{"id":11177,"date":"2026-05-14T17:49:03","date_gmt":"2026-05-14T10:49:03","guid":{"rendered":"https:\/\/vtiacademy.site\/?p=11177"},"modified":"2026-05-14T17:59:46","modified_gmt":"2026-05-14T10:59:46","slug":"khoa-hoc-data-engineer","status":"publish","type":"post","link":"https:\/\/vtiacademy.site\/index.php\/khoa-hoc-data-engineer\/","title":{"rendered":"Top 5 kh\u00f3a h\u1ecdc Data Engineer h\u00e0ng \u0111\u1ea7u hi\u1ec7n nay"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Trong b\u00e0i vi\u1ebft n\u00e0y, <a href=\"https:\/\/trainocate.com.vn\/\" target=\"_blank\" rel=\"noopener\">Trainocate Vietnam<\/a> s\u1ebd t\u1ed5ng h\u1ee3p 5 kh\u00f3a h\u1ecdc Data Engineer ch\u00ednh h\u00e3ng (Authorized Training Course) h\u00e0ng \u0111\u1ea7u hi\u1ec7n nay b\u1edfi c\u00e1c t\u1eadp to\u00e0n c\u00f4ng ngh\u1ec7 l\u1edbn nh\u01b0 <a href=\"https:\/\/trainocate.com.vn\/microsoft-pc49\" target=\"_blank\" rel=\"noopener\">Microsoft<\/a>, <a href=\"https:\/\/trainocate.com.vn\/aws-pc44\" target=\"_blank\" rel=\"noopener\">AWS<\/a>, <a href=\"https:\/\/trainocate.com.vn\/google-cloud-pc37\" target=\"_blank\" rel=\"noopener\">Google Cloud<\/a> v\u00e0 <a href=\"https:\/\/trainocate.com.vn\/databricks-pc155\" target=\"_blank\" rel=\"noopener\">Databricks<\/a>.<\/span><\/p>\n<figure id=\"attachment_11180\" aria-describedby=\"caption-attachment-11180\" style=\"width: 300px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-11180 size-medium\" src=\"https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/05\/khoa-hoc-data-engineer-300x169.jpg\" alt=\"Top 5 kh\u00f3a h\u1ecdc Data Engineer h\u00e0ng \u0111\u1ea7u hi\u1ec7n nay\" width=\"300\" height=\"169\" srcset=\"https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/05\/khoa-hoc-data-engineer-300x169.jpg 300w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/05\/khoa-hoc-data-engineer-1024x576.jpg 1024w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/05\/khoa-hoc-data-engineer-768x432.jpg 768w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/05\/khoa-hoc-data-engineer-1536x864.jpg 1536w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/05\/khoa-hoc-data-engineer.jpg 1920w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-11180\" class=\"wp-caption-text\">Top 5 kh\u00f3a h\u1ecdc Data Engineer h\u00e0ng \u0111\u1ea7u hi\u1ec7n nay<\/figcaption><\/figure>\n<h2><b>1. Kh\u00f3a h\u1ecdc DP-900: Microsoft Azure Data Fundamentals<\/b><\/h2>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/trainocate.com.vn\/dp-900-microsoft-azure-data-fundamentals-1-p3393\" target=\"_blank\" rel=\"noopener\">DP-900T00 (Microsoft Azure Data Fundamentals)<\/a> l\u00e0 m\u1ed9t kh\u00f3a h\u1ecdc data engineer n\u1ec1n t\u1ea3ng d\u00e0nh cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u, gi\u00fap x\u00e2y d\u1ef1ng ki\u1ebfn th\u1ee9c c\u1ed1t l\u00f5i v\u1ec1 d\u1eef li\u1ec7u trong m\u00f4i tr\u01b0\u1eddng cloud c\u1ee7a Microsoft Azure.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 l\u1ef1a ch\u1ecdn ph\u00f9 h\u1ee3p cho nh\u1eefng ai mu\u1ed1n b\u1eaft \u0111\u1ea7u h\u1ecdc data engineer t\u1eeb s\u1ed1 0, ch\u01b0a c\u00f3 kinh nghi\u1ec7m v\u1ec1 database, SQL ho\u1eb7c cloud computing. Kh\u00f3a h\u1ecdc cung c\u1ea5p c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 c\u00e1ch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef, x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch trong doanh nghi\u1ec7p hi\u1ec7n \u0111\u1ea1i, \u0111\u1eb7c bi\u1ec7t trong h\u1ec7 sinh th\u00e1i <a href=\"https:\/\/trainocate.com.vn\/microsoft-azure-a101\" target=\"_blank\" rel=\"noopener\">Azure<\/a> v\u00e0 <a href=\"https:\/\/trainocate.com.vn\/microsoft-fabric-la-gi-a114\" target=\"_blank\" rel=\"noopener\">Microsoft Fabric<\/a>.\u00a0<\/span><\/p>\n<p><b>Kh\u00f3a h\u1ecdc cung c\u1ea5p ki\u1ebfn th\u1ee9c &amp; k\u1ef9 n\u0103ng\u00a0<\/b><\/p>\n<ul>\n<li aria-level=\"1\"><span style=\"font-weight: 400;\">Hi\u1ec3u c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn: SQL, NoSQL v\u00e0 Big Data<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><span style=\"font-weight: 400;\">L\u00e0m quen v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u c\u01a1 b\u1ea3n tr\u00ean Azure (l\u01b0u tr\u1eef, database, NoSQL)<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><span style=\"font-weight: 400;\">Hi\u1ec3u c\u00e1ch doanh nghi\u1ec7p x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u tr\u00ean cloud (data warehouse, real-time analytics, BI)<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-level=\"1\"><span style=\"font-weight: 400;\">N\u1eafm \u0111\u01b0\u1ee3c quy tr\u00ecnh data engineering hi\u1ec7n \u0111\u1ea1i tr\u00ean Microsoft Fabric (ingestion, lakehouse, streaming, qu\u1ea3n l\u00fd d\u1eef li\u1ec7u)<\/span><\/li>\n<\/ul>\n<p><b>Kh\u00f3a h\u1ecdc n\u00e0y ph\u00f9 h\u1ee3p v\u1edbi:\u00a0<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi mu\u1ed1n b\u1eaft \u0111\u1ea7u h\u1ecdc data engineer t\u1eeb s\u1ed1 0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi ch\u01b0a c\u00f3 ki\u1ebfn th\u1ee9c v\u1ec1 SQL, database ho\u1eb7c cloud computing<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sinh vi\u00ean IT ho\u1eb7c ng\u01b0\u1eddi tr\u00e1i ng\u00e0nh mu\u1ed1n chuy\u1ec3n sang data engineering<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><a href=\"https:\/\/trainocate.com.vn\/data-analyst-la-gi-quy-trinh-phan-tich-du-lieu-tu-a-z-a93\" target=\"_blank\" rel=\"noopener\">Data Analyst<\/a> mu\u1ed1n m\u1edf r\u1ed9ng sang v\u1ecb tr\u00ed Data Engineer.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi chu\u1ea9n b\u1ecb h\u1ecdc c\u00e1c ch\u1ee9ng ch\u1ec9 n\u00e2ng cao nh\u01b0 DP-700 (Microsoft Fabric Data Engineer)<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">DP-900 l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng \u0111\u00f3ng, vai tr\u00f2 l\u00e0 n\u1ec1n t\u1ea3ng ki\u1ebfn th\u1ee9c v\u1ec1 d\u1eef li\u1ec7u trong h\u1ec7 sinh th\u00e1i Microsoft Azure.\u00a0<\/span><span style=\"font-weight: 400;\">V\u1ec1 m\u1eb7t ngh\u1ec1 nghi\u1ec7p, DP-900 ph\u00f9 h\u1ee3p nh\u1ea5t cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u t\u00ecm hi\u1ec3u v\u1ec1 Data Engineer ho\u1eb7c fresher, gi\u00fap c\u1ea3i thi\u1ec7n CV v\u00e0 t\u1ea1o b\u01b0\u1edbc \u0111\u1ec7m quan tr\u1ecdng tr\u01b0\u1edbc khi b\u01b0\u1edbc v\u00e0o c\u00e1c vai tr\u00f2 Data Engineer th\u1ef1c th\u1ee5.<\/span><\/p>\n<h2><b>2. Kh\u00f3a DP-700: Microsoft Fabric Data Engineer<\/b><\/h2>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/trainocate.com.vn\/dp-700t00-p3409\" target=\"_blank\" rel=\"noopener\">Kh\u00f3a h\u1ecdc DP-700<\/a> l\u00e0 kh\u00f3a h\u1ecdc Data Engineer t\u1eadp trung v\u00e0o vi\u1ec7c x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p d\u1eef li\u1ec7u tr\u00ean n\u1ec1n t\u1ea3ng Microsoft Fabric.\u00a0<\/span><span style=\"font-weight: 400;\">Kh\u00f3a h\u1ecdc gi\u00fap ng\u01b0\u1eddi h\u1ecdc n\u1eafm \u0111\u01b0\u1ee3c c\u00e1ch thi\u1ebft k\u1ebf, x\u00e2y d\u1ef1ng v\u00e0 v\u1eadn h\u00e0nh h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u \u1edf quy m\u00f4 doanh nghi\u1ec7p. \u0110\u00e2y l\u00e0 m\u1ed9t trong nh\u1eefng l\u1ef1a ch\u1ecdn quan tr\u1ecdng cho nh\u1eefng ai \u0111ang trong l\u1ed9 tr\u00ecnh h\u1ecdc Data Engineer theo h\u01b0\u1edbng Microsoft Cloud.\u00a0<\/span><\/p>\n<p><b>Kh\u00f3a h\u1ecdc cung c\u1ea5p ki\u1ebfn th\u1ee9c &amp; k\u1ef9 n\u0103ng\u00a0<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Sau khi ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc, ng\u01b0\u1eddi h\u1ecdc c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng v\u00e0o c\u00f4ng vi\u1ec7c Data Engineer th\u1ef1c t\u1ebf nh\u01b0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng quy tr\u00ecnh thu th\u1eadp v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u (data ingestion &amp; transformation)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Thi\u1ebft k\u1ebf ki\u1ebfn tr\u00fac Lakehouse v\u00e0 Data Warehouse tr\u00ean Microsoft Fabric<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u1eed l\u00fd d\u1eef li\u1ec7u batch v\u00e0 real-time (streaming analytics)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u1ea1o v\u00e0 v\u1eadn h\u00e0nh data pipeline ph\u1ee5c v\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u doanh nghi\u1ec7p<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Qu\u1ea3n l\u00fd h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u: gi\u00e1m s\u00e1t, b\u1ea3o m\u1eadt v\u00e0 t\u1ed1i \u01b0u m\u00f4i tr\u01b0\u1eddng d\u1eef li\u1ec7u<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hi\u1ec3u v\u00e0 s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 SQL, PySpark ho\u1eb7c KQL trong x\u1eed l\u00fd d\u1eef li\u1ec7u<\/span><\/li>\n<\/ul>\n<p><b>Kh\u00f3a h\u1ecdc n\u00e0y ph\u00f9 h\u1ee3p v\u1edbi:\u00a0<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data Analyst ho\u1eb7c Backend Developer mu\u1ed1n chuy\u1ec3n sang Data Engineering<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi \u0111\u00e3 c\u00f3 kinh nghi\u1ec7m l\u00e0m vi\u1ec7c v\u1edbi SQL, ETL ho\u1eb7c data pipeline c\u01a1 b\u1ea3n<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi \u0111ang l\u00e0m vi\u1ec7c trong m\u00f4i tr\u01b0\u1eddng Azure\/Fabric ho\u1eb7c h\u1ec7 sinh th\u00e1i Microsoft<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">K\u1ef9 s\u01b0 d\u1eef li\u1ec7u mu\u1ed1n n\u00e2ng c\u1ea5p k\u1ef9 n\u0103ng l\u00ean tr\u00ecnh \u0111\u1ed9 doanh nghi\u1ec7p (enterprise level)<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 kh\u00f3a h\u1ecdc Data Engineer c\u00f3 ch\u1ee9ng ch\u1ec9 qu\u1ed1c t\u1ebf DP-700, m\u1ed9t ch\u1ee9ng ch\u1ec9 Data Engineer quan tr\u1ecdng trong h\u1ec7 sinh th\u00e1i Microsoft. <\/span><span style=\"font-weight: 400;\">Vi\u1ec7c s\u1edf h\u1eefu ki\u1ebfn th\u1ee9c t\u1eeb DP-700 gi\u00fap b\u1ea1n t\u0103ng c\u01a1 h\u1ed9i \u1ee9ng tuy\u1ec3n c\u00e1c v\u1ecb tr\u00ed Data Engineer, \u0111\u1eb7c bi\u1ec7t trong c\u00e1c c\u00f4ng ty s\u1eed d\u1ee5ng Azure, \u0111\u1ed3ng th\u1eddi n\u00e2ng cao n\u0103ng l\u1ef1c thi\u1ebft k\u1ebf v\u00e0 v\u1eadn h\u00e0nh h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u quy m\u00f4 l\u1edbn.\u00a0<\/span><\/p>\n<figure id=\"attachment_11179\" aria-describedby=\"caption-attachment-11179\" style=\"width: 300px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-11179 size-medium\" src=\"https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/05\/tong-hop-cac-khoa-hoc-data-engineer-300x169.jpg\" alt=\"Top 5 kh\u00f3a h\u1ecdc Data Engineer h\u00e0ng \u0111\u1ea7u hi\u1ec7n nay\" width=\"300\" height=\"169\" srcset=\"https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/05\/tong-hop-cac-khoa-hoc-data-engineer-300x169.jpg 300w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/05\/tong-hop-cac-khoa-hoc-data-engineer-1024x576.jpg 1024w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/05\/tong-hop-cac-khoa-hoc-data-engineer-768x432.jpg 768w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/05\/tong-hop-cac-khoa-hoc-data-engineer-1536x864.jpg 1536w, https:\/\/vtiacademy.site\/wp-content\/uploads\/2026\/05\/tong-hop-cac-khoa-hoc-data-engineer.jpg 1920w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-11179\" class=\"wp-caption-text\">Top 5 kh\u00f3a h\u1ecdc Data Engineer h\u00e0ng \u0111\u1ea7u hi\u1ec7n nay<\/figcaption><\/figure>\n<h2><b>3. Kh\u00f3a Data Engineering on AWS<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Kh\u00f3a Data Engineering on AWS l\u00e0 kh\u00f3a h\u1ecdc trung \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho nh\u1eefng ng\u01b0\u1eddi mu\u1ed1n \u0111i s\u00e2u v\u00e0o l\u0129nh v\u1ef1c data engineering tr\u00ean n\u1ec1n t\u1ea3ng AWS. Kh\u00f3a h\u1ecdc t\u1eadp trung m\u1ea1nh v\u00e0o ki\u1ebfn tr\u00fac, pipeline v\u00e0 t\u1ed1i \u01b0u h\u1ec7 th\u1ed1ng, v\u1ed1n l\u00e0 nh\u1eefng k\u1ef9 n\u0103ng c\u1ed1t l\u00f5i c\u1ee7a m\u1ed9t Data Engineer chuy\u00ean nghi\u1ec7p.<\/span><\/p>\n<p><b>Kh\u00f3a h\u1ecdc cung c\u1ea5p ki\u1ebfn th\u1ee9c &amp; k\u1ef9 n\u0103ng<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Thi\u1ebft k\u1ebf v\u00e0 x\u00e2y d\u1ef1ng ki\u1ebfn tr\u00fac data lake tr\u00ean AWS (ingestion, storage, transformation, serving data)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng v\u00e0 t\u1ed1i \u01b0u data warehouse v\u1edbi Amazon Redshift (Serverless)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Thi\u1ebft k\u1ebf batch data pipeline ph\u1ee5c v\u1ee5 x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u doanh nghi\u1ec7p<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng streaming data pipeline cho d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c (real-time analytics)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u1ed1i \u01b0u hi\u1ec7u n\u0103ng h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u (query optimization, monitoring, orchestration)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Qu\u1ea3n l\u00fd b\u1ea3o m\u1eadt, ph\u00e2n quy\u1ec1n v\u00e0 tu\u00e2n th\u1ee7 d\u1eef li\u1ec7u (security, access control, governance)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">S\u1eed d\u1ee5ng c\u00e1c d\u1ecbch v\u1ee5 AWS quan tr\u1ecdng trong data engineering nh\u01b0 S3, Glue, Lake Formation, Step Functions, Kinesis, MSK, Redshift<\/span><\/li>\n<\/ul>\n<p><b>Kh\u00f3a h\u1ecdc n\u00e0y ph\u00f9 h\u1ee3p v\u1edbi:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi \u0111\u00e3 c\u00f3 kinh nghi\u1ec7m l\u00e0m Data Engineer v\u00e0 c\u00f3 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 d\u1eef li\u1ec7u v\u00e0 cloud<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data Analyst, Backend Developer ho\u1eb7c Software Engineer mu\u1ed1n chuy\u1ec3n sang Data Engineering<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi \u0111\u00e3 bi\u1ebft SQL, Python ho\u1eb7c t\u1eebng l\u00e0m vi\u1ec7c v\u1edbi data pipeline c\u01a1 b\u1ea3n<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi mu\u1ed1n n\u00e2ng c\u1ea5p k\u1ef9 n\u0103ng l\u00ean m\u1ee9c Data Engineer th\u1ef1c chi\u1ebfn tr\u00ean AWS<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi \u0111ang l\u00e0m vi\u1ec7c v\u1edbi AWS v\u00e0 mu\u1ed1n chuy\u00ean s\u00e2u v\u00e0o Data Engineering<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">K\u1ef9 s\u01b0 d\u1eef li\u1ec7u mu\u1ed1n h\u1ecdc c\u00e1ch thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u quy m\u00f4 l\u1edbn<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 m\u1ed9t trong nh\u1eefng kh\u00f3a h\u1ecdc Data Engineer th\u1ef1c chi\u1ebfn nh\u1ea5t trong h\u1ec7 sinh th\u00e1i AWS, gi\u00fap ng\u01b0\u1eddi h\u1ecdc chuy\u1ec3n t\u1eeb giai \u0111o\u1ea1n h\u1ecdc data engineer sang kh\u1ea3 n\u0103ng tri\u1ec3n khai h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u th\u1ef1c t\u1ebf trong doanh nghi\u1ec7p. <\/span><span style=\"font-weight: 400;\">Sau kh\u00f3a h\u1ecdc, ng\u01b0\u1eddi h\u1ecdc c\u00f3 th\u1ec3 t\u1ef1 tin thi\u1ebft k\u1ebf v\u00e0 v\u1eadn h\u00e0nh c\u00e1c h\u1ec7 th\u1ed1ng data lake, data warehouse v\u00e0 streaming pipeline tr\u00ean AWS, t\u1eeb \u0111\u00f3 n\u00e2ng cao c\u01a1 h\u1ed9i \u1ee9ng tuy\u1ec3n c\u00e1c v\u1ecb tr\u00ed Data Engineer t\u1ea1i c\u00e1c c\u00f4ng ty s\u1eed d\u1ee5ng cloud AWS ho\u1eb7c c\u00e1c h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u l\u1edbn.\u00a0<\/span><\/p>\n<h2><b>4. Kh\u00f3a Data Engineering on Google Cloud Platform\u00a0<\/b><\/h2>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/trainocate.com.vn\/gcpde-data-engineering-on-google-cloud-platform-p552\" target=\"_blank\" rel=\"noopener\">Data Engineering on Google Cloud Platform<\/a> l\u00e0 kh\u00f3a Data Engineer gi\u00fap h\u1ecdc vi\u00ean c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng k\u1ef9 n\u0103ng thi\u1ebft k\u1ebf v\u00e0 tri\u1ec3n khai h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u tr\u00ean n\u1ec1n t\u1ea3ng Google Cloud.\u00a0<\/span><\/p>\n<p><b>Ki\u1ebfn th\u1ee9c &amp; k\u1ef9 n\u0103ng trong kh\u00f3a h\u1ecdc<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Thi\u1ebft k\u1ebf v\u00e0 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u00ean Google Cloud<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng batch v\u00e0 streaming data pipeline b\u1eb1ng Dataflow, Dataproc v\u00e0 Pub\/Sub<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u l\u1edbn (big data) b\u1eb1ng BigQuery v\u00e0 t\u1ed1i \u01b0u truy v\u1ea5n d\u1eef li\u1ec7u<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tri\u1ec3n khai m\u00f4 h\u00ecnh ETL\/ELT trong m\u00f4i tr\u01b0\u1eddng cloud hi\u1ec7n \u0111\u1ea1i<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng data lakehouse s\u1eed d\u1ee5ng Cloud Storage, BigLake v\u00e0 open table formats<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Qu\u1ea3n l\u00fd v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a pipeline b\u1eb1ng Cloud Composer, Workflows v\u00e0 Cloud Functions<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u1eed l\u00fd d\u1eef li\u1ec7u real-time v\u00e0 t\u1ea1o insight t\u1eeb streaming data<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00c1p d\u1ee5ng machine learning c\u01a1 b\u1ea3n trong pipeline v\u1edbi TensorFlow v\u00e0 Vertex AI<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u00a0<\/span><b>Kh\u00f3a h\u1ecdc n\u00e0y ph\u00f9 h\u1ee3p v\u1edbi:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data Analyst ho\u1eb7c Software Engineer mu\u1ed1n chuy\u1ec3n sang Data Engineering<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi \u0111\u00e3 c\u00f3 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 SQL, Python v\u00e0 data modeling<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data Engineer mu\u1ed1n l\u00e0m vi\u1ec7c chuy\u00ean s\u00e2u v\u1edbi Google Cloud Platform<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Kh\u00f3a h\u1ecdc t\u1eadp trung m\u1ea1nh v\u00e0o BigQuery, Dataflow v\u00e0 ki\u1ebfn tr\u00fac lakehouse hi\u1ec7n \u0111\u1ea1i, v\u1ed1n l\u00e0 nh\u1eefng c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i trong c\u00e1c doanh nghi\u1ec7p s\u1eed d\u1ee5ng GCP.\u00a0<\/span><\/p>\n<h2><b>5. Kh\u00f3a Data Engineering with Databricks<\/b><\/h2>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/trainocate.com.vn\/data-engineering-with-databricks-p3452\" target=\"_blank\" rel=\"noopener\">Data Engineering with Databricks<\/a> l\u00e0 kh\u00f3a h\u1ecdc nh\u1eadp m\u00f4n, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 gi\u00fap ng\u01b0\u1eddi h\u1ecdc l\u00e0m quen v\u00e0 x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng Data Engineering tr\u00ean n\u1ec1n t\u1ea3ng Databricks Lakehouse.\u00a0<\/span><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 m\u1ed9t kh\u00f3a h\u1ecdc quan tr\u1ecdng cho nh\u1eefng ai \u0111ang trong l\u1ed9 tr\u00ecnh h\u1ecdc data engineer v\u00e0 mu\u1ed1n ti\u1ebfp c\u1eadn tr\u1ef1c ti\u1ebfp v\u1edbi h\u1ec7 sinh th\u00e1i Databricks, Spark v\u00e0 Delta Lake trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf.\u00a0<\/span><\/p>\n<p><b>Ki\u1ebfn th\u1ee9c &amp; k\u1ef9 n\u0103ng trong kh\u00f3a h\u1ecdc<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Thu th\u1eadp v\u00e0 n\u1ea1p d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n v\u00e0o Databricks (batch, incremental, streaming)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng v\u00e0 t\u1ed1i \u01b0u data pipeline s\u1eed d\u1ee5ng Lakehouse architecture v\u00e0 Medallion model<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Thi\u1ebft k\u1ebf workflow v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a pipeline b\u1eb1ng Lakeflow Jobs (orchestration)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u1eed l\u00fd d\u1eef li\u1ec7u b\u1eb1ng SQL v\u00e0 PySpark trong m\u00f4i tr\u01b0\u1eddng Spark Declarative Pipelines<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng ETL\/ELT c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Qu\u1ea3n l\u00fd ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u, ki\u1ec3m tra v\u00e0 \u0111\u1ea3m b\u1ea3o t\u00ednh to\u00e0n v\u1eb9n d\u1eef li\u1ec7u trong pipeline<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Thi\u1ebft k\u1ebf v\u00e0 tri\u1ec3n khai Change Data Capture (CDC) cho d\u1eef li\u1ec7u thay \u0111\u1ed5i li\u00ean t\u1ee5c<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Qu\u1ea3n l\u00fd truy c\u1eadp, b\u1ea3o m\u1eadt v\u00e0 governance d\u1eef li\u1ec7u b\u1eb1ng Unity Catalog<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u00a0<\/span><b>Kh\u00f3a h\u1ecdc n\u00e0y ph\u00f9 h\u1ee3p v\u1edbi:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi \u0111ang b\u1eaft \u0111\u1ea7u ho\u1eb7c trong giai \u0111o\u1ea1n h\u1ecdc data engineer v\u00e0 mu\u1ed1n h\u1ecdc Databricks t\u1eeb c\u01a1 b\u1ea3n<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data Engineer, ETL\/ELT Developer ho\u1eb7c Pipeline Engineer mu\u1ed1n h\u1ecdc h\u1ec7 th\u1ed1ng hi\u1ec7n \u0111\u1ea1i<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data Analyst ho\u1eb7c Software Engineer mu\u1ed1n chuy\u1ec3n sang Data Engineering<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi \u0111\u00e3 bi\u1ebft SQL v\u00e0 Python c\u01a1 b\u1ea3n v\u00e0 mu\u1ed1n l\u00e0m vi\u1ec7c v\u1edbi Spark v\u00e0 Delta Lake<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Kh\u00f3a h\u1ecdc cung c\u1ea5p n\u1ec1n t\u1ea3ng chuy\u00ean m\u00f4n quan tr\u1ecdng trong h\u1ec7 sinh th\u00e1i Databricks, gi\u00fap ng\u01b0\u1eddi h\u1ecdc c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 v\u1eadn h\u00e0nh data pipeline th\u1ef1c t\u1ebf tr\u00ean n\u1ec1n t\u1ea3ng lakehouse.\u00a0<\/span><span style=\"font-weight: 400;\">Sau kh\u00f3a h\u1ecdc, ng\u01b0\u1eddi h\u1ecdc c\u00f3 th\u1ec3 thi\u1ebft k\u1ebf pipeline end-to-end, x\u1eed l\u00fd d\u1eef li\u1ec7u batch v\u00e0 streaming, \u0111\u1ed3ng th\u1eddi qu\u1ea3n l\u00fd d\u1eef li\u1ec7u \u1edf m\u1ee9c enterprise th\u00f4ng qua Unity Catalog, t\u1eeb \u0111\u00f3 n\u00e2ng cao n\u0103ng l\u1ef1c v\u00e0 c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p trong l\u0129nh v\u1ef1c Data Engineering hi\u1ec7n \u0111\u1ea1i.\u00a0<\/span><\/p>\n<h2><b>T\u1ea1m k\u1ebft<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 ch\u1ecdn ra kh\u00f3a h\u1ecdc Data Engineer ph\u00f9 h\u1ee3p, b\u1ea1n n\u00ean c\u00e2n nh\u1eafc c\u00e1c y\u1ebfu t\u1ed1 nh\u01b0 m\u1ee5c ti\u00eau ngh\u1ec1 nghi\u1ec7p, n\u1ec1n t\u1ea3ng hi\u1ec7n t\u1ea1i v\u00e0 \u0111\u1ecbnh h\u01b0\u1edbng d\u00e0i h\u1ea1n. N\u1ebfu b\u1ea1n \u0111ang mu\u1ed1n n\u00e2ng cao k\u1ef9 n\u0103ng chuy\u00ean m\u00f4n v\u1ec1 Data Engineering, h\u00e3y <a href=\"https:\/\/trainocate.com.vn\/lien-he\" target=\"_blank\" rel=\"noopener\">li\u00ean h\u1ec7<\/a> Trainocate Vietnam \u0111\u1ec3 \u0111\u01b0\u1ee3c t\u01b0 v\u1ea5n chi ti\u1ebft.<\/span><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Trong b\u00e0i vi\u1ebft n\u00e0y, Trainocate Vietnam s\u1ebd t\u1ed5ng h\u1ee3p 5 kh\u00f3a h\u1ecdc Data Engineer ch\u00ednh h\u00e3ng (Authorized Training Course) h\u00e0ng \u0111\u1ea7u hi\u1ec7n nay b\u1edfi c\u00e1c t\u1eadp to\u00e0n c\u00f4ng ngh\u1ec7 l\u1edbn nh\u01b0 Microsoft, AWS, Google Cloud v\u00e0 Databricks. 1. Kh\u00f3a h\u1ecdc DP-900: Microsoft Azure Data Fundamentals DP-900T00 (Microsoft Azure Data Fundamentals) l\u00e0 m\u1ed9t kh\u00f3a h\u1ecdc data [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-11177","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/posts\/11177","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/comments?post=11177"}],"version-history":[{"count":3,"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/posts\/11177\/revisions"}],"predecessor-version":[{"id":11182,"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/posts\/11177\/revisions\/11182"}],"wp:attachment":[{"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/media?parent=11177"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/categories?post=11177"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vtiacademy.site\/index.php\/wp-json\/wp\/v2\/tags?post=11177"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}