{"id":87945,"date":"2025-04-05T23:12:43","date_gmt":"2025-04-05T16:12:43","guid":{"rendered":"https:\/\/itviecblog.uptech.vn\/?p=85652"},"modified":"2025-06-17T09:30:02","modified_gmt":"2025-06-17T02:30:02","slug":"khoa-hoc-data-engineer","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/khoa-hoc-data-engineer\/","title":{"rendered":"Top kh\u00f3a h\u1ecdc Data Engineer t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn chuy\u00ean s\u00e2u"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">N\u1ed9i dung b\u00e0i vi\u1ebft<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/itviec.com\/blog\/khoa-hoc-data-engineer\/#Tong_quan_lo_trinh_hoc_Data_Engineer\" >T\u1ed5ng quan l\u1ed9 tr\u00ecnh h\u1ecdc Data Engineer<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/itviec.com\/blog\/khoa-hoc-data-engineer\/#Blog_hoc_Data_Engineer_mien_phi\" >Blog h\u1ecdc Data Engineer mi\u1ec5n ph\u00ed<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/itviec.com\/blog\/khoa-hoc-data-engineer\/#Khoa_hoc_Data_Engineer_Google_Cloud_Professional_Data_Engineer_%E2%80%93_Professional_Certificate\" >Kh\u00f3a h\u1ecdc Data Engineer: Google Cloud Professional Data Engineer \u2013 Professional Certificate<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/itviec.com\/blog\/khoa-hoc-data-engineer\/#Khoa_hoc_Data_Engineer_tren_LinkedIn_Learning\" >Kh\u00f3a h\u1ecdc Data Engineer tr\u00ean LinkedIn Learning<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/itviec.com\/blog\/khoa-hoc-data-engineer\/#Cau_hoi_thuong_gap_ve_khoa_hoc_Data_Engineer\" >C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 kh\u00f3a h\u1ecdc Data Engineer<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/itviec.com\/blog\/khoa-hoc-data-engineer\/#Tong_ket\" >T\u1ed5ng k\u1ebft<\/a><\/li><\/ul><\/nav><\/div>\n<p><em><strong>B\u1ea1n \u0111\u00e3 bao gi\u1edd t\u1ef1 h\u1ecfi l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t Data Engineer? Trong th\u1eddi \u0111\u1ea1i d\u1eef li\u1ec7u b\u00f9ng n\u1ed5, c\u00e1c c\u00f4ng ty \u0111ang \u0111\u1ea9y m\u1ea1nh vi\u1ec7c khai th\u00e1c d\u1eef li\u1ec7u \u0111\u1ec3 ph\u1ee5c v\u1ee5 ph\u00e2n t\u00edch kinh doanh, AI, v\u00e0 Machine Learning, l\u0129nh v\u1ef1c Data Engineering \u0111ang c\u00f3 m\u1ee9c l\u01b0\u01a1ng h\u1ea5p d\u1eabn v\u00e0 nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng cao &#8211; \u0111\u00e2y l\u00e0 th\u1eddi \u0111i\u1ec3m t\u1ed1t \u0111\u1ec3 b\u1eaft \u0111\u1ea7u theo \u0111u\u1ed5i v\u1ecb tr\u00ed n\u00e0y. <\/strong><\/em><em><strong>V\u1eady b\u1ea1n n\u00ean theo h\u1ecdc nh\u1eefng kh\u00f3a h\u1ecdc Data Engineer n\u00e0o? C\u00f3 th\u1ec3 h\u1ecdc mi\u1ec5n ph\u00ed \u1edf \u0111\u00e2u? B\u00e0i vi\u1ebft n\u00e0y s\u1ebd g\u1ee3i \u00fd cho b\u1ea1n danh s\u00e1ch nh\u1eefng kh\u00f3a h\u1ecdc Data Engineer ph\u00f9 h\u1ee3p v\u1edbi nhi\u1ec1u c\u1ea5p \u0111\u1ed9, d\u00f9 b\u1ea1n \u0111ang l\u00e0 sinh vi\u00ean, l\u1eadp tr\u00ecnh vi\u00ean, hay m\u1ed9t ng\u01b0\u1eddi chuy\u1ec3n ngh\u1ec1.<\/strong><\/em><\/p>\n<p>\u0110\u1ecdc b\u00e0i vi\u1ebft sau \u0111\u00e2y \u0111\u1ec3 hi\u1ec3u r\u00f5:<\/p>\n<ul>\n<li>C\u00e1c t\u00e0i nguy\u00ean h\u1ecdc Data Engineer mi\u1ec5n ph\u00ed<\/li>\n<li>C\u00e1c kh\u00f3a h\u1ecdc Data Engineer tr\u1ea3 ph\u00ed<\/li>\n<li>C\u00f3 th\u1ec3 th\u1ef1c h\u00e0nh v\u1edbi c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf \u1edf \u0111\u00e2u<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Tong_quan_lo_trinh_hoc_Data_Engineer\"><\/span><b>T\u1ed5ng quan l\u1ed9 tr\u00ecnh h\u1ecdc Data Engineer<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 tr\u1edf th\u00e0nh Data Engineer, b\u1ea1n c\u1ea7n trang b\u1ecb nh\u1eefng ki\u1ebfn th\u1ee9c sau:<\/span><\/p>\n<h3><b>N\u1ec1n t\u1ea3ng khoa h\u1ecdc m\u00e1y t\u00ednh<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">D\u00f9 b\u1ea1n l\u00e0 m\u1ed9t l\u1eadp tr\u00ecnh vi\u00ean hay m\u1edbi b\u1eaft \u0111\u1ea7u, n\u1ec1n t\u1ea3ng khoa h\u1ecdc m\u00e1y t\u00ednh l\u00e0 \u0111i\u1ec1u kh\u00f4ng th\u1ec3 thi\u1ebfu. B\u1ea1n c\u1ea7n hi\u1ec3u v\u1ec1:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">C\u1ea5u tr\u00fac d\u1eef li\u1ec7u &amp; Gi\u1ea3i thu\u1eadt\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u1eadp tr\u00ecnh h\u01b0\u1edbng \u0111\u1ed1i t\u01b0\u1ee3ng (OOP)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">C\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7 (SQL) &amp; NoSQL<\/span><\/li>\n<\/ul>\n<h3><b> Ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh &amp; SQL<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Python: H\u1ecdc x\u1eed l\u00fd d\u1eef li\u1ec7u v\u1edbi Pandas, NumPy, scripting automation.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">SQL: Th\u00e0nh th\u1ea1o c\u00e2u l\u1ec7nh SELECT, JOIN, GROUP BY, Indexing &amp; Query Optimization.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Th\u1ef1c h\u00e0nh tr\u00ean Kaggle: L\u00e0m th\u1eed c\u00e1c b\u00e0i to\u00e1n v\u1ec1 d\u1eef li\u1ec7u.<\/span><\/li>\n<\/ul>\n<h3><b> Ki\u1ebfn th\u1ee9c c\u1ed1t l\u00f5i v\u1ec1 Data Engineering<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 ph\u1ea7n quan tr\u1ecdng nh\u1ea5t. B\u1ea1n c\u1ea7n hi\u1ec3u v\u1ec1:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data Warehouse: OLAP vs OLTP, Kimball vs Inmon<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ETL &amp; ELT: C\u00f4ng c\u1ee5 ph\u1ed5 bi\u1ebfn nh\u01b0 Apache Airflow, dbt<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Batch Processing: Spark, Hadoop<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Real-time Streaming: Kafka, Flink<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 h\u1ecdc c\u00e1c c\u00f4ng ngh\u1ec7 n\u00e0y t\u1eeb t\u00e0i li\u1ec7u ch\u00ednh th\u1ee9c c\u1ee7a Apache ho\u1eb7c tr\u00ean <\/span><b>YouTube<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h3><b> Cloud &amp; Data Infrastructure (H\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u)<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Data Engineering hi\u1ec7n \u0111\u1ea1i g\u1eafn li\u1ec1n v\u1edbi <\/span><b>Cloud<\/b><span style=\"font-weight: 400;\">. C\u00e1c n\u1ec1n t\u1ea3ng ph\u1ed5 bi\u1ebfn l\u00e0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AWS (S3, Redshift, Glue, Lambda)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Google Cloud (BigQuery, Dataflow, Pub\/Sub)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Azure (Data Factory, Synapse Analytics)<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">T\u00e0i nguy\u00ean h\u1ecdc: AWS Free Tier, Google Cloud Free Tier, Microsoft Learn.<\/span><\/p>\n<h3><b> Containerization &amp; Orchestration<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Docker \u2013 \u0110\u00f3ng g\u00f3i v\u00e0 tri\u1ec3n khai \u1ee9ng d\u1ee5ng<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kubernetes \u2013 Qu\u1ea3n l\u00fd h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u tr\u00ean Cloud<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Apache Airflow \u2013 Qu\u1ea3n l\u00fd ETL pipeline t\u1ef1 \u0111\u1ed9ng<\/span><\/li>\n<\/ul>\n<h3><b> D\u1ef1 \u00e1n th\u1ef1c t\u1ebf<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">H\u1ecdc l\u00fd thuy\u1ebft th\u00f4i ch\u01b0a \u0111\u1ee7, b\u1ea1n c\u00f3 th\u1ec3 th\u1ef1c h\u00e0nh v\u1edbi c\u00e1c d\u1ef1 \u00e1n c\u01a1 b\u1ea3n nh\u01b0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng Data Pipeline tr\u00ean AWS v\u1edbi Lambda, S3, Glue<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u1ea1o ETL Pipeline b\u1eb1ng Apache Airflow &amp; dbt<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Thi\u1ebft k\u1ebf Data Warehouse tr\u00ean Snowflake<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u b\u1eb1ng c\u00e1ch tham gia c\u00e1c d\u1ef1 \u00e1n open-source tr\u00ean GitHub.<\/span><\/p>\n<h3><b> Ki\u1ebfn th\u1ee9c n\u00e2ng cao &amp; Xu h\u01b0\u1edbng m\u1edbi<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Khi \u0111\u00e3 c\u00f3 n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc, b\u1ea1n c\u00f3 th\u1ec3 nghi\u00ean c\u1ee9u c\u00e1c xu h\u01b0\u1edbng m\u1edbi nh\u01b0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data Observability (Datadog, Monte Carlo) \u2013 Gi\u00e1m s\u00e1t d\u1eef li\u1ec7u<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Modern Data Stack (dbt, Fivetran, Snowflake)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">MLOps \u2013 T\u00edch h\u1ee3p Machine Learning v\u00e0o pipeline d\u1eef li\u1ec7u<\/span><\/li>\n<\/ul>\n<blockquote><p><em>\u0110\u1ecdc chi ti\u1ebft t\u1ea1i: <a href=\"\/blog\/lo-trinh-data-engineer\/\" target=\"_blank\" rel=\"noopener\"><strong>L\u1ed9 tr\u00ecnh Data Engineer: T\u1eeb n\u1ec1n t\u1ea3ng \u0111\u1ebfn th\u1ef1c chi\u1ebfn<\/strong><\/a><\/em><\/p><\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"Blog_hoc_Data_Engineer_mien_phi\"><\/span><b>Blog h\u1ecdc Data Engineer mi\u1ec5n ph\u00ed<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">D\u01b0\u1edbi \u0111\u00e2y l\u00e0 c\u00e1c ngu\u1ed3n t\u00e0i li\u1ec7u mi\u1ec5n ph\u00ed gi\u00fap b\u1ea1n h\u1ecdc Data Engineering m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3:<\/span><\/p>\n<h3><b>B\u00e0i vi\u1ebft v\u1ec1 Ki\u1ebfn tr\u00fac &amp; H\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/a16z.com\/2020\/10\/15\/emerging-architectures-for-modern-data-infrastructure\/\" target=\"_blank\" rel=\"noopener\"><b>Emerging Architectures for Modern Data Infrastructure<\/b><\/a><b> \u2014 Matt Bornstein, Jennifer Li, Martin Casado<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">T\u1ed5ng h\u1ee3p c\u00e1c ki\u1ebfn tr\u00fac m\u1edbi n\u1ed5i trong th\u1ebf gi\u1edbi d\u1eef li\u1ec7u, \u0111i s\u00e2u v\u00e0o vi\u1ec7c ph\u00e2n t\u00edch \u01b0u v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a t\u1eebng m\u00f4 h\u00ecnh, \u0111\u1ed3ng th\u1eddi \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n v\u1ec1 xu h\u01b0\u1edbng h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u trong t\u01b0\u01a1ng lai.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/www.getdbt.com\/blog\/future-of-the-modern-data-stack\/\" target=\"_blank\" rel=\"noopener\"><b>The Modern Stack of ML Infrastructure<\/b><b><br \/>\n<\/b><\/a><span style=\"font-weight: 400;\">M\u00f4 t\u1ea3 nh\u1eefng th\u00e0nh ph\u1ea7n c\u1ed1t l\u00f5i trong h\u1ea1 t\u1ea7ng m\u00e1y h\u1ecdc hi\u1ec7n \u0111\u1ea1i, t\u1eeb giai \u0111o\u1ea1n chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh \u0111\u1ebfn tri\u1ec3n khai v\u00e0 gi\u00e1m s\u00e1t, nh\u1eb1m x\u00e2y d\u1ef1ng quy tr\u00ecnh ML to\u00e0n di\u1ec7n v\u00e0 hi\u1ec7u qu\u1ea3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/martinfowler.com\/articles\/data-mesh-principles.html\" target=\"_blank\" rel=\"noopener\"><b>Data Mesh Principles and Logical Architecture<\/b><b><br \/>\n<\/b><\/a><span style=\"font-weight: 400;\">Tr\u00ecnh b\u00e0y c\u00e1c nguy\u00ean t\u1eafc c\u1ed1t l\u00f5i trong Data Mesh c\u00f9ng c\u1ea5u tr\u00fac logic c\u1ee7a m\u00f4 h\u00ecnh n\u00e0y, bao g\u1ed3m c\u00e1ch t\u1ed5 ch\u1ee9c d\u1eef li\u1ec7u, ph\u00e2n quy\u1ec1n v\u00e0 chia s\u1ebb th\u00f4ng tin gi\u1eefa c\u00e1c nh\u00f3m trong doanh nghi\u1ec7p.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/martinfowler.com\/articles\/data-monolith-to-mesh.html\" target=\"_blank\" rel=\"noopener\"><b>How to Move Beyond a Monolithic Data Lake to a Distributed Data Mesh<\/b><b><br \/>\n<\/b><\/a><span style=\"font-weight: 400;\">H\u01b0\u1edbng d\u1eabn chi ti\u1ebft c\u00e1ch chuy\u1ec3n \u0111\u1ed5i t\u1eeb m\u00f4 h\u00ecnh data lake t\u1eadp trung sang m\u00f4 h\u00ecnh Data Mesh, gi\u00fap ph\u00e2n chia d\u1eef li\u1ec7u theo domain v\u00e0 t\u0103ng kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng c\u0169ng nh\u01b0 t\u00ednh linh ho\u1ea1t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/medium.com\/photobox-technology-product-and-design\/photobox-new-data-platform-da5d70296ba0\" target=\"_blank\" rel=\"noopener\"><b>Photobox data platform<\/b><\/a><b> \u2014 Stefan Solimito<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">M\u00f4 t\u1ea3 chi ti\u1ebft qu\u00e1 tr\u00ecnh Photobox x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u, t\u1eeb c\u00e1ch thu th\u1eadp \u0111\u1ebfn x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch, n\u00eau ra nh\u1eefng c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng c\u0169ng nh\u01b0 c\u00e1c b\u00e0i h\u1ecdc kinh nghi\u1ec7m r\u00fat ra.<\/span><\/li>\n<\/ul>\n<h3><b>B\u00e0i vi\u1ebft v\u1ec1 Gi\u00e1m s\u00e1t, x\u1eed l\u00fd &amp; qu\u1ea3n l\u00fd d\u1eef li\u1ec7u<\/b><\/h3>\n<ul>\n<li><a href=\"https:\/\/preset.io\/blog\/reshaping-data-engineering\/\" target=\"_blank\" rel=\"noopener\"><b>Reshaping data engineering<\/b><\/a><b> \u2014 Maxime Beauchemin<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">\u0110\u1ec1 xu\u1ea5t c\u00e1ch ti\u1ebfp c\u1eadn m\u1edbi trong Data Engineering, t\u1eadp trung v\u00e0o nh\u1eefng b\u01b0\u1edbc chuy\u1ec3n \u0111\u1ed5i c\u1ed1t l\u00f5i \u0111\u1ec3 t\u1ed1i \u01b0u quy tr\u00ecnh x\u00e2y d\u1ef1ng v\u00e0 qu\u1ea3n l\u00fd pipeline d\u1eef li\u1ec7u, gi\u00fap gi\u1ea3m s\u1ef1 ph\u1ee9c t\u1ea1p v\u00e0 t\u0103ng t\u00ednh linh ho\u1ea1t.<\/span><\/li>\n<li><a href=\"https:\/\/maximebeauchemin.medium.com\/functional-data-engineering-a-modern-paradigm-for-batch-data-processing-2327ec32c42a\" target=\"_blank\" rel=\"noopener\"><b>Functional Data Engineering \u2014 a modern paradigm for batch data processing<\/b><b><br \/>\n<\/b><\/a><span style=\"font-weight: 400;\">Gi\u1ea3i th\u00edch c\u00e1ch ti\u1ebfp c\u1eadn \u201cFunctional\u201d \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u theo l\u00f4, t\u1eadp trung v\u00e0o vi\u1ec7c thi\u1ebft k\u1ebf lu\u1ed3ng d\u1eef li\u1ec7u r\u00f5 r\u00e0ng, d\u1ec5 t\u00e1i s\u1eed d\u1ee5ng v\u00e0 gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng khi n\u00e2ng c\u1ea5p h\u1ec7 th\u1ed1ng.<\/span><\/li>\n<li><a href=\"https:\/\/blog.picnic.nl\/7-antifragile-principles-for-a-successful-data-warehouse-574b655f0bc6\"><b>7 Antifragile Principles for a Successful Data Warehouse<\/b><b><br \/>\n<\/b><\/a><span style=\"font-weight: 400;\">Tr\u00ecnh b\u00e0y b\u1ea3y nguy\u00ean t\u1eafc gi\u00fap kho d\u1eef li\u1ec7u tr\u1edf n\u00ean \u201cantifragile,\u201d ngh\u0129a l\u00e0 kh\u00f4ng ch\u1ec9 ch\u1ecbu \u0111\u1ef1ng \u0111\u01b0\u1ee3c bi\u1ebfn \u0111\u1ed9ng v\u00e0 thay \u0111\u1ed5i b\u1ea5t ng\u1edd m\u00e0 c\u00f2n c\u00f3 th\u1ec3 t\u1ef1 c\u1ea3i thi\u1ec7n v\u00e0 ph\u00e1t tri\u1ec3n trong qu\u00e1 tr\u00ecnh v\u1eadn h\u00e0nh.<\/span><\/li>\n<li><a href=\"https:\/\/hex.tech\/blog\/stop-using-so-many-ctes\/\" target=\"_blank\" rel=\"noopener\"><b>Stop using so many CTEs<\/b><b><br \/>\n<\/b><\/a><span style=\"font-weight: 400;\">Gi\u1ea3i th\u00edch v\u00ec sao n\u00ean h\u1ea1n ch\u1ebf l\u1ea1m d\u1ee5ng Common Table Expressions trong SQL, \u0111\u1ed3ng th\u1eddi g\u1ee3i \u00fd c\u00e1c ph\u01b0\u01a1ng ph\u00e1p vi\u1ebft truy v\u1ea5n t\u1ed1t h\u01a1n, gi\u00fap d\u1ec5 b\u1ea3o tr\u00ec v\u00e0 t\u0103ng hi\u1ec7u su\u1ea5t x\u1eed l\u00fd d\u1eef li\u1ec7u.<\/span><\/li>\n<li><a href=\"https:\/\/medium.com\/miro-engineering\/our-journey-to-data-engineering-monitoring-c14d6ff20351\" target=\"_blank\" rel=\"noopener\"><b>Miro&#8217;s journey to data monitoring <\/b><\/a><b>\u2014 Goncalo Costa, Ricardo Souza<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\"> Chia s\u1ebb tr\u1ea3i nghi\u1ec7m tri\u1ec3n khai h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t d\u1eef li\u1ec7u \u1edf Miro, cung c\u1ea5p g\u00f3c nh\u00ecn v\u1ec1 quy tr\u00ecnh thi\u1ebft l\u1eadp c\u1ea3nh b\u00e1o, qu\u1ea3n l\u00fd ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u00e0 \u0111\u1ea3m b\u1ea3o t\u00ednh li\u00ean t\u1ee5c trong ph\u00e2n t\u00edch.<\/span><\/li>\n<li><a href=\"https:\/\/maximebeauchemin.medium.com\/the-downfall-of-the-data-engineer-5bfb701e5d6b\" target=\"_blank\" rel=\"noopener\"><b>The Downfall of the Data Engineer<\/b><b><br \/>\n<\/b><\/a><span style=\"font-weight: 400;\"> Ph\u00e2n t\u00edch m\u1ed9t s\u1ed1 sai l\u1ea7m th\u01b0\u1eddng g\u1eb7p trong Data Engineering, nh\u1ea5n m\u1ea1nh nh\u1eefng kh\u00eda c\u1ea1nh k\u1ef9 thu\u1eadt v\u00e0 t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn hi\u1ec7u su\u1ea5t k\u00e9m, \u0111\u1ed3ng th\u1eddi \u0111\u1ec1 xu\u1ea5t gi\u1ea3i ph\u00e1p kh\u1eafc ph\u1ee5c.<\/span><\/li>\n<li><a href=\"https:\/\/preset.io\/blog\/future-of-business-intelligence\/\" target=\"_blank\" rel=\"noopener\"><b>The Future Of Business Intelligence Is Open Source<\/b><\/a><br \/>\n\u0110\u1ec1 c\u1eadp \u0111\u1ebfn xu h\u01b0\u1edbng \u00e1p d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p m\u00e3 ngu\u1ed3n m\u1edf cho BI, gi\u1ea3i th\u00edch l\u00fd do ng\u00e0y c\u00e0ng nhi\u1ec1u t\u1ed5 ch\u1ee9c \u01b0u ti\u00ean s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 m\u1edf v\u00e0 c\u00e1ch t\u1eadn d\u1ee5ng ch\u00fang \u0111\u1ec3 t\u1ea1o ra gi\u00e1 tr\u1ecb t\u1eeb d\u1eef li\u1ec7u.<\/li>\n<li><a href=\"https:\/\/preset.io\/blog\/dataset-centric-visualization\/\" target=\"_blank\" rel=\"noopener\"><b>The Case for Dataset-Centric Visualization<\/b><\/a><br \/>\n<b><\/b>Gi\u1ea3i th\u00edch t\u1ea1i sao vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c c\u00f4ng c\u1ee5 tr\u1ef1c quan h\u00f3a t\u1eadp trung v\u00e0o t\u1eadp d\u1eef li\u1ec7u (dataset) c\u00f3 th\u1ec3 mang l\u1ea1i l\u1ee3i \u00edch l\u1edbn, gi\u00fap ng\u01b0\u1eddi d\u00f9ng hi\u1ec3u s\u00e2u h\u01a1n v\u1ec1 c\u1ea5u tr\u00fac v\u00e0 m\u1ed1i li\u00ean h\u1ec7 b\u00ean trong d\u1eef li\u1ec7u.<\/li>\n<li><a href=\"https:\/\/preset.io\/blog\/introducing-entity-centric-data-modeling-for-analytics\/\" target=\"_blank\" rel=\"noopener\"><b>Introducing Entity-Centric Data Modeling for Analytics<\/b><\/a><br \/>\n\u0110\u1ec1 xu\u1ea5t c\u00e1ch ti\u1ebfp c\u1eadn m\u1edbi trong m\u00f4 h\u00ecnh h\u00f3a d\u1eef li\u1ec7u t\u1eadp trung v\u00e0o \u201cth\u1ef1c th\u1ec3,\u201d gi\u00fap t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh ph\u00e2n t\u00edch v\u00e0 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng linh ho\u1ea1t khai th\u00e1c th\u00f4ng tin tr\u00ean nhi\u1ec1u kh\u00eda c\u1ea1nh.<\/li>\n<\/ul>\n<h3><b>B\u00e0i vi\u1ebft v\u1ec1 Xu h\u01b0\u1edbng &amp; t\u01b0\u01a1ng lai c\u1ee7a Data Engineering<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/www.montecarlodata.com\/the-future-of-the-modern-data-stack\/\" target=\"_blank\" rel=\"noopener\"><b>The future of the modern data stack <\/b><\/a><b>\u2014 Barr Moses<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\"> Ph\u00e1c h\u1ecda nh\u1eefng xu h\u01b0\u1edbng m\u1edbi trong l\u0129nh v\u1ef1c d\u1eef li\u1ec7u, gi\u1ea3i th\u00edch v\u00ec sao c\u00e1c doanh nghi\u1ec7p c\u1ea7n li\u00ean t\u1ee5c c\u1eadp nh\u1eadt v\u00e0 c\u1ea3i ti\u1ebfn \u201cdata stack\u201d \u0111\u1ec3 \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u ng\u00e0y c\u00e0ng cao v\u1ec1 ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/medium.com\/free-code-camp\/the-rise-of-the-data-engineer-91be18f1e603\" target=\"_blank\" rel=\"noopener\"><b>The Rise of the Data Engineer<\/b><b><br \/>\n<\/b><\/a><span style=\"font-weight: 400;\"> \u0110i\u1ec3m l\u1ea1i s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a vai tr\u00f2 Data Engineer, l\u00e0m r\u00f5 t\u1ea7m quan tr\u1ecdng c\u1ee7a v\u1ecb tr\u00ed n\u00e0y trong b\u1ed1i c\u1ea3nh d\u1eef li\u1ec7u b\u00f9ng n\u1ed5, \u0111\u1ed3ng th\u1eddi so s\u00e1nh v\u1edbi c\u00e1c vai tr\u00f2 kh\u00e1c nh\u01b0 Data Scientist hay Data Analyst.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/preset.io\/blog\/the-future-of-the-data-engineer\/\" target=\"_blank\" rel=\"noopener\"><b>The Future of the Data Engineer<\/b><b><br \/>\n<\/b><\/a><span style=\"font-weight: 400;\"> Vi\u1ec5n c\u1ea3nh ph\u00e1t tri\u1ec3n c\u1ee7a ngh\u1ec1 Data Engineer khi c\u00e1c c\u00f4ng ngh\u1ec7 v\u1ec1 d\u1eef li\u1ec7u, \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ti\u1ebfp t\u1ee5c ti\u1ebfn b\u1ed9, nh\u1ea5n m\u1ea1nh c\u00e1c k\u1ef9 n\u0103ng c\u1ed1t l\u00f5i gi\u00fap k\u1ef9 s\u01b0 d\u1eef li\u1ec7u b\u1eaft k\u1ecbp xu h\u01b0\u1edbng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/outerbounds.com\/blog\/the-modern-stack-of-ml-infrastructure\/\" target=\"_blank\" rel=\"noopener\"><b>The Modern Data Stack: Past, Present, and Future<\/b><b><br \/>\n<\/b><\/a><span style=\"font-weight: 400;\"> T\u00f3m l\u01b0\u1ee3c h\u00e0nh tr\u00ecnh h\u00ecnh th\u00e0nh v\u00e0 ph\u00e1t tri\u1ec3n c\u1ee7a \u201cmodern data stack,\u201d t\u1eeb nh\u1eefng gi\u1ea3i ph\u00e1p ban \u0111\u1ea7u \u0111\u1ebfn hi\u1ec7n nay, k\u1ebft h\u1ee3p d\u1ef1 b\u00e1o v\u1ec1 s\u1ef1 ti\u1ebfn h\u00f3a c\u1ee7a m\u00f4 h\u00ecnh n\u00e0y trong nh\u1eefng n\u0103m t\u1edbi.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/mixpanel.com\/blog\/tristan-handy-changing-data-stack\/\" target=\"_blank\" rel=\"noopener\"><b>Tristan Handy on the changing face of the data stack<\/b><b><br \/>\n<\/b><\/a><span style=\"font-weight: 400;\">Ph\u1ea3n \u00e1nh nh\u1eefng thay \u0111\u1ed5i quan tr\u1ecdng trong c\u00e1ch t\u1ed5 ch\u1ee9c \u201cdata stack,\u201d \u0111\u1ed3ng th\u1eddi ph\u00e2n t\u00edch vai tr\u00f2 c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 m\u1edbi n\u1ed5i nh\u01b0 dbt, nh\u1eefng th\u00e1ch th\u1ee9c v\u00e0 c\u01a1 h\u1ed9i cho c\u00e1c doanh nghi\u1ec7p hi\u1ec7n nay.<\/span><\/li>\n<\/ul>\n<h3><b>B\u00e0i vi\u1ebft v\u1ec1 c\u00e1ch T\u1ed5 ch\u1ee9c &amp; qu\u1ea3n l\u00fd \u0111\u1ed9i ng\u0169 d\u1eef li\u1ec7u<\/b><\/h3>\n<ul>\n<li><a href=\"https:\/\/databased.pedramnavid.com\/p\/modern-data-team\" target=\"_blank\" rel=\"noopener\"><b>Building The Modern Data Team<\/b><\/a><br \/>\nC\u00e1ch tuy\u1ec3n d\u1ee5ng v\u00e0 t\u1ed5 ch\u1ee9c \u0111\u1ed9i ng\u0169 d\u1eef li\u1ec7u, bao g\u1ed3m vi\u1ec7c x\u00e1c \u0111\u1ecbnh vai tr\u00f2 ch\u1ee7 ch\u1ed1t, ph\u00e2n c\u00f4ng nhi\u1ec7m v\u1ee5 v\u00e0 x\u00e2y d\u1ef1ng v\u0103n h\u00f3a h\u1ee3p t\u00e1c \u0111\u1ec3 ph\u00e1t huy t\u1ed1i \u0111a hi\u1ec7u qu\u1ea3 l\u00e0m vi\u1ec7c.<\/li>\n<li><a href=\"https:\/\/www.mihaileric.com\/posts\/we-need-data-engineers-not-data-scientists\/\" target=\"_blank\" rel=\"noopener\"><b>We Don&#8217;t Need Data Scientists, We Need Data Engineers<\/b><\/a><br \/>\n<span style=\"font-weight: 400;\">Gi\u00fap b\u1ea1n hi\u1ec3u v\u00ec sao x\u00e2y d\u1ef1ng v\u00e0 duy tr\u00ec h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u l\u00e0 y\u1ebfu t\u1ed1 then ch\u1ed1t, t\u1ea7m quan tr\u1ecdng c\u1ee7a Data Engineer trong vi\u1ec7c b\u1ea3o \u0111\u1ea3m ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng c\u1ee7a h\u1ec7 th\u1ed1ng.<\/span><\/li>\n<li><a href=\"https:\/\/medium.com\/super\/how-should-our-company-structure-our-data-team-e71f6846024d\" target=\"_blank\" rel=\"noopener\"><b>How should our company structure our data team?<\/b><\/a><span style=\"font-weight: 400;\"><br \/>\n<\/span>C\u00e1c m\u00f4 h\u00ecnh t\u1ed5 ch\u1ee9c d\u00e0nh cho \u0111\u1ed9i ng\u0169 d\u1eef li\u1ec7u v\u1edbi quy m\u00f4 kh\u00e1c nhau, cung c\u1ea5p g\u1ee3i \u00fd gi\u00fap doanh nghi\u1ec7p s\u1eafp x\u1ebfp nh\u00e2n s\u1ef1 h\u1ee3p l\u00fd \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh ph\u00e1t tri\u1ec3n v\u00e0 ra quy\u1ebft \u0111\u1ecbnh.<\/li>\n<li><a href=\"https:\/\/medium.com\/geekculture\/what-companies-really-want-in-an-analytics-engineer-1ac03ff4494a\" target=\"_blank\" rel=\"noopener\"><b>What Companies REALLY Want in an Analytics Engineer<\/b><\/a><br \/>\nN\u00eau b\u1eadt nh\u1eefng k\u1ef9 n\u0103ng th\u1ef1c t\u1ebf m\u00e0 nh\u00e0 tuy\u1ec3n d\u1ee5ng t\u00ecm ki\u1ebfm \u1edf m\u1ed9t Analytics Engineer.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Khoa_hoc_Data_Engineer_Google_Cloud_Professional_Data_Engineer_%E2%80%93_Professional_Certificate\"><\/span><b>Kh\u00f3a h\u1ecdc Data Engineer: <\/b><b>Google Cloud Professional Data Engineer \u2013 Professional Certificate<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/www.coursera.org\/professional-certificates\/gcp-data-engineering\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Google Cloud Professional Data Engineer<\/span><\/a><span style=\"font-weight: 400;\"> l\u00e0 m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh chuy\u00ean s\u00e2u nh\u1eb1m gi\u00fap b\u1ea1n ph\u00e1t tri\u1ec3n k\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u tr\u00ean n\u1ec1n t\u1ea3ng Google Cloud. Ch\u01b0\u01a1ng tr\u00ecnh cung c\u1ea5p ki\u1ebfn th\u1ee9c v\u00e0 b\u00e0i t\u1eadp th\u1ef1c h\u00e0nh \u0111\u1ec3 chu\u1ea9n b\u1ecb cho k\u1ef3 thi Google Cloud Professional Data Engineer, m\u1ed9t ch\u1ee9ng ch\u1ec9 \u0111\u01b0\u1ee3c c\u00f4ng nh\u1eadn trong ng\u00e0nh c\u00f4ng ngh\u1ec7.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ch\u01b0\u01a1ng tr\u00ecnh Google Cloud Professional Data Engineer n\u00e0y ph\u00f9 h\u1ee3p cho nh\u1eefng ai mu\u1ed1n ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p trong l\u0129nh v\u1ef1c k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u v\u00e0 l\u00e0m vi\u1ec7c v\u1edbi n\u1ec1n t\u1ea3ng Google Cloud.<\/span><\/p>\n<h3><b>Y\u00eau c\u1ea7u chung tr\u01b0\u1edbc khi h\u1ecdc Google Cloud Professional Data Engineer<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">N\u1ec1n t\u1ea3ng c\u01a1 b\u1ea3n v\u1ec1 c\u01a1 s\u1edf d\u1eef li\u1ec7u, x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 t\u1ed1i thi\u1ec3u m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh (Python, SQL, v.v.). N\u1ebfu b\u1ea1n c\u0169ng mu\u1ed1n t\u00ecm hi\u1ec3u v\u1ec1 Python v\u00e0 SQL th\u00ec h\u00e3y xem th\u00eam c\u00e1c b\u00e0i vi\u1ebft kh\u00e1c c\u1ee7a ITviec nh\u00e9.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tr\u00ecnh \u0111\u1ed9 ti\u1ebfng Anh \u0111\u1ee7 \u0111\u1ec3 n\u1eafm b\u1eaft n\u1ed9i dung video v\u00e0 t\u00e0i li\u1ec7u (n\u1ebfu kh\u00f3a h\u1ecdc b\u1eb1ng ti\u1ebfng Anh).<\/span><\/li>\n<\/ul>\n<h3><b>M\u1ee5c ti\u00eau c\u1ee7a ch\u01b0\u01a1ng tr\u00ecnh<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Cung c\u1ea5p ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng v\u00e0 chuy\u00ean s\u00e2u v\u1ec1 k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u tr\u00ean Google Cloud<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u01b0\u1edbng d\u1eabn x\u00e2y d\u1ef1ng v\u00e0 qu\u1ea3n l\u00fd c\u00e1c h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u, t\u1eeb batch processing \u0111\u1ebfn real-time analytics<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u00edch h\u1ee3p machine learning v\u00e0 AI v\u00e0o c\u00e1c pipeline d\u1eef li\u1ec7u<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Chu\u1ea9n b\u1ecb cho k\u1ef3 thi <\/span><b>Google Cloud Professional Data Engineer<\/b><\/li>\n<\/ul>\n<h3><b>L\u1ed9 tr\u00ecnh \u0111\u1ec3 \u0111\u1ea1t ch\u1ee9ng ch\u1ec9<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ho\u00e0n th\u00e0nh <\/span><b>Coursera Data Engineering Professional Certificate<\/b><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Nghi\u00ean c\u1ee9u c\u00e1c t\u00e0i li\u1ec7u v\u00e0 t\u00e0i nguy\u00ean b\u1ed5 tr\u1ee3 cho k\u1ef3 thi<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Xem x\u00e9t n\u1ed9i dung trong h\u01b0\u1edbng d\u1eabn k\u1ef3 thi <\/span><b>Professional Data Engineer<\/b><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u00e0m c\u00e1c b\u00e0i ki\u1ec3m tra m\u1eabu \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 ki\u1ebfn th\u1ee9c<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110\u0103ng k\u00fd k\u1ef3 thi <\/span><b>Google Cloud Professional Data Engineer<\/b><\/li>\n<\/ul>\n<h3><b>C\u00e1c kh\u00f3a h\u1ecdc trong ch\u01b0\u01a1ng tr\u00ecnh<\/b><\/h3>\n<ul>\n<li><strong><a href=\"https:\/\/www.cloudskillsboost.google\/course_templates\/54\" target=\"_blank\" rel=\"noopener\">Modernizing Data Lakes and Data Warehouses with Google Cloud<\/a><\/strong><br \/>\nKh\u00f3a h\u1ecdc cung c\u1ea5p ki\u1ebfn th\u1ee9c v\u1ec1 data lakes v\u00e0 data warehouses, c\u00e1ch ph\u00e2n bi\u1ec7t hai m\u00f4 h\u00ecnh l\u01b0u tr\u1eef d\u1eef li\u1ec7u n\u00e0y, c\u0169ng nh\u01b0 c\u00e1ch s\u1eed d\u1ee5ng ch\u00fang trong th\u1ef1c t\u1ebf. B\u1ea1n s\u1ebd t\u00ecm hi\u1ec3u v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef d\u1eef li\u1ec7u tr\u00ean Google Cloud v\u00e0 vai tr\u00f2 c\u1ee7a k\u1ef9 s\u01b0 d\u1eef li\u1ec7u trong vi\u1ec7c thi\u1ebft k\u1ebf c\u00e1c h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef t\u1ed1i \u01b0u cho doanh nghi\u1ec7p.<\/li>\n<li><strong><a href=\"https:\/\/www.cloudskillsboost.google\/course_templates\/53\" target=\"_blank\" rel=\"noopener\">Building Batch Data Pipelines on Google Cloud<\/a><\/strong><br \/>\nKh\u00f3a h\u1ecdc h\u01b0\u1edbng d\u1eabn c\u00e1ch x\u00e2y d\u1ef1ng c\u00e1c pipeline d\u1eef li\u1ec7u theo ph\u01b0\u01a1ng ph\u00e1p batch processing tr\u00ean Google Cloud. B\u1ea1n s\u1ebd t\u00ecm hi\u1ec3u v\u1ec1 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p n\u1ea1p d\u1eef li\u1ec7u nh\u01b0 EL, ELT v\u00e0 ETL, c\u00e1ch s\u1eed d\u1ee5ng Dataproc \u0111\u1ec3 ch\u1ea1y Hadoop, c\u00e1ch t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u v\u1edbi Dataflow, v\u00e0 c\u00e1ch qu\u1ea3n l\u00fd pipeline b\u1eb1ng Data Fusion v\u00e0 Cloud Composer.<\/li>\n<li><strong><a href=\"https:\/\/www.cloudskillsboost.google\/course_templates\/52\" target=\"_blank\" rel=\"noopener\">Building Resilient Streaming Analytics Systems on Google Cloud<\/a><\/strong><br \/>\nKh\u00f3a h\u1ecdc t\u1eadp trung v\u00e0o vi\u1ec7c thi\u1ebft k\u1ebf v\u00e0 tri\u1ec3n khai h\u1ec7 th\u1ed1ng real-time streaming analytics. B\u1ea1n s\u1ebd h\u1ecdc c\u00e1ch qu\u1ea3n l\u00fd d\u1eef li\u1ec7u s\u1ef1 ki\u1ec7n b\u1eb1ng Pub\/Sub, vi\u1ebft v\u00e0 ch\u1ea1y c\u00e1c streaming pipelines, c\u0169ng nh\u01b0 t\u00edch h\u1ee3p Dataflow, BigQuery v\u00e0 Pub\/Sub \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c.<\/li>\n<li><strong><a href=\"https:\/\/www.cloudskillsboost.google\/course_templates\/55\" target=\"_blank\" rel=\"noopener\">Smart Analytics, Machine Learning, and AI on Google Cloud<\/a><\/strong><br \/>\nKh\u00f3a h\u1ecdc cung c\u1ea5p ki\u1ebfn th\u1ee9c v\u1ec1 machine learning v\u00e0 AI tr\u00ean Google Cloud. B\u1ea1n s\u1ebd h\u1ecdc c\u00e1ch ph\u00e2n bi\u1ec7t gi\u1eefa ML, AI v\u00e0 deep learning, s\u1eed d\u1ee5ng ML API \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac, ch\u1ea1y BigQuery t\u1eeb notebook, v\u00e0 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ML b\u1eb1ng SQL trong BigQuery m\u00e0 kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh v\u1edbi Vertex AI AutoML.<\/li>\n<li><strong><a href=\"https:\/\/www.cloudskillsboost.google\/course_templates\/72\" target=\"_blank\" rel=\"noopener\">Preparing for your Professional Data Engineer Journey<\/a><\/strong><br \/>\nKh\u00f3a h\u1ecdc n\u00e0y gi\u00fap b\u1ea1n chu\u1ea9n b\u1ecb cho k\u1ef3 thi Google Cloud Professional Data Engineer. N\u1ed9i dung bao g\u1ed3m danh s\u00e1ch c\u00e1c ch\u1ee7 \u0111\u1ec1 ch\u00ednh trong k\u1ef3 thi, h\u01b0\u1edbng d\u1eabn \u0111\u00e1nh gi\u00e1 l\u1ed7 h\u1ed5ng ki\u1ebfn th\u1ee9c, v\u00e0 cung c\u1ea5p c\u00e1c t\u00e0i nguy\u00ean b\u1ed5 tr\u1ee3 \u0111\u1ec3 gi\u00fap b\u1ea1n t\u1ef1 tin h\u01a1n khi tham gia k\u1ef3 thi.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Khoa_hoc_Data_Engineer_tren_LinkedIn_Learning\"><\/span><b>Kh\u00f3a h\u1ecdc Data Engineer tr\u00ean LinkedIn Learning<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Khi l\u1ea7n \u0111\u1ea7u truy c\u1eadp v\u00e0o LinkedIn Learning, b\u1ea1n c\u00f3 th\u1ec3 b\u1ecb cho\u00e1ng ng\u1ee3p b\u1edfi s\u1ed1 l\u01b0\u1ee3ng l\u1edbn <\/span><a href=\"https:\/\/www.linkedin.com\/learning\/topics\/data-engineering\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">kh\u00f3a h\u1ecdc v\u1ec1 Data Engineering<\/span><\/a><span style=\"font-weight: 400;\"> \u0111\u1ebfn t\u1eeb nhi\u1ec1u gi\u1ea3ng vi\u00ean kh\u00e1c nhau. L\u00e0m sao \u0111\u1ec3 bi\u1ebft \u0111\u00e2u l\u00e0 kh\u00f3a h\u1ecdc ph\u00f9 h\u1ee3p v\u1edbi tr\u00ecnh \u0111\u1ed9 c\u1ee7a b\u1ea1n? <\/span><span style=\"font-weight: 400;\">\u0110\u1eebng lo! Ph\u1ea7n n\u00e0y s\u1ebd gi\u00fap b\u1ea1n ph\u00e2n lo\u1ea1i v\u00e0 nh\u00f3m c\u00e1c kh\u00f3a h\u1ecdc theo t\u1eebng c\u1ea5p \u0111\u1ed9, t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao, gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng t\u00ecm ki\u1ebfm v\u00e0 l\u1ef1a ch\u1ecdn \u0111\u01b0\u1ee3c l\u1ed9 tr\u00ecnh h\u1ecdc t\u1eadp ph\u00f9 h\u1ee3p nh\u1ea5t nh\u00e9.<\/span><\/p>\n<h3><b>Y\u00eau c\u1ea7u chung c\u1ee7a c\u00e1c kh\u00f3a h\u1ecdc Data Engineer tr\u00ean LinkedIn Learning<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">V\u00ec Data Engineer c\u0169ng kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t c\u00f4ng vi\u1ec7c cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u n\u00ean y\u00eau c\u1ea7u ng\u01b0\u1eddi h\u1ecdc ph\u1ea3i c\u00f3 n\u1ec1n t\u1ea3ng c\u01a1 b\u1ea3n v\u1ec1 c\u01a1 s\u1edf d\u1eef li\u1ec7u, x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 t\u1ed1i thi\u1ec3u m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh (Python, SQL, v.v.). N\u1ebfu b\u1ea1n c\u0169ng mu\u1ed1n t\u00ecm hi\u1ec3u v\u1ec1 Python v\u00e0 SQL th\u00ec h\u00e3y xem th\u00eam c\u00e1c b\u00e0i vi\u1ebft kh\u00e1c c\u1ee7a ITviec nh\u00e9.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tr\u00ecnh \u0111\u1ed9 ti\u1ebfng Anh \u0111\u1ee7 \u0111\u1ec3 n\u1eafm b\u1eaft n\u1ed9i dung video v\u00e0 t\u00e0i li\u1ec7u (n\u1ebfu kh\u00f3a h\u1ecdc b\u1eb1ng ti\u1ebfng Anh).<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">C\u00e1c ch\u01b0\u01a1ng tr\u00ecnh h\u1ecdc Data Engineer c\u1ee7a LinkedIn Learning chia l\u00e0m 6 nh\u00f3m theo nhu c\u1ea7u h\u1ecdc kh\u00e1c nhau:<\/span><\/p>\n<h3><b>L\u1ed9 tr\u00ecnh h\u1ecdc t\u1eadp chuy\u00ean s\u00e2u v\u1ec1 Data Engineering<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">N\u1ed9i dung: Cung c\u1ea5p ki\u1ebfn th\u1ee9c t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao th\u00f4ng qua th\u1ef1c h\u00e0nh, gi\u00fap x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng pipeline v\u00e0 t\u1ed1i \u01b0u d\u1eef li\u1ec7u l\u1edbn.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110\u1ed1i t\u01b0\u1ee3ng: Ph\u00f9 h\u1ee3p v\u1edbi nh\u1eefng ai mu\u1ed1n d\u00e0nh nhi\u1ec1u th\u1eddi gian \u0111\u1ec3 \u0111\u1ea7u t\u01b0 v\u00e0o m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh h\u1ecdc chi ti\u1ebft, t\u1eeb \u0111\u00f3 x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc v\u00e0 t\u01b0 duy (mindset) \u0111\u00fang \u0111\u1eafn v\u1ec1 Data Engineering. \u0110\u00e2y l\u00e0 l\u1ef1a ch\u1ecdn l\u00fd t\u01b0\u1edfng cho ng\u01b0\u1eddi m\u1edbi c\u1ea7n t\u00ecm hi\u1ec3u to\u00e0n di\u1ec7n v\u1ec1 ng\u00e0nh ho\u1eb7c c\u00e1c chuy\u00ean vi\u00ean d\u1eef li\u1ec7u mu\u1ed1n c\u00f3 c\u00e1i nh\u00ecn b\u00e0i b\u1ea3n, h\u1ec7 th\u1ed1ng h\u01a1n.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">C\u00e1c l\u1ed9 tr\u00ecnh bao g\u1ed3m:<\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/paths\/data-engineering-hands-on-practice?u=2276065\" target=\"_blank\" rel=\"noopener\"><b>Learning Path: Data Engineering Hands-On Practice<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 19 gi\u1edd<\/span><\/li>\n<li><span style=\"font-weight: 400;\">L\u1ed9 tr\u00ecnh n\u00e0y cung c\u1ea5p c\u00e1c b\u00e0i h\u1ecdc th\u1ef1c h\u00e0nh th\u1ef1c t\u1ebf gi\u00fap b\u1ea1n \u00e1p d\u1ee5ng ki\u1ebfn th\u1ee9c v\u1ec1 x\u1eed l\u00fd d\u1eef li\u1ec7u, pipeline v\u00e0 h\u1ec7 th\u1ed1ng ph\u00e2n t\u00e1n.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/paths\/explore-a-career-in-data-engineering\" target=\"_blank\" rel=\"noopener\"><b>Learning Path: Explore a Career in Data Engineering<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 7 gi\u1edd 14 ph\u00fat<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Cung c\u1ea5p c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 ngh\u1ec1 Data Engineering, c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft \u0111\u1ec3 ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/paths\/advance-your-data-engineering-skills-20258835\" target=\"_blank\" rel=\"noopener\"><b>Learning Path: Advance Your Data Engineering Skills<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 22 gi\u1edd<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Kh\u00f3a h\u1ecdc n\u00e2ng cao v\u1edbi c\u00e1c k\u1ef9 thu\u1eadt hi\u1ec7n \u0111\u1ea1i trong qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t v\u00e0 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng pipeline ph\u1ee9c t\u1ea1p.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/paths\/master-data-engineering\" target=\"_blank\" rel=\"noopener\"><b>Learning Path: Master Data Engineering<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 23 gi\u1edd<\/span><\/li>\n<li><span style=\"font-weight: 400;\">T\u1eadp trung v\u00e0o c\u00e1c k\u1ef9 n\u0103ng chuy\u00ean s\u00e2u trong Data Engineering, t\u1eeb thi\u1ebft k\u1ebf pipeline \u0111\u1ebfn t\u1ed1i \u01b0u h\u00f3a h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u l\u1edbn.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><b>C\u00e1c kh\u00f3a h\u1ecdc n\u1ec1n t\u1ea3ng v\u1ec1 Data Engineering<\/b><\/h3>\n<ul>\n<li><span style=\"font-weight: 400;\">N\u1ed9i dung: Nh\u1eefng kh\u00f3a h\u1ecdc ng\u1eafn, \u0111i th\u1eb3ng v\u00e0o m\u1ed9t v\u1ea5n \u0111\u1ec1 tr\u1ecdng t\u00e2m, gi\u00fap trang b\u1ecb ki\u1ebfn th\u1ee9c c\u1ed1t l\u00f5i v\u1ec1 ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u, pipeline, v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 ph\u1ed5 bi\u1ebfn trong Data Engineering, ho\u1eb7c h\u01b0\u1edbng d\u1eabn th\u1ef1c h\u00e0nh m\u1ed9t k\u1ef9 n\u0103ng c\u1ee5 th\u1ec3 c\u00f2n thi\u1ebfu.<\/span><\/li>\n<li><span style=\"font-weight: 400;\">\u0110\u1ed1i t\u01b0\u1ee3ng: Tr\u00ecnh \u0111\u1ed9 c\u01a1 b\u1ea3n &#8211; trung c\u1ea5p, ph\u00f9 h\u1ee3p cho ng\u01b0\u1eddi mu\u1ed1n b\u1ed5 sung m\u1ea3ng ki\u1ebfn th\u1ee9c ch\u01b0a v\u1eefng.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">C\u00e1c kh\u00f3a h\u1ecdc bao g\u1ed3m:<\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/data-engineering-foundations\" target=\"_blank\" rel=\"noopener\"><b>Data Engineering Foundations<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 1 gi\u1edd 5 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: C\u01a1 b\u1ea3n &#8211; Trung c\u1ea5p<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Cung c\u1ea5p ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng v\u1ec1 ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u, pipeline v\u00e0 c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Data Engineering.<\/span><br \/>\n<b><\/b><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/introduction-to-data-engineering-on-aws-data-sourcing-and-storage\" target=\"_blank\" rel=\"noopener\"><b>Introduction to Data Engineering on AWS: Data Sourcing and Storage<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 1 gi\u1edd 50 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><\/li>\n<li><span style=\"font-weight: 400;\">T\u1eadp trung v\u00e0o c\u00e1ch l\u1ea5y v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u tr\u00ean AWS, ph\u00f9 h\u1ee3p cho nh\u1eefng ai mu\u1ed1n l\u00e0m vi\u1ec7c v\u1edbi h\u1ec7 sinh th\u00e1i Amazon.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/fundamentals-of-data-transformation-for-data-engineering\" target=\"_blank\" rel=\"noopener\"><b>Fundamentals of Data Transformation for Data Engineering<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 3 gi\u1edd 28 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><\/li>\n<li><span style=\"font-weight: 400;\">H\u01b0\u1edbng d\u1eabn c\u00e1c k\u1ef9 thu\u1eadt x\u1eed l\u00fd v\u00e0 bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a pipeline.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><b>C\u00e1c kh\u00f3a h\u1ecdc n\u00e2ng cao v\u00e0 th\u1ef1c h\u00e0nh chuy\u00ean s\u00e2u<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 t\u1eadp h\u1ee3p c\u00e1c kh\u00f3a h\u1ecdc t\u1eadp trung v\u00e0o \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf \u1edf m\u1ee9c cao h\u01a1n, b\u1ed5 tr\u1ee3 v\u00e0 m\u1edf r\u1ed9ng k\u1ef9 n\u0103ng cho nh\u1eefng ai \u0111\u00e3 c\u00f3 n\u1ec1n t\u1ea3ng t\u1ed1t v\u00e0 mu\u1ed1n \u201cl\u00ean t\u1ea7m\u201d chuy\u00ean s\u00e2u. N\u00e2ng cao k\u1ef9 n\u0103ng v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 hi\u1ec7n \u0111\u1ea1i nh\u01b0 SQL, Apache Spark, Google Cloud, Python, v\u00e0 AI trong Data Engineering.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi h\u1ecdc s\u1ebd c\u00f3 c\u01a1 h\u1ed9i ti\u1ebfp c\u1eadn k\u1ef9 thu\u1eadt n\u00e2ng cao, tham gia d\u1ef1 \u00e1n th\u1ef1c t\u1ebf, v\u00e0 h\u1ecdc c\u00e1ch t\u1ed1i \u01b0u quy tr\u00ecnh d\u1eef li\u1ec7u \u1edf m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u00e1c kh\u00f3a h\u1ecdc bao g\u1ed3m:<\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/complete-guide-to-sql-for-data-engineering-from-beginner-to-advanced\" target=\"_blank\" rel=\"noopener\"><b>Complete Guide to SQL for Data Engineering: From Beginner to Advanced<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 7 gi\u1edd 11 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Cung c\u1ea5p ki\u1ebfn th\u1ee9c to\u00e0n di\u1ec7n v\u1ec1 SQL, bao g\u1ed3m c\u00e1c k\u1ef9 thu\u1eadt t\u1ed1i \u01b0u h\u00f3a truy v\u1ea5n trong Data Engineering.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/end-to-end-data-engineering-project\" target=\"_blank\" rel=\"noopener\"><b>End-to-End Data Engineering Project<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 1 gi\u1edd 15 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><\/li>\n<li><span style=\"font-weight: 400;\">D\u1ef1 \u00e1n th\u1ef1c t\u1ebf gi\u00fap b\u1ea1n hi\u1ec3u to\u00e0n b\u1ed9 quy tr\u00ecnh x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng Data Engineering ho\u00e0n ch\u1ec9nh.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/apache-spark-essential-training-big-data-engineering-23165395\" target=\"_blank\" rel=\"noopener\"><b>Apache Spark Essential Training: Big Data Engineering<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 1 gi\u1edd 4 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: N\u00e2ng cao<\/span><\/li>\n<li><span style=\"font-weight: 400;\">H\u1ecdc c\u00e1ch s\u1eed d\u1ee5ng Apache Spark \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn v\u00e0 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t h\u1ec7 th\u1ed1ng.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/google-cloud-data-engineering-foundations\" target=\"_blank\" rel=\"noopener\"><b>Google Cloud Data Engineering Foundations<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 1 gi\u1edd 57 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Gi\u1edbi thi\u1ec7u v\u1ec1 c\u00e1ch l\u00e0m vi\u1ec7c v\u1edbi Google Cloud trong c\u00e1c d\u1ef1 \u00e1n Data Engineering.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/complete-guide-to-python-for-data-engineering-from-beginner-to-advanced\" target=\"_blank\" rel=\"noopener\"><b>Complete Guide to Python for Data Engineering: From Beginner to Advanced<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 5 gi\u1edd 26 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: N\u00e2ng cao<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<li><span style=\"font-weight: 400;\">H\u01b0\u1edbng d\u1eabn c\u00e1ch s\u1eed d\u1ee5ng Python trong c\u00e1c quy tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u, t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/end-to-end-real-world-data-engineering-project-with-snowflake\" target=\"_blank\" rel=\"noopener\"><b>End-to-End Real-World Data Engineering Project with Snowflake<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 1 gi\u1edd 36 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><\/li>\n<li><span style=\"font-weight: 400;\">D\u1ef1 \u00e1n th\u1ef1c t\u1ebf gi\u00fap b\u1ea1n l\u00e0m vi\u1ec7c v\u1edbi n\u1ec1n t\u1ea3ng Snowflake trong vi\u1ec7c qu\u1ea3n l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/data-engineering-with-dbt\" target=\"_blank\" rel=\"noopener\"><b>Data Engineering with dbt<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 1 gi\u1edd 16 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><\/li>\n<li><span style=\"font-weight: 400;\">T\u1eadp trung v\u00e0o vi\u1ec7c s\u1eed d\u1ee5ng dbt \u0111\u1ec3 qu\u1ea3n l\u00fd v\u00e0 x\u00e2y d\u1ef1ng pipeline d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/generative-ai-for-data-engineering-chatgpt-power-tips\" target=\"_blank\" rel=\"noopener\"><b>Generative AI for Data Engineering: ChatGPT Power Tips<\/b><b><\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 1 gi\u1edd 8 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Kh\u00e1m ph\u00e1 c\u00e1ch s\u1eed d\u1ee5ng AI trong Data Engineering \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/microsoft-azure-data-engineer-associate-dp-203-cert-prep-by-microsoft-press\" target=\"_blank\" rel=\"noopener\"><b>Microsoft Azure Data Engineer Associate (DP-203) Cert Prep<\/b><b><\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 9 gi\u1edd 27 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Kh\u00f3a h\u1ecdc chu\u1ea9n b\u1ecb cho k\u1ef3 thi ch\u1ee9ng ch\u1ec9 Microsoft Azure DP-203.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/introduction-to-analytics-engineering\" target=\"_blank\" rel=\"noopener\"><b>Introduction to Analytics Engineering<\/b><b><\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 56 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: C\u01a1 b\u1ea3n<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Gi\u1edbi thi\u1ec7u v\u1ec1 Analytics Engineering v\u00e0 c\u00e1ch n\u00f3 h\u1ed7 tr\u1ee3 c\u00e1c h\u1ec7 th\u1ed1ng Data Engineering.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><b>C\u00e1c d\u1ef1 \u00e1n th\u1ef1c h\u00e0nh chuy\u00ean s\u00e2u<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Gi\u00fap h\u1ecdc vi\u00ean \u00e1p d\u1ee5ng ki\u1ebfn th\u1ee9c v\u00e0o c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf, s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng nh\u01b0 Databricks, Snowflake, Azure Fabric.<\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/hands-on-analytics-engineering-project\" target=\"_blank\" rel=\"noopener\"><b>Hands-On Analytics Engineering Project<\/b><b><\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 30 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<li><span style=\"font-weight: 400;\">D\u1ef1 \u00e1n th\u1ef1c t\u1ebf gi\u00fap b\u1ea1n \u00e1p d\u1ee5ng ki\u1ebfn th\u1ee9c v\u1ec1 Analytics Engineering.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/guided-lab-real-world-data-engineering-project-with-microsoft-fabric\" target=\"_blank\" rel=\"noopener\"><b>Guided Lab: Real-World Data Engineering Project with Azure Fabric<\/b><b><\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 57 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<li><span style=\"font-weight: 400;\">H\u01b0\u1edbng d\u1eabn th\u1ef1c h\u00e0nh tr\u00ean n\u1ec1n t\u1ea3ng Azure Fabric.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/end-to-end-real-world-data-engineering-project-with-databricks\" target=\"_blank\" rel=\"noopener\"><b>End-to-End Real-World Data Engineering Project with Databricks<\/b><b><\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 1 gi\u1edd 40 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<li><span style=\"font-weight: 400;\">D\u1ef1 \u00e1n th\u1ef1c t\u1ebf gi\u00fap b\u1ea1n l\u00e0m vi\u1ec7c v\u1edbi Databricks trong Data Engineering.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><b>Ch\u1ee9ng ch\u1ec9 v\u00e0 k\u1ef3 thi chu\u1ea9n b\u1ecb<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00e1c ch\u1ee9ng ch\u1ec9 v\u00e0 kh\u00f3a h\u1ecdc chu\u1ea9n b\u1ecb thi l\u00e0 b\u01b0\u1edbc cu\u1ed1i c\u00f9ng \u0111\u1ec3 kh\u1eb3ng \u0111\u1ecbnh n\u0103ng l\u1ef1c, gi\u00fap b\u1ea1n c\u00f3 l\u1ee3i th\u1ebf c\u1ea1nh tranh khi \u1ee9ng tuy\u1ec3n ho\u1eb7c th\u0103ng ti\u1ebfn. Vi\u1ec7c s\u1edf h\u1eefu ch\u1ee9ng ch\u1ec9 t\u1eeb Google, Microsoft hay c\u00e1c t\u1ed5 ch\u1ee9c uy t\u00edn s\u1ebd t\u1ea1o \u0111\u1ed9 tin c\u1eady cho h\u1ed3 s\u01a1 c\u00e1 nh\u00e2n trong l\u0129nh v\u1ef1c Data Engineering.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u00e1c kh\u00f3a h\u1ecdc Data Engineer d\u01b0\u1edbi \u0111\u00e2y h\u1ed7 tr\u1ee3 h\u1ecdc vi\u00ean thi ch\u1ee9ng ch\u1ec9 chuy\u00ean m\u00f4n nh\u01b0 Google Cloud Professional Data Engineer, Microsoft Azure DP-203.<\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/paths\/data-engineering-foundations-professional-certificate-by-astronomer\" target=\"_blank\" rel=\"noopener\"><b>Data Engineering Foundations Professional Certificate by Astronomer<\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 13 gi\u1edd<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o chuy\u00ean s\u00e2u v\u1edbi c\u00e1c ch\u1ee9ng ch\u1ec9 \u0111\u01b0\u1ee3c cung c\u1ea5p b\u1edfi Astronomer v\u00e0 LinkedIn.<\/span><\/li>\n<\/ul>\n<\/li>\n<li><b>Google Cloud Professional Data Engineer Cert Prep Series: <\/b><span style=\"font-weight: 400;\">Chu\u1ed7i kh\u00f3a h\u1ecdc n\u00e0y chu\u1ea9n b\u1ecb cho k\u1ef3 thi ch\u1ee9ng ch\u1ec9 Google Cloud Professional Data Engineer.<\/span>\n<ul>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/google-cloud-professional-data-engineer-cert-prep-1-designing-data-processing-systems\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Cert Prep 1: Designing Data Processing Systems<\/span><\/a><span style=\"font-weight: 400;\"> (1 gi\u1edd 4 ph\u00fat)<\/span><\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/google-cloud-professional-data-engineer-cert-prep-2-building-and-operationalizing-data-processing-systems\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Cert Prep 2: Building and Operationalizing Data Processing Systems<\/span><\/a><span style=\"font-weight: 400;\"> (50 ph\u00fat)<\/span><\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/google-cloud-professional-data-engineer-cert-prep-3-operationalizing-machine-learning-models\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Cert Prep 3: Operationalizing Machine Learning Models<\/span><\/a><span style=\"font-weight: 400;\"> (58 ph\u00fat)<\/span><\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/google-cloud-professional-data-engineer-cert-prep-4-ensuring-solution-quality\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Cert Prep 4: Ensuring Solution Quality<\/span><\/a><span style=\"font-weight: 400;\"> (1 gi\u1edd 6 ph\u00fat)<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><b>C\u00e1c kh\u00f3a h\u1ecdc b\u1ed5 tr\u1ee3 v\u1ec1 Big Data v\u00e0 AI<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 l\u00e0m vi\u1ec7c hi\u1ec7u qu\u1ea3 trong l\u0129nh v\u1ef1c Data Engineering, b\u1ea1n n\u00ean t\u00ecm hi\u1ec3u th\u00eam v\u1ec1 Big Data, AI\/ML v\u00e0 nh\u1eefng c\u00f4ng c\u1ee5 li\u00ean quan. C\u00e1c kh\u00f3a h\u1ecdc b\u1ed5 tr\u1ee3 n\u00e0y m\u1edf r\u1ed9ng ki\u1ebfn th\u1ee9c v\u1ec1 Big Data, AI, Airflow, v\u00e0 qu\u1ea3n l\u00fd ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u trong h\u1ec7 th\u1ed1ng l\u1edbn, gi\u00fap b\u1ea1n nhanh ch\u00f3ng n\u1eafm b\u1eaft xu h\u01b0\u1edbng m\u1edbi trong c\u00f4ng ngh\u1ec7 d\u1eef li\u1ec7u.\u00a0<\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/big-data-analytics-with-hadoop-and-apache-spark-24658440\" target=\"_blank\" rel=\"noopener\"><b>Big Data Analytics with Hadoop and Apache Spark<\/b><b><\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 51 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<li><span style=\"font-weight: 400;\">H\u1ecdc c\u00e1ch x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn b\u1eb1ng Hadoop v\u00e0 Spark.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/data-ingestion-with-python\" target=\"_blank\" rel=\"noopener\"><b>Data Ingestion with Python<\/b><b><\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 1 gi\u1edd 24 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<li><span style=\"font-weight: 400;\">H\u01b0\u1edbng d\u1eabn c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ingestion d\u1eef li\u1ec7u b\u1eb1ng Python.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/data-engineering-pipeline-management-with-apache-airflow\" target=\"_blank\" rel=\"noopener\"><b>Data Engineering Pipeline Management with Apache Airflow<\/b><b><\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 2 gi\u1edd 8 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: Trung c\u1ea5p<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<li><span style=\"font-weight: 400;\">H\u1ecdc c\u00e1ch qu\u1ea3n l\u00fd pipeline d\u1eef li\u1ec7u b\u1eb1ng Apache Airflow.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/data-quality-core-concepts\" target=\"_blank\" rel=\"noopener\"><b>Data Quality: Core Concepts<\/b><b><\/b><\/a>\n<ul>\n<li><span style=\"font-weight: 400;\">Th\u1eddi l\u01b0\u1ee3ng: 1 gi\u1edd 28 ph\u00fat | Tr\u00ecnh \u0111\u1ed9: N\u00e2ng cao<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Cung c\u1ea5p ki\u1ebfn th\u1ee9c v\u1ec1 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u trong c\u00e1c h\u1ec7 th\u1ed1ng l\u1edbn.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Cau_hoi_thuong_gap_ve_khoa_hoc_Data_Engineer\"><\/span><b>C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 kh\u00f3a h\u1ecdc Data Engineer<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><b>C\u00e1c kh\u00f3a h\u1ecdc Data Engineer n\u00e0y ph\u00f9 h\u1ee3p v\u1edbi ai?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00e1c kh\u00f3a h\u1ecdc d\u00e0nh cho nh\u1eefng ai mu\u1ed1n theo \u0111u\u1ed5i s\u1ef1 nghi\u1ec7p Data Engineer, bao g\u1ed3m sinh vi\u00ean IT, l\u1eadp tr\u00ecnh vi\u00ean, chuy\u00ean vi\u00ean d\u1eef li\u1ec7u mu\u1ed1n chuy\u1ec3n h\u01b0\u1edbng ho\u1eb7c b\u1ea5t k\u1ef3 ai c\u00f3 n\u1ec1n t\u1ea3ng k\u1ef9 thu\u1eadt v\u00e0 \u0111am m\u00ea l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u.<\/span><\/p>\n<h3><b>T\u00f4i c\u1ea7n c\u00f3 ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng g\u00ec tr\u01b0\u1edbc khi tham gia kh\u00f3a h\u1ecdc Data Engineer?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">T\u00f9y thu\u1ed9c v\u00e0o kh\u00f3a h\u1ecdc m\u00e0 b\u1ea1n ch\u1ecdn, y\u00eau c\u1ea7u n\u1ec1n t\u1ea3ng s\u1ebd kh\u00e1c nhau. M\u1ed9t s\u1ed1 kh\u00f3a h\u1ecdc y\u00eau c\u1ea7u ki\u1ebfn th\u1ee9c l\u1eadp tr\u00ecnh (Python, SQL) ho\u1eb7c h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u, trong khi nh\u1eefng kh\u00f3a h\u1ecdc nh\u1eadp m\u00f4n th\u01b0\u1eddng kh\u00f4ng c\u00f3 y\u00eau c\u1ea7u \u0111\u1ea7u v\u00e0o.<\/span><\/p>\n<h3><b>Sau khi ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc, t\u00f4i c\u00f3 th\u1ec3 xin vi\u1ec7c ngay kh\u00f4ng?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110i\u1ec1u n\u00e0y ph\u1ee5 thu\u1ed9c v\u00e0o m\u1ee9c \u0111\u1ed9 h\u1ecdc t\u1eadp v\u00e0 th\u1ef1c h\u00e0nh c\u1ee7a b\u1ea1n. Kh\u00f3a h\u1ecdc ch\u1ec9 cung c\u1ea5p ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng v\u00e0 h\u01b0\u1edbng d\u1eabn th\u1ef1c h\u00e0nh, nh\u01b0ng \u0111\u1ec3 t\u0103ng c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m, b\u1ea1n n\u00ean tham gia th\u00eam c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf ho\u1eb7c th\u1ef1c t\u1eadp.<\/span><\/p>\n<h3><b>T\u00f4i c\u00f3 th\u1ec3 h\u1ecdc kh\u00f3a n\u00e0y n\u1ebfu t\u00f4i kh\u00f4ng c\u00f3 b\u1eb1ng \u0111\u1ea1i h\u1ecdc IT kh\u00f4ng?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00f3 th\u1ec3, n\u1ebfu b\u1ea1n c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 h\u1ecdc t\u1ed1t v\u00e0 s\u1eb5n s\u00e0ng r\u00e8n luy\u1ec7n c\u00e1c k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh, SQL v\u00e0 h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u. Tuy nhi\u00ean, b\u1ea1n c\u00f3 th\u1ec3 c\u1ea7n th\u00eam th\u1eddi gian \u0111\u1ec3 l\u00e0m quen v\u1edbi c\u00e1c kh\u00e1i ni\u1ec7m k\u1ef9 thu\u1eadt.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Tong_ket\"><\/span><b>T\u1ed5ng k\u1ebft<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">H\u00e0nh tr\u00ecnh tr\u1edf th\u00e0nh Data Engineer kh\u00f4ng h\u1ec1 d\u1ec5 d\u00e0ng, nh\u01b0ng n\u1ebfu b\u1ea1n ki\u00ean tr\u00ec h\u1ecdc t\u1eadp v\u00e0 th\u1ef1c h\u00e0nh, b\u1ea1n s\u1ebd \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee5c ti\u00eau. H\u00e3y:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u1ecdc t\u1eeb t\u00e0i nguy\u00ean mi\u1ec5n ph\u00ed<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Th\u1ef1c h\u00e0nh v\u1edbi c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110\u1ecdc blog v\u00e0 t\u00e0i li\u1ec7u chuy\u00ean s\u00e2u<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">C\u00e2n nh\u1eafc ch\u1ee9ng ch\u1ec9 \u0111\u1ec3 t\u0103ng l\u1ee3i th\u1ebf c\u1ea1nh tranh<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">B\u1ea1n \u0111\u00e3 s\u1eb5n s\u00e0ng b\u1eaft \u0111\u1ea7u ch\u01b0a? H\u00e3y chia s\u1ebb b\u00e0i vi\u1ebft n\u00e0y n\u1ebfu b\u1ea1n th\u1ea5y h\u1eefu \u00edch nh\u00e9!<\/span><\/p>\n<blockquote><p><em>\u0110\u1ecdc th\u00eam: <a href=\"\/blog\/luong-data-engineer\/\" target=\"_blank\" rel=\"noopener\"><strong>L\u01b0\u01a1ng Data Engineer 2025: L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 n\u00e2ng cao l\u01b0\u01a1ng?<\/strong><\/a><\/em><\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>B\u1ea1n \u0111\u00e3 bao gi\u1edd t\u1ef1 h\u1ecfi l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t Data Engineer? Trong th\u1eddi \u0111\u1ea1i d\u1eef li\u1ec7u b\u00f9ng n\u1ed5, c\u00e1c c\u00f4ng ty \u0111ang \u0111\u1ea9y m\u1ea1nh vi\u1ec7c khai th\u00e1c d\u1eef li\u1ec7u \u0111\u1ec3 ph\u1ee5c v\u1ee5 ph\u00e2n t\u00edch kinh doanh, AI, v\u00e0 Machine Learning, l\u0129nh v\u1ef1c Data Engineering \u0111ang c\u00f3 m\u1ee9c l\u01b0\u01a1ng h\u1ea5p d\u1eabn v\u00e0 [&hellip;]<\/p>\n","protected":false},"author":222,"featured_media":85751,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[109,94],"tags":[],"class_list":["post-87945","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chuyen-mon-it","category-su-nghiep-it"],"blocksy_meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.8 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Top kh\u00f3a h\u1ecdc Data Engineer t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn chuy\u00ean s\u00e2u - ITviec Blog<\/title>\n<meta name=\"description\" content=\"L\u01b0u ngay danh s\u00e1ch t\u00e0i nguy\u00ean h\u1ecdc Data Engineer mi\u1ec5n ph\u00ed, c\u00e1c kh\u00f3a h\u1ecdc Data Engineer tr\u1ea3 ph\u00ed v\u00e0 ph\u01b0\u01a1ng ph\u00e1p th\u1ef1c h\u00e0nh v\u1edbi c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itviec.com\/blog\/khoa-hoc-data-engineer\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Top kh\u00f3a h\u1ecdc Data Engineer t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn chuy\u00ean s\u00e2u\" \/>\n<meta property=\"og:description\" content=\"B\u1ea1n \u0111\u00e3 bao gi\u1edd t\u1ef1 h\u1ecfi l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t Data Engineer? 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