 quy tr\u00ecnh x\u00e2y d\u1ef1ng Pipeline<\/title>\n<meta name=\"description\" content=\"Pipeline l\u00e0 g\u00ec? T\u00ecm hi\u1ec3u c\u00e1c lo\u1ea1i pipeline ph\u1ed5 bi\u1ebfn v\u00e0 quy tr\u00ecnh x\u00e2y d\u1ef1ng hi\u1ec7u qu\u1ea3 gi\u00fap t\u1ed1i \u01b0u v\u1eadn h\u00e0nh doanh nghi\u1ec7p.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/base.vn\/blog\/pipeline-la-gi\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pipeline l\u00e0 g\u00ec? Ph\u00e2n lo\u1ea1i v\u00e0 quy tr\u00ecnh x\u00e2y d\u1ef1ng Pipeline\" \/>\n<meta property=\"og:description\" content=\"Pipeline l\u00e0 g\u00ec? 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