{"id":25609581,"date":"2025-04-26T21:22:03","date_gmt":"2025-04-26T15:52:03","guid":{"rendered":"https:\/\/entri.app\/blog\/?p=25609581"},"modified":"2025-04-26T21:24:04","modified_gmt":"2025-04-26T15:54:04","slug":"data-engineer-career-path","status":"publish","type":"post","link":"https:\/\/entri.app\/blog\/data-engineer-career-path\/","title":{"rendered":"Data Engineer Career Path"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_79_2 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69e8501e663ef\" class=\"ez-toc-cssicon-toggle-label\"><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><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69e8501e663ef\"  aria-label=\"Toggle\" \/><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:\/\/entri.app\/blog\/data-engineer-career-path\/#Data_Engineer_Career_Path_Introduction\" >Data Engineer Career Path: Introduction<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/entri.app\/blog\/data-engineer-career-path\/#Entry-Level_Roles_in_Data_Engineering\" >Entry-Level Roles in Data Engineering<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/entri.app\/blog\/data-engineer-career-path\/#Mid-Level_Roles_in_Data_Engineering\" >Mid-Level Roles in Data Engineering<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/entri.app\/blog\/data-engineer-career-path\/#Senior_Roles_in_Data_Engineering\" >Senior Roles in Data Engineering<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/entri.app\/blog\/data-engineer-career-path\/#Specialized_Data_Engineering_Career_Paths\" >Specialized Data Engineering Career Paths<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/entri.app\/blog\/data-engineer-career-path\/#Continuous_Learning_and_Certifications_for_Data_Engineers\" >Continuous Learning and Certifications for Data Engineers<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/entri.app\/blog\/data-engineer-career-path\/#Career_Path_Salaries_in_Data_Engineering\" >Career Path Salaries in Data Engineering<\/a><\/li><\/ul><\/nav><\/div>\n<p>If you like working with data and solving problems, the <strong data-start=\"137\" data-end=\"166\">Data Engineer Career Path<\/strong> might be right for you. Data engineers are important in almost every company today. Whether you are starting out or planning ahead, it helps to know the steps you can take. This blog will show you the different jobs, skills you need, and how you can grow in this career.<\/p>\n<p style=\"text-align: center;\"><strong><a href=\"https:\/\/entri.app\/course\/data-science-and-machine-learning-course\/?utm_source=data-science-ml&amp;utm_medium=blog_referral&amp;utm_campaign=walmart-data-engineer-interview-questions\" target=\"_blank\" rel=\"noopener\">Enhance your data science skills with us! Join our free demo today!<\/a><\/strong><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Data_Engineer_Career_Path_Introduction\"><\/span><strong>Data Engineer Career Path: Introduction<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"\" data-start=\"178\" data-end=\"288\">Data is everywhere today. Businesses need help to manage and use it. This is where data engineers come in.\u00a0Data engineering is about building systems that collect, store, and prepare data for use. It is vital because good data leads to smart business decisions. Without strong data systems, companies struggle to use their data well.<\/p>\n<h3 class=\"\" data-start=\"526\" data-end=\"558\"><strong>Why Data Engineering Matters<\/strong><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-25609589 \" src=\"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Why-Data-Engineering-Matters-visual-selection.png\" alt=\"Why Data Engineering Matters - visual selection\" width=\"971\" height=\"744\" srcset=\"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Why-Data-Engineering-Matters-visual-selection.png 720w, https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Why-Data-Engineering-Matters-visual-selection-300x230.png 300w, https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Why-Data-Engineering-Matters-visual-selection-150x115.png 150w\" sizes=\"auto, (max-width: 971px) 100vw, 971px\" \/><\/p>\n<ul data-start=\"559\" data-end=\"919\">\n<li class=\"\" data-start=\"559\" data-end=\"649\">\n<p class=\"\" data-start=\"561\" data-end=\"649\"><strong data-start=\"561\" data-end=\"582\">Handles Big Data:<\/strong><br data-start=\"582\" data-end=\"585\" \/>Deals with huge amounts of information from different sources.<\/p>\n<\/li>\n<li class=\"\" data-start=\"650\" data-end=\"743\">\n<p class=\"\" data-start=\"652\" data-end=\"743\"><strong data-start=\"652\" data-end=\"675\">Improves Decisions:<\/strong><br data-start=\"675\" data-end=\"678\" \/>Makes sure businesses have clean, useful data to guide choices.<\/p>\n<\/li>\n<li class=\"\" data-start=\"744\" data-end=\"828\">\n<p class=\"\" data-start=\"746\" data-end=\"828\"><strong data-start=\"746\" data-end=\"761\">Saves Time:<\/strong><br data-start=\"761\" data-end=\"764\" \/>Automates tasks so people don\u2019t have to process data manually.<\/p>\n<\/li>\n<li class=\"\" data-start=\"829\" data-end=\"919\">\n<p class=\"\" data-start=\"831\" data-end=\"919\"><strong data-start=\"831\" data-end=\"849\">Boosts Growth:<\/strong><br data-start=\"849\" data-end=\"852\" \/>Powers AI tools, machine learning, and detailed business reports.<\/p>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"921\" data-end=\"955\"><strong>High Demand for Data Engineers<\/strong><\/h3>\n<ul data-start=\"956\" data-end=\"1247\">\n<li class=\"\" data-start=\"956\" data-end=\"1044\">\n<p class=\"\" data-start=\"958\" data-end=\"1044\"><strong data-start=\"958\" data-end=\"987\">Big data is growing fast:<\/strong><br data-start=\"987\" data-end=\"990\" \/>Companies are collecting more data than ever before.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1045\" data-end=\"1144\">\n<p class=\"\" data-start=\"1047\" data-end=\"1144\"><strong data-start=\"1047\" data-end=\"1086\">More companies need skilled people:<\/strong><br data-start=\"1086\" data-end=\"1089\" \/>They need experts to organize and prepare their data.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1145\" data-end=\"1247\">\n<p class=\"\" data-start=\"1147\" data-end=\"1247\"><strong data-start=\"1147\" data-end=\"1185\">Data engineers are key to success:<\/strong><br data-start=\"1185\" data-end=\"1188\" \/>Good data work helps companies stay ahead of competition.<\/p>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"1249\" data-end=\"1273\"><strong>Career Path Overview<\/strong><\/h3>\n<ul data-start=\"1274\" data-end=\"1548\">\n<li class=\"\" data-start=\"1274\" data-end=\"1356\">\n<p class=\"\" data-start=\"1276\" data-end=\"1356\"><strong data-start=\"1276\" data-end=\"1298\">Entry-Level Roles:<\/strong><br data-start=\"1298\" data-end=\"1301\" \/>Start as an intern, junior engineer, or data analyst.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1357\" data-end=\"1453\">\n<p class=\"\" data-start=\"1359\" data-end=\"1453\"><strong data-start=\"1359\" data-end=\"1379\">Mid-Level Roles:<\/strong><br data-start=\"1379\" data-end=\"1382\" \/>Grow into a data engineer, big data engineer, or cloud data engineer.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1454\" data-end=\"1548\">\n<p class=\"\" data-start=\"1456\" data-end=\"1548\"><strong data-start=\"1456\" data-end=\"1473\">Senior Roles:<\/strong><br data-start=\"1473\" data-end=\"1476\" \/>Aim for lead engineer, data manager, architect, or chief data officer.<\/p>\n<\/li>\n<\/ul>\n<blockquote data-start=\"1284\" data-end=\"1373\">\n<p class=\"\" data-start=\"1286\" data-end=\"1373\"><em data-start=\"1286\" data-end=\"1373\">Want to explore more IT careers? Check out our <a href=\"https:\/\/entri.app\/blog\/guide-to-it-career-paths\/\" target=\"_blank\" rel=\"noopener\">Complete Guide to IT Career Paths<\/a><\/em><\/p>\n<\/blockquote>\n<h2 class=\"\" data-start=\"159\" data-end=\"199\"><span class=\"ez-toc-section\" id=\"Entry-Level_Roles_in_Data_Engineering\"><\/span><strong>Entry-Level Roles in Data Engineering<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"\" data-start=\"201\" data-end=\"414\">Starting a career in data engineering usually begins with basic, hands-on roles. These early roles help build technical skills and real-world experience. Here\u2019s a closer look at the main entry-level positions:<\/p>\n<h3 class=\"\" data-start=\"416\" data-end=\"443\"><strong>1. Data Engineer Intern<\/strong><\/h3>\n<ul data-start=\"444\" data-end=\"789\">\n<li class=\"\" data-start=\"444\" data-end=\"647\">\n<p class=\"\" data-start=\"446\" data-end=\"465\"><strong data-start=\"446\" data-end=\"463\">What they do:<\/strong><\/p>\n<ul data-start=\"468\" data-end=\"647\">\n<li class=\"\" data-start=\"468\" data-end=\"512\">\n<p class=\"\" data-start=\"470\" data-end=\"512\">Help with data cleaning and preparation.<\/p>\n<\/li>\n<li class=\"\" data-start=\"515\" data-end=\"578\">\n<p class=\"\" data-start=\"517\" data-end=\"578\">Use basic tools like SQL, Excel, and simple coding scripts.<\/p>\n<\/li>\n<li class=\"\" data-start=\"581\" data-end=\"647\">\n<p class=\"\" data-start=\"583\" data-end=\"647\">Work with senior engineers to understand data flows and systems.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"648\" data-end=\"789\">\n<p class=\"\" data-start=\"650\" data-end=\"670\"><strong data-start=\"650\" data-end=\"668\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"673\" data-end=\"789\">\n<li class=\"\" data-start=\"673\" data-end=\"723\">\n<p class=\"\" data-start=\"675\" data-end=\"723\">Real-world experience that boosts your resume.<\/p>\n<\/li>\n<li class=\"\" data-start=\"726\" data-end=\"789\">\n<p class=\"\" data-start=\"728\" data-end=\"789\">Perfect for learning how companies manage and use their data.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"791\" data-end=\"818\"><strong>2. Junior Data Engineer<\/strong><\/h3>\n<ul data-start=\"819\" data-end=\"1146\">\n<li class=\"\" data-start=\"819\" data-end=\"1003\">\n<p class=\"\" data-start=\"821\" data-end=\"840\"><strong data-start=\"821\" data-end=\"838\">What they do:<\/strong><\/p>\n<ul data-start=\"843\" data-end=\"1003\">\n<li class=\"\" data-start=\"843\" data-end=\"888\">\n<p class=\"\" data-start=\"845\" data-end=\"888\">Build and maintain simple data pipelines.<\/p>\n<\/li>\n<li class=\"\" data-start=\"891\" data-end=\"949\">\n<p class=\"\" data-start=\"893\" data-end=\"949\">Handle basic ETL (Extract, Transform, Load) processes.<\/p>\n<\/li>\n<li class=\"\" data-start=\"952\" data-end=\"1003\">\n<p class=\"\" data-start=\"954\" data-end=\"1003\">Support senior engineers in larger data projects.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"1004\" data-end=\"1146\">\n<p class=\"\" data-start=\"1006\" data-end=\"1026\"><strong data-start=\"1006\" data-end=\"1024\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"1029\" data-end=\"1146\">\n<li class=\"\" data-start=\"1029\" data-end=\"1082\">\n<p class=\"\" data-start=\"1031\" data-end=\"1082\">Solid start for mastering data pipeline building.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1085\" data-end=\"1146\">\n<p class=\"\" data-start=\"1087\" data-end=\"1146\">Prepares you to handle bigger, more complex datasets later.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"1148\" data-end=\"1167\"><strong>3. Data Analyst<\/strong><\/h3>\n<ul data-start=\"1168\" data-end=\"1520\">\n<li class=\"\" data-start=\"1168\" data-end=\"1371\">\n<p class=\"\" data-start=\"1170\" data-end=\"1189\"><strong data-start=\"1170\" data-end=\"1187\">What they do:<\/strong><\/p>\n<ul data-start=\"1192\" data-end=\"1371\">\n<li class=\"\" data-start=\"1192\" data-end=\"1245\">\n<p class=\"\" data-start=\"1194\" data-end=\"1245\">Analyze and visualize data for business insights.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1248\" data-end=\"1293\">\n<p class=\"\" data-start=\"1250\" data-end=\"1293\">Write SQL queries and work with datasets.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1296\" data-end=\"1371\">\n<p class=\"\" data-start=\"1298\" data-end=\"1371\">Often transition to data engineering by learning coding and cloud basics.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"1372\" data-end=\"1520\">\n<p class=\"\" data-start=\"1374\" data-end=\"1394\"><strong data-start=\"1374\" data-end=\"1392\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"1397\" data-end=\"1520\">\n<li class=\"\" data-start=\"1397\" data-end=\"1449\">\n<p class=\"\" data-start=\"1399\" data-end=\"1449\">Builds strong foundations in understanding data.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1452\" data-end=\"1520\">\n<p class=\"\" data-start=\"1454\" data-end=\"1520\">Easy to move into engineering with added skills in SQL and Python.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"1522\" data-end=\"1542\"><strong>4. ETL Developer<\/strong><\/h3>\n<ul data-start=\"1543\" data-end=\"1876\">\n<li class=\"\" data-start=\"1543\" data-end=\"1731\">\n<p class=\"\" data-start=\"1545\" data-end=\"1564\"><strong data-start=\"1545\" data-end=\"1562\">What they do:<\/strong><\/p>\n<ul data-start=\"1567\" data-end=\"1731\">\n<li class=\"\" data-start=\"1567\" data-end=\"1618\">\n<p class=\"\" data-start=\"1569\" data-end=\"1618\">Build and manage ETL workflows for moving data.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1621\" data-end=\"1682\">\n<p class=\"\" data-start=\"1623\" data-end=\"1682\">Ensure that data is accurate, clean, and properly stored.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1685\" data-end=\"1731\">\n<p class=\"\" data-start=\"1687\" data-end=\"1731\">Work with both business and technical teams.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"1732\" data-end=\"1876\">\n<p class=\"\" data-start=\"1734\" data-end=\"1754\"><strong data-start=\"1734\" data-end=\"1752\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"1757\" data-end=\"1876\">\n<li class=\"\" data-start=\"1757\" data-end=\"1812\">\n<p class=\"\" data-start=\"1759\" data-end=\"1812\">Builds strong technical and problem-solving skills.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1815\" data-end=\"1876\">\n<p class=\"\" data-start=\"1817\" data-end=\"1876\">Prepares you for more complex roles in data infrastructure.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"1883\" data-end=\"1933\"><strong>Skills Needed for Entry-Level Data Engineering<\/strong><\/h3>\n<div class=\"group pointer-events-none relative flex justify-center *:pointer-events-auto\">\n<div class=\"tableContainer horzScrollShadows relative\">\n<table class=\"min-w-full\" data-start=\"1935\" data-end=\"2316\">\n<thead data-start=\"1935\" data-end=\"1997\">\n<tr data-start=\"1935\" data-end=\"1997\">\n<th data-start=\"1935\" data-end=\"1955\">Skill Area<\/th>\n<th data-start=\"1955\" data-end=\"1997\">Focus Areas<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"2062\" data-end=\"2316\">\n<tr data-start=\"2062\" data-end=\"2125\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2062\" data-end=\"2082\">Programming<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2082\" data-end=\"2125\">Learn SQL, Python, or R for data tasks.<\/td>\n<\/tr>\n<tr data-start=\"2126\" data-end=\"2189\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2126\" data-end=\"2146\">Cloud Basics<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2146\" data-end=\"2189\">Understand AWS, Azure, or GCP basics.<\/td>\n<\/tr>\n<tr data-start=\"2190\" data-end=\"2252\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2190\" data-end=\"2210\">Databases<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2210\" data-end=\"2252\">Study relational and NoSQL databases.<\/td>\n<\/tr>\n<tr data-start=\"2253\" data-end=\"2316\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2253\" data-end=\"2273\">Certifications<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2273\" data-end=\"2316\">Aim for Google Cloud or Azure certs.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 class=\"\" data-start=\"151\" data-end=\"189\"><span class=\"ez-toc-section\" id=\"Mid-Level_Roles_in_Data_Engineering\"><\/span><strong>Mid-Level Roles in Data Engineering<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"\" data-start=\"191\" data-end=\"408\">After gaining a few years of experience, data engineers move into mid-level roles. These jobs involve bigger projects, deeper specialization, and more responsibility. Let\u2019s look at some common mid-level positions:<\/p>\n<h3 class=\"\" data-start=\"410\" data-end=\"430\"><strong>1. Data Engineer<\/strong><\/h3>\n<ul data-start=\"431\" data-end=\"747\">\n<li class=\"\" data-start=\"431\" data-end=\"614\">\n<p class=\"\" data-start=\"433\" data-end=\"452\"><strong data-start=\"433\" data-end=\"450\">What they do:<\/strong><\/p>\n<ul data-start=\"455\" data-end=\"614\">\n<li class=\"\" data-start=\"455\" data-end=\"504\">\n<p class=\"\" data-start=\"457\" data-end=\"504\">Design and build scalable data architectures.<\/p>\n<\/li>\n<li class=\"\" data-start=\"507\" data-end=\"559\">\n<p class=\"\" data-start=\"509\" data-end=\"559\">Improve data pipelines for speed and efficiency.<\/p>\n<\/li>\n<li class=\"\" data-start=\"562\" data-end=\"614\">\n<p class=\"\" data-start=\"564\" data-end=\"614\">Maintain data quality and support analytics teams.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"615\" data-end=\"747\">\n<p class=\"\" data-start=\"617\" data-end=\"637\"><strong data-start=\"617\" data-end=\"635\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"640\" data-end=\"747\">\n<li class=\"\" data-start=\"640\" data-end=\"695\">\n<p class=\"\" data-start=\"642\" data-end=\"695\">Deepens your technical expertise across many tools.<\/p>\n<\/li>\n<li class=\"\" data-start=\"698\" data-end=\"747\">\n<p class=\"\" data-start=\"700\" data-end=\"747\">Sets the foundation for leadership roles later.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"749\" data-end=\"773\"><strong>2. Big Data Engineer<\/strong><\/h3>\n<ul data-start=\"774\" data-end=\"1127\">\n<li class=\"\" data-start=\"774\" data-end=\"983\">\n<p class=\"\" data-start=\"776\" data-end=\"795\"><strong data-start=\"776\" data-end=\"793\">What they do:<\/strong><\/p>\n<ul data-start=\"798\" data-end=\"983\">\n<li class=\"\" data-start=\"798\" data-end=\"860\">\n<p class=\"\" data-start=\"800\" data-end=\"860\">Manage very large datasets using Hadoop, Spark, and Kafka.<\/p>\n<\/li>\n<li class=\"\" data-start=\"863\" data-end=\"924\">\n<p class=\"\" data-start=\"865\" data-end=\"924\">Build systems that handle real-time and batch processing.<\/p>\n<\/li>\n<li class=\"\" data-start=\"927\" data-end=\"983\">\n<p class=\"\" data-start=\"929\" data-end=\"983\">Work closely with data scientists and analytics teams.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"984\" data-end=\"1127\">\n<p class=\"\" data-start=\"986\" data-end=\"1006\"><strong data-start=\"986\" data-end=\"1004\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"1009\" data-end=\"1127\">\n<li class=\"\" data-start=\"1009\" data-end=\"1070\">\n<p class=\"\" data-start=\"1011\" data-end=\"1070\">Great for those interested in handling huge data volumes.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1073\" data-end=\"1127\">\n<p class=\"\" data-start=\"1075\" data-end=\"1127\">Opens doors to specialized big data and AI projects.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"1129\" data-end=\"1153\"><strong>3. Database Engineer<\/strong><\/h3>\n<ul data-start=\"1154\" data-end=\"1495\">\n<li class=\"\" data-start=\"1154\" data-end=\"1343\">\n<p class=\"\" data-start=\"1156\" data-end=\"1175\"><strong data-start=\"1156\" data-end=\"1173\">What they do:<\/strong><\/p>\n<ul data-start=\"1178\" data-end=\"1343\">\n<li class=\"\" data-start=\"1178\" data-end=\"1219\">\n<p class=\"\" data-start=\"1180\" data-end=\"1219\">Design and optimize database systems.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1222\" data-end=\"1284\">\n<p class=\"\" data-start=\"1224\" data-end=\"1284\">Ensure databases handle millions of transactions smoothly.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1287\" data-end=\"1343\">\n<p class=\"\" data-start=\"1289\" data-end=\"1343\">Manage data backups, recovery, and security protocols.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"1344\" data-end=\"1495\">\n<p class=\"\" data-start=\"1346\" data-end=\"1366\"><strong data-start=\"1346\" data-end=\"1364\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"1369\" data-end=\"1495\">\n<li class=\"\" data-start=\"1369\" data-end=\"1431\">\n<p class=\"\" data-start=\"1371\" data-end=\"1431\">Perfect for problem-solvers who enjoy data structure work.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1434\" data-end=\"1495\">\n<p class=\"\" data-start=\"1436\" data-end=\"1495\">Builds expertise valuable in finance, healthcare, and tech.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"1497\" data-end=\"1523\"><strong>4. Cloud Data Engineer<\/strong><\/h3>\n<ul data-start=\"1524\" data-end=\"1888\">\n<li class=\"\" data-start=\"1524\" data-end=\"1750\">\n<p class=\"\" data-start=\"1526\" data-end=\"1545\"><strong data-start=\"1526\" data-end=\"1543\">What they do:<\/strong><\/p>\n<ul data-start=\"1548\" data-end=\"1750\">\n<li class=\"\" data-start=\"1548\" data-end=\"1612\">\n<p class=\"\" data-start=\"1550\" data-end=\"1612\">Build and manage cloud-based data systems (AWS, Azure, GCP).<\/p>\n<\/li>\n<li class=\"\" data-start=\"1615\" data-end=\"1685\">\n<p class=\"\" data-start=\"1617\" data-end=\"1685\">Set up data lakes, warehouses, and real-time processing pipelines.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1688\" data-end=\"1750\">\n<p class=\"\" data-start=\"1690\" data-end=\"1750\">Ensure data security, scaling, and reliability in the cloud.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"1751\" data-end=\"1888\">\n<p class=\"\" data-start=\"1753\" data-end=\"1773\"><strong data-start=\"1753\" data-end=\"1771\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"1776\" data-end=\"1888\">\n<li class=\"\" data-start=\"1776\" data-end=\"1830\">\n<p class=\"\" data-start=\"1778\" data-end=\"1830\">Matches the future trend of cloud-based data work.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1833\" data-end=\"1888\">\n<p class=\"\" data-start=\"1835\" data-end=\"1888\">Strong skills here are in very high demand worldwide.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"1895\" data-end=\"1943\"><strong>Skills Needed for Mid-Level Data Engineering<\/strong><\/h3>\n<div class=\"group pointer-events-none relative flex justify-center *:pointer-events-auto\">\n<div class=\"tableContainer horzScrollShadows relative\">\n<table class=\"min-w-full\" data-start=\"1945\" data-end=\"2445\">\n<thead data-start=\"1945\" data-end=\"2025\">\n<tr data-start=\"1945\" data-end=\"2025\">\n<th data-start=\"1945\" data-end=\"1969\">Skill Area<\/th>\n<th data-start=\"1969\" data-end=\"2025\">Focus Areas<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"2108\" data-end=\"2445\">\n<tr data-start=\"2108\" data-end=\"2189\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2108\" data-end=\"2133\">Big Data Tools<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2133\" data-end=\"2189\">Hadoop, Spark, Kafka for large-scale data handling.<\/td>\n<\/tr>\n<tr data-start=\"2190\" data-end=\"2271\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2190\" data-end=\"2215\">Cloud Computing<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2215\" data-end=\"2271\">Deep knowledge of AWS, Azure, or Google Cloud.<\/td>\n<\/tr>\n<tr data-start=\"2272\" data-end=\"2353\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2272\" data-end=\"2297\">Databases<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2297\" data-end=\"2353\">SQL, NoSQL, database design, and optimization.<\/td>\n<\/tr>\n<tr data-start=\"2354\" data-end=\"2445\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2354\" data-end=\"2379\">Certifications<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2379\" data-end=\"2445\">Cloudera Certified Data Engineer, AWS Certified Data Analytics.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p data-start=\"93\" data-end=\"128\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-25609590 \" src=\"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineering-Career-Roles-visual-selection.png\" alt=\"Data Engineering Career Roles - visual selection\" width=\"998\" height=\"694\" srcset=\"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineering-Career-Roles-visual-selection.png 768w, https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineering-Career-Roles-visual-selection-300x209.png 300w, https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineering-Career-Roles-visual-selection-150x104.png 150w, https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineering-Career-Roles-visual-selection-750x521.png 750w\" sizes=\"auto, (max-width: 998px) 100vw, 998px\" \/><\/p>\n<h2 class=\"\" data-start=\"93\" data-end=\"128\"><span class=\"ez-toc-section\" id=\"Senior_Roles_in_Data_Engineering\"><\/span><strong>Senior Roles in Data Engineering<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"\" data-start=\"130\" data-end=\"384\">After years of experience, data engineers can take on leadership and strategic roles. These positions involve managing teams, designing complex systems, and shaping an organization\u2019s data strategy. Let\u2019s look at some senior roles in data engineering:<\/p>\n<h3 class=\"\" data-start=\"386\" data-end=\"411\"><strong>1. Lead Data Engineer<\/strong><\/h3>\n<ul data-start=\"412\" data-end=\"764\">\n<li class=\"\" data-start=\"412\" data-end=\"626\">\n<p class=\"\" data-start=\"414\" data-end=\"433\"><strong data-start=\"414\" data-end=\"431\">What they do:<\/strong><\/p>\n<ul data-start=\"436\" data-end=\"626\">\n<li class=\"\" data-start=\"436\" data-end=\"479\">\n<p class=\"\" data-start=\"438\" data-end=\"479\">Lead and mentor data engineering teams.<\/p>\n<\/li>\n<li class=\"\" data-start=\"482\" data-end=\"550\">\n<p class=\"\" data-start=\"484\" data-end=\"550\">Make high-level decisions about data architecture and workflows.<\/p>\n<\/li>\n<li class=\"\" data-start=\"553\" data-end=\"626\">\n<p class=\"\" data-start=\"555\" data-end=\"626\">Ensure data systems are scalable, efficient, and follow best practices.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"627\" data-end=\"764\">\n<p class=\"\" data-start=\"629\" data-end=\"649\"><strong data-start=\"629\" data-end=\"647\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"652\" data-end=\"764\">\n<li class=\"\" data-start=\"652\" data-end=\"698\">\n<p class=\"\" data-start=\"654\" data-end=\"698\">Combines technical skills with leadership.<\/p>\n<\/li>\n<li class=\"\" data-start=\"701\" data-end=\"764\">\n<p class=\"\" data-start=\"703\" data-end=\"764\">Provides the opportunity to shape the company\u2019s data systems.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"766\" data-end=\"797\"><strong>2. Data Engineering Manager<\/strong><\/h3>\n<ul data-start=\"798\" data-end=\"1190\">\n<li class=\"\" data-start=\"798\" data-end=\"1039\">\n<p class=\"\" data-start=\"800\" data-end=\"819\"><strong data-start=\"800\" data-end=\"817\">What they do:<\/strong><\/p>\n<ul data-start=\"822\" data-end=\"1039\">\n<li class=\"\" data-start=\"822\" data-end=\"892\">\n<p class=\"\" data-start=\"824\" data-end=\"892\">Manage a team of data engineers, assign tasks, and track progress.<\/p>\n<\/li>\n<li class=\"\" data-start=\"895\" data-end=\"967\">\n<p class=\"\" data-start=\"897\" data-end=\"967\">Handle project management, ensuring data initiatives meet deadlines.<\/p>\n<\/li>\n<li class=\"\" data-start=\"970\" data-end=\"1039\">\n<p class=\"\" data-start=\"972\" data-end=\"1039\">Plan resource allocation and long-term data engineering strategies.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"1040\" data-end=\"1190\">\n<p class=\"\" data-start=\"1042\" data-end=\"1062\"><strong data-start=\"1042\" data-end=\"1060\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"1065\" data-end=\"1190\">\n<li class=\"\" data-start=\"1065\" data-end=\"1123\">\n<p class=\"\" data-start=\"1067\" data-end=\"1123\">Great for those who enjoy managing teams and projects.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1126\" data-end=\"1190\">\n<p class=\"\" data-start=\"1128\" data-end=\"1190\">Provides a chance to drive data initiatives at a higher level.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"1192\" data-end=\"1213\"><strong>3. Data Architect<\/strong><\/h3>\n<ul data-start=\"1214\" data-end=\"1646\">\n<li class=\"\" data-start=\"1214\" data-end=\"1466\">\n<p class=\"\" data-start=\"1216\" data-end=\"1235\"><strong data-start=\"1216\" data-end=\"1233\">What they do:<\/strong><\/p>\n<ul data-start=\"1238\" data-end=\"1466\">\n<li class=\"\" data-start=\"1238\" data-end=\"1313\">\n<p class=\"\" data-start=\"1240\" data-end=\"1313\">Design and maintain complex data architectures for large organizations.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1316\" data-end=\"1388\">\n<p class=\"\" data-start=\"1318\" data-end=\"1388\">Ensure efficient data flow, storage, and scalability across systems.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1391\" data-end=\"1466\">\n<p class=\"\" data-start=\"1393\" data-end=\"1466\">Work closely with stakeholders to align data systems with business goals.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"1467\" data-end=\"1646\">\n<p class=\"\" data-start=\"1469\" data-end=\"1489\"><strong data-start=\"1469\" data-end=\"1487\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"1492\" data-end=\"1646\">\n<li class=\"\" data-start=\"1492\" data-end=\"1565\">\n<p class=\"\" data-start=\"1494\" data-end=\"1565\">Offers deep involvement in designing data systems from the ground up.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1568\" data-end=\"1646\">\n<p class=\"\" data-start=\"1570\" data-end=\"1646\">Valuable for those who enjoy solving complex data infrastructure challenges.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"1648\" data-end=\"1679\"><strong>4. Chief Data Officer (CDO)<\/strong><\/h3>\n<ul data-start=\"1680\" data-end=\"2071\">\n<li class=\"\" data-start=\"1680\" data-end=\"1900\">\n<p class=\"\" data-start=\"1682\" data-end=\"1701\"><strong data-start=\"1682\" data-end=\"1699\">What they do:<\/strong><\/p>\n<ul data-start=\"1704\" data-end=\"1900\">\n<li class=\"\" data-start=\"1704\" data-end=\"1763\">\n<p class=\"\" data-start=\"1706\" data-end=\"1763\">Lead the company\u2019s entire data strategy and governance.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1766\" data-end=\"1832\">\n<p class=\"\" data-start=\"1768\" data-end=\"1832\">Ensure data is properly managed, secure, and used efficiently.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1835\" data-end=\"1900\">\n<p class=\"\" data-start=\"1837\" data-end=\"1900\">Oversee analytics and reporting systems across all departments.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"1901\" data-end=\"2071\">\n<p class=\"\" data-start=\"1903\" data-end=\"1923\"><strong data-start=\"1903\" data-end=\"1921\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"1926\" data-end=\"2071\">\n<li class=\"\" data-start=\"1926\" data-end=\"1987\">\n<p class=\"\" data-start=\"1928\" data-end=\"1987\">Executive role with major influence on business strategy.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1990\" data-end=\"2071\">\n<p class=\"\" data-start=\"1992\" data-end=\"2071\">Involves high-level decision-making and leadership across all data initiatives.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"2078\" data-end=\"2129\"><strong>Skills Needed for Senior Data Engineering Roles<\/strong><\/h3>\n<div class=\"group pointer-events-none relative flex justify-center *:pointer-events-auto\">\n<div class=\"tableContainer horzScrollShadows relative\">\n<table class=\"min-w-full\" data-start=\"2131\" data-end=\"2682\">\n<thead data-start=\"2131\" data-end=\"2217\">\n<tr data-start=\"2131\" data-end=\"2217\">\n<th data-start=\"2131\" data-end=\"2159\">Skill Area<\/th>\n<th data-start=\"2159\" data-end=\"2217\">Focus Areas<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"2305\" data-end=\"2682\">\n<tr data-start=\"2305\" data-end=\"2396\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2305\" data-end=\"2334\">Leadership &amp; Management<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2334\" data-end=\"2396\">Ability to lead teams, manage projects, and drive strategy.<\/td>\n<\/tr>\n<tr data-start=\"2397\" data-end=\"2484\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2397\" data-end=\"2426\">Data Governance &amp; Security<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2426\" data-end=\"2484\">Strong focus on securing and managing data.<\/td>\n<\/tr>\n<tr data-start=\"2485\" data-end=\"2573\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2485\" data-end=\"2514\">Advanced Data Architecture<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2514\" data-end=\"2573\">Expertise in large-scale systems and cloud environments.<\/td>\n<\/tr>\n<tr data-start=\"2574\" data-end=\"2682\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2574\" data-end=\"2603\">Certifications<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2603\" data-end=\"2682\">AWS Certified Big Data &#8211; Specialty, Google Cloud Professional Data Engineer.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"text-align: center;\" data-start=\"103\" data-end=\"147\"><strong><a href=\"https:\/\/entri.app\/course\/data-science-and-machine-learning-course\/?utm_source=data-science-ml&amp;utm_medium=blog_referral&amp;utm_campaign=walmart-data-engineer-interview-questions\" target=\"_blank\" rel=\"noopener\">Enhance your data science skills with us! Join our free demo today!<\/a><\/strong><\/p>\n<h2 class=\"\" data-start=\"103\" data-end=\"147\"><span class=\"ez-toc-section\" id=\"Specialized_Data_Engineering_Career_Paths\"><\/span><strong>Specialized Data Engineering Career Paths<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"\" data-start=\"149\" data-end=\"376\">Data engineering offers roles that focus on specific tools, technologies, or data sources. These roles require technical expertise and deep knowledge in specialized fields. Let\u2019s explore some of these exciting career paths:<\/p>\n<h3 class=\"\" data-start=\"378\" data-end=\"410\"><strong>1. Machine Learning Engineer<\/strong><\/h3>\n<ul data-start=\"411\" data-end=\"738\">\n<li class=\"\" data-start=\"411\" data-end=\"614\">\n<p class=\"\" data-start=\"413\" data-end=\"432\"><strong data-start=\"413\" data-end=\"430\">What they do:<\/strong><\/p>\n<ul data-start=\"435\" data-end=\"614\">\n<li class=\"\" data-start=\"435\" data-end=\"498\">\n<p class=\"\" data-start=\"437\" data-end=\"498\">Build and deploy machine learning models in data pipelines.<\/p>\n<\/li>\n<li class=\"\" data-start=\"501\" data-end=\"544\">\n<p class=\"\" data-start=\"503\" data-end=\"544\">Automate tasks and improve data models.<\/p>\n<\/li>\n<li class=\"\" data-start=\"547\" data-end=\"614\">\n<p class=\"\" data-start=\"549\" data-end=\"614\">Integrate machine learning for predictions in business processes.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"615\" data-end=\"738\">\n<p class=\"\" data-start=\"617\" data-end=\"637\"><strong data-start=\"617\" data-end=\"635\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"640\" data-end=\"738\">\n<li class=\"\" data-start=\"640\" data-end=\"697\">\n<p class=\"\" data-start=\"642\" data-end=\"697\">Great for those passionate about AI and data science.<\/p>\n<\/li>\n<li class=\"\" data-start=\"700\" data-end=\"738\">\n<p class=\"\" data-start=\"702\" data-end=\"738\">Work with cutting-edge technologies.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"740\" data-end=\"769\"><strong>2. Data Pipeline Engineer<\/strong><\/h3>\n<ul data-start=\"770\" data-end=\"1089\">\n<li class=\"\" data-start=\"770\" data-end=\"959\">\n<p class=\"\" data-start=\"772\" data-end=\"791\"><strong data-start=\"772\" data-end=\"789\">What they do:<\/strong><\/p>\n<ul data-start=\"794\" data-end=\"959\">\n<li class=\"\" data-start=\"794\" data-end=\"854\">\n<p class=\"\" data-start=\"796\" data-end=\"854\">Design and optimize data pipelines for smooth data flow.<\/p>\n<\/li>\n<li class=\"\" data-start=\"857\" data-end=\"900\">\n<p class=\"\" data-start=\"859\" data-end=\"900\">Improve the efficiency of data systems.<\/p>\n<\/li>\n<li class=\"\" data-start=\"903\" data-end=\"959\">\n<p class=\"\" data-start=\"905\" data-end=\"959\">Ensure scalability and reliability for large datasets.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"960\" data-end=\"1089\">\n<p class=\"\" data-start=\"962\" data-end=\"982\"><strong data-start=\"962\" data-end=\"980\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"985\" data-end=\"1089\">\n<li class=\"\" data-start=\"985\" data-end=\"1039\">\n<p class=\"\" data-start=\"987\" data-end=\"1039\">Ideal for those who enjoy creating robust systems.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1042\" data-end=\"1089\">\n<p class=\"\" data-start=\"1044\" data-end=\"1089\">Hands-on experience with data infrastructure.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"1091\" data-end=\"1123\"><strong>3. Data Integration Engineer<\/strong><\/h3>\n<ul data-start=\"1124\" data-end=\"1470\">\n<li class=\"\" data-start=\"1124\" data-end=\"1326\">\n<p class=\"\" data-start=\"1126\" data-end=\"1145\"><strong data-start=\"1126\" data-end=\"1143\">What they do:<\/strong><\/p>\n<ul data-start=\"1148\" data-end=\"1326\">\n<li class=\"\" data-start=\"1148\" data-end=\"1202\">\n<p class=\"\" data-start=\"1150\" data-end=\"1202\">Combine data from various sources into one system.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1205\" data-end=\"1261\">\n<p class=\"\" data-start=\"1207\" data-end=\"1261\">Focus on maintaining data consistency and integrity.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1264\" data-end=\"1326\">\n<p class=\"\" data-start=\"1266\" data-end=\"1326\">Work with databases and APIs to ensure smooth data transfer.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"1327\" data-end=\"1470\">\n<p class=\"\" data-start=\"1329\" data-end=\"1349\"><strong data-start=\"1329\" data-end=\"1347\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"1352\" data-end=\"1470\">\n<li class=\"\" data-start=\"1352\" data-end=\"1414\">\n<p class=\"\" data-start=\"1354\" data-end=\"1414\">Perfect for problem-solvers working with diverse datasets.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1417\" data-end=\"1470\">\n<p class=\"\" data-start=\"1419\" data-end=\"1470\">Vital for smooth data integration across platforms.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"1472\" data-end=\"1495\"><strong>4. AI Data Engineer<\/strong><\/h3>\n<ul data-start=\"1496\" data-end=\"1782\">\n<li class=\"\" data-start=\"1496\" data-end=\"1681\">\n<p class=\"\" data-start=\"1498\" data-end=\"1517\"><strong data-start=\"1498\" data-end=\"1515\">What they do:<\/strong><\/p>\n<ul data-start=\"1520\" data-end=\"1681\">\n<li class=\"\" data-start=\"1520\" data-end=\"1570\">\n<p class=\"\" data-start=\"1522\" data-end=\"1570\">Focus on data systems for AI-based processing.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1573\" data-end=\"1619\">\n<p class=\"\" data-start=\"1575\" data-end=\"1619\">Work with AI models to support data needs.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1622\" data-end=\"1681\">\n<p class=\"\" data-start=\"1624\" data-end=\"1681\">Optimize AI systems for better data handling and storage.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"\" data-start=\"1682\" data-end=\"1782\">\n<p class=\"\" data-start=\"1684\" data-end=\"1704\"><strong data-start=\"1684\" data-end=\"1702\">Why it\u2019s good:<\/strong><\/p>\n<ul data-start=\"1707\" data-end=\"1782\">\n<li class=\"\" data-start=\"1707\" data-end=\"1751\">\n<p class=\"\" data-start=\"1709\" data-end=\"1751\">Great for those wanting to work with AI.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1754\" data-end=\"1782\">\n<p class=\"\" data-start=\"1756\" data-end=\"1782\">Involves both AI and data.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"1789\" data-end=\"1845\"><strong>Skills Needed for Specialized Data Engineering Roles<\/strong><\/h3>\n<div class=\"group pointer-events-none relative flex justify-center *:pointer-events-auto\">\n<div class=\"tableContainer horzScrollShadows relative\">\n<table class=\"min-w-full\" data-start=\"1847\" data-end=\"2383\">\n<thead data-start=\"1847\" data-end=\"1935\">\n<tr data-start=\"1847\" data-end=\"1935\">\n<th data-start=\"1847\" data-end=\"1874\">Skill Area<\/th>\n<th data-start=\"1874\" data-end=\"1935\">Focus Areas<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"2025\" data-end=\"2383\">\n<tr data-start=\"2025\" data-end=\"2114\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2025\" data-end=\"2053\">Machine Learning &amp; AI<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2053\" data-end=\"2114\">Expertise in algorithms, models, TensorFlow, and Keras.<\/td>\n<\/tr>\n<tr data-start=\"2115\" data-end=\"2204\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2115\" data-end=\"2143\">Data Pipelines<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2143\" data-end=\"2204\">Experience with Apache Kafka, Airflow, and optimization.<\/td>\n<\/tr>\n<tr data-start=\"2205\" data-end=\"2293\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2205\" data-end=\"2233\">Data Integration<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2233\" data-end=\"2293\">Knowledge of APIs, databases, and data consistency.<\/td>\n<\/tr>\n<tr data-start=\"2294\" data-end=\"2383\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2294\" data-end=\"2322\">Automation &amp; Orchestration<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2322\" data-end=\"2383\">Proficiency in Apache Airflow for automation.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 class=\"\" data-start=\"156\" data-end=\"216\"><span class=\"ez-toc-section\" id=\"Continuous_Learning_and_Certifications_for_Data_Engineers\"><\/span><strong>Continuous Learning and Certifications for Data Engineers<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"\" data-start=\"218\" data-end=\"385\">Data engineering is a constantly evolving field. To stay ahead, continuous learning is key. Certifications, online learning, and networking will boost your career.<\/p>\n<h3 class=\"\" data-start=\"387\" data-end=\"410\"><strong>1. Certifications<\/strong><\/h3>\n<p class=\"\" data-start=\"411\" data-end=\"577\">Certifications highlight your skills and knowledge. They add credibility to your profile and make you more competitive. Here are a few certifications to consider:<\/p>\n<div class=\"group pointer-events-none relative flex justify-center *:pointer-events-auto\">\n<div class=\"tableContainer horzScrollShadows relative\">\n<table class=\"min-w-full\" data-start=\"579\" data-end=\"1190\">\n<thead data-start=\"579\" data-end=\"679\">\n<tr data-start=\"579\" data-end=\"679\">\n<th data-start=\"579\" data-end=\"621\">Certification<\/th>\n<th data-start=\"621\" data-end=\"679\">Focus Area<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"781\" data-end=\"1190\">\n<tr data-start=\"781\" data-end=\"886\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"781\" data-end=\"827\"><strong data-start=\"783\" data-end=\"826\">Google Cloud Professional Data Engineer<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"827\" data-end=\"886\">Building and maintaining data solutions on Google Cloud<\/td>\n<\/tr>\n<tr data-start=\"887\" data-end=\"987\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"887\" data-end=\"930\"><strong data-start=\"889\" data-end=\"921\">AWS Certified Data Analytics<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"930\" data-end=\"987\">Proficiency in cloud data analytics on AWS<\/td>\n<\/tr>\n<tr data-start=\"988\" data-end=\"1089\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"988\" data-end=\"1031\"><strong data-start=\"990\" data-end=\"1026\">Cloudera Certified Data Engineer<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1031\" data-end=\"1089\">Big data management and processing<\/td>\n<\/tr>\n<tr data-start=\"1090\" data-end=\"1190\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1090\" data-end=\"1132\"><strong data-start=\"1092\" data-end=\"1125\">Microsoft Azure Data Engineer<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"1132\" data-end=\"1190\">Data solutions and engineering with Microsoft Azure<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<h3 class=\"\" data-start=\"1192\" data-end=\"1226\"><strong>2. Online Learning Platforms<\/strong><\/h3>\n<p class=\"\" data-start=\"1227\" data-end=\"1357\">Online platforms offer courses that you can take at your own pace. These platforms help you develop new skills and stay updated.<\/p>\n<div class=\"group pointer-events-none relative flex justify-center *:pointer-events-auto\">\n<div class=\"tableContainer horzScrollShadows relative\">\n<table class=\"min-w-full\" data-start=\"1359\" data-end=\"1915\">\n<thead data-start=\"1359\" data-end=\"1434\">\n<tr data-start=\"1359\" data-end=\"1434\">\n<th data-start=\"1359\" data-end=\"1375\">Platform<\/th>\n<th data-start=\"1375\" data-end=\"1434\">Features<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"1511\" data-end=\"1915\">\n<tr data-start=\"1511\" data-end=\"1585\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1511\" data-end=\"1527\"><strong data-start=\"1513\" data-end=\"1525\">Coursera<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"1527\" data-end=\"1585\">Offers courses from universities and tech companies<\/td>\n<\/tr>\n<tr data-start=\"1586\" data-end=\"1660\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1586\" data-end=\"1602\"><strong data-start=\"1588\" data-end=\"1599\">Udacity<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1602\" data-end=\"1660\">Nano degree programs in data engineering<\/td>\n<\/tr>\n<tr data-start=\"1661\" data-end=\"1737\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1661\" data-end=\"1677\"><strong data-start=\"1663\" data-end=\"1670\">EdX<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"1677\" data-end=\"1737\">Courses and certifications in data science &amp; engineering<\/td>\n<\/tr>\n<tr data-start=\"1738\" data-end=\"1813\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1738\" data-end=\"1755\"><strong data-start=\"1740\" data-end=\"1755\">Pluralsight<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"1755\" data-end=\"1813\">Technical courses focused on data engineering &amp; cloud<\/td>\n<\/tr>\n<tr data-start=\"1814\" data-end=\"1915\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1814\" data-end=\"1830\"><strong data-start=\"1816\" data-end=\"1825\">Entri<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/2)]\" data-start=\"1830\" data-end=\"1915\">Provides affordable, localized courses in data engineering for career advancement<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p class=\"\" data-start=\"1917\" data-end=\"1992\">These platforms allow flexible learning and access to a range of materials.<\/p>\n<h3 class=\"\" data-start=\"1994\" data-end=\"2038\"><strong>3. Industry Conferences and Networking<\/strong><\/h3>\n<p class=\"\" data-start=\"2039\" data-end=\"2191\">Industry conferences provide opportunities to learn and network.<br data-start=\"2103\" data-end=\"2106\" \/>They are great for staying updated on the latest trends and meeting industry leaders.<\/p>\n<div class=\"group pointer-events-none relative flex justify-center *:pointer-events-auto\">\n<div class=\"tableContainer horzScrollShadows relative\">\n<table class=\"min-w-full\" data-start=\"2193\" data-end=\"2543\">\n<thead data-start=\"2193\" data-end=\"2277\">\n<tr data-start=\"2193\" data-end=\"2277\">\n<th data-start=\"2193\" data-end=\"2217\">Conference<\/th>\n<th data-start=\"2217\" data-end=\"2277\">Focus Area<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"2363\" data-end=\"2543\">\n<tr data-start=\"2363\" data-end=\"2451\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2363\" data-end=\"2392\"><strong data-start=\"2365\" data-end=\"2391\">Strata Data Conference<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2392\" data-end=\"2451\">Big data, analytics, and machine learning<\/td>\n<\/tr>\n<tr data-start=\"2452\" data-end=\"2543\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2452\" data-end=\"2480\"><strong data-start=\"2454\" data-end=\"2471\">AWS re:Invent<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)] min-w-[calc(var(--thread-content-max-width)\/3)]\" data-start=\"2480\" data-end=\"2543\">Cloud computing, data storage, and AWS-related technologies<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p class=\"\" data-start=\"2545\" data-end=\"2643\">Networking at these events can create job opportunities and broaden your professional connections.<\/p>\n<p class=\"\" data-start=\"2650\" data-end=\"2842\">Continuous learning through certifications, online courses, and networking at industry events will keep you on the cutting edge of data engineering. Keep evolving and enhancing your expertise!<\/p>\n<h2 class=\"\" data-start=\"113\" data-end=\"156\"><span class=\"ez-toc-section\" id=\"Career_Path_Salaries_in_Data_Engineering\"><\/span><strong>Career Path Salaries in Data Engineering<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"\" data-start=\"158\" data-end=\"285\">Salaries in data engineering vary by experience and location. Let\u2019s look at the expected salaries at different career levels.<\/p>\n<p data-start=\"158\" data-end=\"285\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-25609592 \" src=\"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Career-Path-Salaries-in-Data-Engineering-visual-selection.png\" alt=\"Career Path Salaries in Data Engineering - visual selection\" width=\"999\" height=\"542\" srcset=\"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Career-Path-Salaries-in-Data-Engineering-visual-selection.png 774w, https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Career-Path-Salaries-in-Data-Engineering-visual-selection-300x163.png 300w, https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Career-Path-Salaries-in-Data-Engineering-visual-selection-768x417.png 768w, https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Career-Path-Salaries-in-Data-Engineering-visual-selection-150x81.png 150w, https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Career-Path-Salaries-in-Data-Engineering-visual-selection-750x407.png 750w\" sizes=\"auto, (max-width: 999px) 100vw, 999px\" \/><\/p>\n<h3 class=\"\" data-start=\"287\" data-end=\"316\"><strong>1. Entry-Level Salaries<\/strong><\/h3>\n<p class=\"\" data-start=\"317\" data-end=\"443\">Entry-level roles are the first step into the data engineering field. Expect lower salaries, but with the potential to grow.<\/p>\n<div class=\"group pointer-events-none relative flex justify-center *:pointer-events-auto\">\n<div class=\"tableContainer horzScrollShadows relative\">\n<table class=\"min-w-full\" data-start=\"445\" data-end=\"942\">\n<thead data-start=\"445\" data-end=\"525\">\n<tr data-start=\"445\" data-end=\"525\">\n<th data-start=\"445\" data-end=\"476\">Role<\/th>\n<th data-start=\"476\" data-end=\"500\">Average Salary (USD)<\/th>\n<th data-start=\"500\" data-end=\"525\">Average Salary (INR)<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"607\" data-end=\"942\">\n<tr data-start=\"607\" data-end=\"690\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"607\" data-end=\"639\"><strong data-start=\"609\" data-end=\"633\">Data Engineer Intern<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"639\" data-end=\"663\">$45,000 &#8211; $60,000<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"663\" data-end=\"690\">\u20b933,00,000 &#8211; \u20b944,00,000<\/td>\n<\/tr>\n<tr data-start=\"691\" data-end=\"774\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"691\" data-end=\"723\"><strong data-start=\"693\" data-end=\"717\">Junior Data Engineer<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"723\" data-end=\"747\">$60,000 &#8211; $80,000<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"747\" data-end=\"774\">\u20b944,00,000 &#8211; \u20b958,00,000<\/td>\n<\/tr>\n<tr data-start=\"775\" data-end=\"858\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"775\" data-end=\"807\"><strong data-start=\"777\" data-end=\"793\">Data Analyst<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"807\" data-end=\"831\">$55,000 &#8211; $75,000<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"831\" data-end=\"858\">\u20b940,00,000 &#8211; \u20b955,00,000<\/td>\n<\/tr>\n<tr data-start=\"859\" data-end=\"942\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"859\" data-end=\"891\"><strong data-start=\"861\" data-end=\"878\">ETL Developer<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"891\" data-end=\"915\">$65,000 &#8211; $85,000<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"915\" data-end=\"942\">\u20b948,00,000 &#8211; \u20b962,00,000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<h3 class=\"\" data-start=\"975\" data-end=\"1002\"><strong>2. Mid-Level Salaries<\/strong><\/h3>\n<p class=\"\" data-start=\"1003\" data-end=\"1110\">Mid-level roles require experience and specialized skills. Salaries increase significantly at this stage.<\/p>\n<div class=\"group pointer-events-none relative flex justify-center *:pointer-events-auto\">\n<div class=\"tableContainer horzScrollShadows relative\">\n<table class=\"min-w-full\" data-start=\"1112\" data-end=\"1609\">\n<thead data-start=\"1112\" data-end=\"1192\">\n<tr data-start=\"1112\" data-end=\"1192\">\n<th data-start=\"1112\" data-end=\"1143\">Role<\/th>\n<th data-start=\"1143\" data-end=\"1167\">Average Salary (USD)<\/th>\n<th data-start=\"1167\" data-end=\"1192\">Average Salary (INR)<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"1274\" data-end=\"1609\">\n<tr data-start=\"1274\" data-end=\"1357\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1274\" data-end=\"1306\"><strong data-start=\"1276\" data-end=\"1293\">Data Engineer<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1306\" data-end=\"1330\">$85,000 &#8211; $120,000<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1330\" data-end=\"1357\">\u20b963,00,000 &#8211; \u20b988,00,000<\/td>\n<\/tr>\n<tr data-start=\"1358\" data-end=\"1441\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1358\" data-end=\"1390\"><strong data-start=\"1360\" data-end=\"1381\">Big Data Engineer<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1390\" data-end=\"1414\">$100,000 &#8211; $130,000<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1414\" data-end=\"1441\">\u20b974,00,000 &#8211; \u20b996,00,000<\/td>\n<\/tr>\n<tr data-start=\"1442\" data-end=\"1525\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1442\" data-end=\"1474\"><strong data-start=\"1444\" data-end=\"1467\">Cloud Data Engineer<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1474\" data-end=\"1498\">$90,000 &#8211; $125,000<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1498\" data-end=\"1525\">\u20b966,00,000 &#8211; \u20b992,00,000<\/td>\n<\/tr>\n<tr data-start=\"1526\" data-end=\"1609\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1526\" data-end=\"1558\"><strong data-start=\"1528\" data-end=\"1549\">Database Engineer<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1558\" data-end=\"1582\">$85,000 &#8211; $115,000<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1582\" data-end=\"1609\">\u20b963,00,000 &#8211; \u20b985,00,000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<h3 class=\"\" data-start=\"1660\" data-end=\"1684\"><strong>3. Senior Salaries<\/strong><\/h3>\n<p class=\"\" data-start=\"1685\" data-end=\"1794\">Senior roles require years of experience and leadership skills. These positions offer the highest salaries.<\/p>\n<div class=\"group pointer-events-none relative flex justify-center *:pointer-events-auto\">\n<div class=\"tableContainer horzScrollShadows relative\">\n<table class=\"min-w-full\" data-start=\"1796\" data-end=\"2305\">\n<thead data-start=\"1796\" data-end=\"1876\">\n<tr data-start=\"1796\" data-end=\"1876\">\n<th data-start=\"1796\" data-end=\"1827\">Role<\/th>\n<th data-start=\"1827\" data-end=\"1851\">Average Salary (USD)<\/th>\n<th data-start=\"1851\" data-end=\"1876\">Average Salary (INR)<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"1958\" data-end=\"2305\">\n<tr data-start=\"1958\" data-end=\"2043\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1958\" data-end=\"1990\"><strong data-start=\"1960\" data-end=\"1982\">Lead Data Engineer<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"1990\" data-end=\"2014\">$120,000 &#8211; $150,000<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2014\" data-end=\"2043\">\u20b988,00,000 &#8211; \u20b91,10,00,000<\/td>\n<\/tr>\n<tr data-start=\"2044\" data-end=\"2129\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2044\" data-end=\"2076\"><strong data-start=\"2046\" data-end=\"2074\">Data Engineering Manager<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2076\" data-end=\"2100\">$130,000 &#8211; $160,000<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2100\" data-end=\"2129\">\u20b996,00,000 &#8211; \u20b91,18,00,000<\/td>\n<\/tr>\n<tr data-start=\"2130\" data-end=\"2217\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2130\" data-end=\"2162\"><strong data-start=\"2132\" data-end=\"2150\">Data Architect<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2162\" data-end=\"2186\">$140,000 &#8211; $180,000<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2186\" data-end=\"2217\">\u20b91,03,00,000 &#8211; \u20b91,32,00,000<\/td>\n<\/tr>\n<tr data-start=\"2218\" data-end=\"2305\">\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2218\" data-end=\"2250\"><strong data-start=\"2220\" data-end=\"2248\">Chief Data Officer (CDO)<\/strong><\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2250\" data-end=\"2274\">$180,000 &#8211; $250,000<\/td>\n<td class=\"max-w-[calc(var(--thread-content-max-width)*2\/3)]\" data-start=\"2274\" data-end=\"2305\">\u20b91,32,00,000 &#8211; \u20b91,85,00,000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p class=\"\" data-start=\"2343\" data-end=\"2496\">Salaries in data engineering increase with experience and skill development. These ranges are averages and can vary by company, location, and industry.<\/p>\n<div>\n<table>\n<tbody>\n<tr>\n<td style=\"text-align: left;\"><strong>Related Links<\/strong><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><strong><a href=\"https:\/\/entri.app\/blog\/coding-courses-in-tamil\/\">Coding Courses in Tamil<\/a><\/strong><\/td>\n<td><strong><a href=\"https:\/\/entri.app\/blog\/coding-courses-in-kannada\/\">Coding Courses in Kannada<\/a><\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong><a href=\"https:\/\/entri.app\/blog\/data-science-interview-questions-answers\/\">Top 100 Data Science Interview Questions<\/a><\/strong><\/td>\n<td><strong><a href=\"https:\/\/entri.app\/blog\/full-stack-development-course-in-kerala\/\">Full Stack Development Course in Kerala<\/a><\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong><a href=\"https:\/\/entri.app\/blog\/python-program-to-check-whether-a-number-is-prime-or-not\/\">Prime Number Program in Python<\/a><\/strong><\/td>\n<td><strong><a href=\"https:\/\/entri.app\/blog\/method-overloading-in-python\/\">Method Overloading in Python<\/a><\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong><a href=\"https:\/\/entri.app\/blog\/full-stack-developer-jobs-and-career-to-follow\/\">Full Stack Developer Jobs and Career<\/a><\/strong><\/td>\n<td><strong><a href=\"https:\/\/entri.app\/blog\/type-conversion-in-python\/\">What is Type Conversion in Python?<\/a><\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong><a href=\"https:\/\/entri.app\/blog\/best-python-libraries-for-machine-learning\/\">Best Data Science Course in India<\/a><\/strong><\/td>\n<td><strong><a href=\"https:\/\/entri.app\/blog\/future-scope-of-full-stack-developers-in-india\/\">Future Scope of Full Stack Developers in India<\/a><\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>If you like working with data and solving problems, the Data Engineer Career Path might be right for you. Data engineers are important in almost every company today. Whether you are starting out or planning ahead, it helps to know the steps you can take. This blog will show you the different jobs, skills you [&hellip;]<\/p>\n","protected":false},"author":42,"featured_media":25609588,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[802,1903],"tags":[],"class_list":["post-25609581","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles","category-coding"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Data Engineer Career Path - Entri Blog<\/title>\n<meta name=\"description\" content=\"If you like working with data and solving problems, the Data Engineer Career Path might be right for you. Data engineers are important ...\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/entri.app\/blog\/data-engineer-career-path\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Engineer Career Path - Entri Blog\" \/>\n<meta property=\"og:description\" content=\"If you like working with data and solving problems, the Data Engineer Career Path might be right for you. Data engineers are important ...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/entri.app\/blog\/data-engineer-career-path\/\" \/>\n<meta property=\"og:site_name\" content=\"Entri Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/entri.me\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-26T15:52:03+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-26T15:54:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineer-Career-path.png\" \/>\n\t<meta property=\"og:image:width\" content=\"820\" \/>\n\t<meta property=\"og:image:height\" content=\"615\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Famida\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@entri_app\" \/>\n<meta name=\"twitter:site\" content=\"@entri_app\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Famida\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"10 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/entri.app\/blog\/data-engineer-career-path\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/entri.app\/blog\/data-engineer-career-path\/\"},\"author\":{\"name\":\"Famida\",\"@id\":\"https:\/\/entri.app\/blog\/#\/schema\/person\/8cc8d87d6cbc05e0ca8e6a1113a8b419\"},\"headline\":\"Data Engineer Career Path\",\"datePublished\":\"2025-04-26T15:52:03+00:00\",\"dateModified\":\"2025-04-26T15:54:04+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/entri.app\/blog\/data-engineer-career-path\/\"},\"wordCount\":1959,\"publisher\":{\"@id\":\"https:\/\/entri.app\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/entri.app\/blog\/data-engineer-career-path\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineer-Career-path.png\",\"articleSection\":[\"Articles\",\"Coding\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/entri.app\/blog\/data-engineer-career-path\/\",\"url\":\"https:\/\/entri.app\/blog\/data-engineer-career-path\/\",\"name\":\"Data Engineer Career Path - Entri Blog\",\"isPartOf\":{\"@id\":\"https:\/\/entri.app\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/entri.app\/blog\/data-engineer-career-path\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/entri.app\/blog\/data-engineer-career-path\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineer-Career-path.png\",\"datePublished\":\"2025-04-26T15:52:03+00:00\",\"dateModified\":\"2025-04-26T15:54:04+00:00\",\"description\":\"If you like working with data and solving problems, the Data Engineer Career Path might be right for you. Data engineers are important ...\",\"breadcrumb\":{\"@id\":\"https:\/\/entri.app\/blog\/data-engineer-career-path\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/entri.app\/blog\/data-engineer-career-path\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/entri.app\/blog\/data-engineer-career-path\/#primaryimage\",\"url\":\"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineer-Career-path.png\",\"contentUrl\":\"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineer-Career-path.png\",\"width\":820,\"height\":615,\"caption\":\"Data Engineer Career path\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/entri.app\/blog\/data-engineer-career-path\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/entri.app\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Coding\",\"item\":\"https:\/\/entri.app\/blog\/category\/coding\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Data Engineer Career Path\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/entri.app\/blog\/#website\",\"url\":\"https:\/\/entri.app\/blog\/\",\"name\":\"Entri Blog\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/entri.app\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/entri.app\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/entri.app\/blog\/#organization\",\"name\":\"Entri App\",\"url\":\"https:\/\/entri.app\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/entri.app\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/entri.app\/blog\/wp-content\/uploads\/2019\/10\/Entri-Logo-1.png\",\"contentUrl\":\"https:\/\/entri.app\/blog\/wp-content\/uploads\/2019\/10\/Entri-Logo-1.png\",\"width\":989,\"height\":446,\"caption\":\"Entri App\"},\"image\":{\"@id\":\"https:\/\/entri.app\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/entri.me\/\",\"https:\/\/x.com\/entri_app\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/entri.app\/blog\/#\/schema\/person\/8cc8d87d6cbc05e0ca8e6a1113a8b419\",\"name\":\"Famida\",\"description\":\"Famida is an experienced educator with over a decade of teaching experience, specializing in grades 8 to 12, business management (BBM), and electronics engineering. Holding a Master's degree in Electronics and Communication Engineering, she has also trained interns in IoT. For the past four years, Famida has been writing articles for Entri, focusing on exam preparation tips, question papers, and study plans. She also creates practice questions for the Entri app and provides support to users. Additionally, Famida's writing skills extend to parenting and personal blogs, as well as curriculum development.\",\"sameAs\":[\"https:\/\/amuslimpreschoolershome.blogspot.com\/\",\"https:\/\/www.linkedin.com\/in\/famida-ahamad-4736a856\/\"],\"url\":\"https:\/\/entri.app\/blog\/author\/famida\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Data Engineer Career Path - Entri Blog","description":"If you like working with data and solving problems, the Data Engineer Career Path might be right for you. Data engineers are important ...","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/entri.app\/blog\/data-engineer-career-path\/","og_locale":"en_US","og_type":"article","og_title":"Data Engineer Career Path - Entri Blog","og_description":"If you like working with data and solving problems, the Data Engineer Career Path might be right for you. Data engineers are important ...","og_url":"https:\/\/entri.app\/blog\/data-engineer-career-path\/","og_site_name":"Entri Blog","article_publisher":"https:\/\/www.facebook.com\/entri.me\/","article_published_time":"2025-04-26T15:52:03+00:00","article_modified_time":"2025-04-26T15:54:04+00:00","og_image":[{"width":820,"height":615,"url":"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineer-Career-path.png","type":"image\/png"}],"author":"Famida","twitter_card":"summary_large_image","twitter_creator":"@entri_app","twitter_site":"@entri_app","twitter_misc":{"Written by":"Famida","Est. reading time":"10 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/entri.app\/blog\/data-engineer-career-path\/#article","isPartOf":{"@id":"https:\/\/entri.app\/blog\/data-engineer-career-path\/"},"author":{"name":"Famida","@id":"https:\/\/entri.app\/blog\/#\/schema\/person\/8cc8d87d6cbc05e0ca8e6a1113a8b419"},"headline":"Data Engineer Career Path","datePublished":"2025-04-26T15:52:03+00:00","dateModified":"2025-04-26T15:54:04+00:00","mainEntityOfPage":{"@id":"https:\/\/entri.app\/blog\/data-engineer-career-path\/"},"wordCount":1959,"publisher":{"@id":"https:\/\/entri.app\/blog\/#organization"},"image":{"@id":"https:\/\/entri.app\/blog\/data-engineer-career-path\/#primaryimage"},"thumbnailUrl":"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineer-Career-path.png","articleSection":["Articles","Coding"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/entri.app\/blog\/data-engineer-career-path\/","url":"https:\/\/entri.app\/blog\/data-engineer-career-path\/","name":"Data Engineer Career Path - Entri Blog","isPartOf":{"@id":"https:\/\/entri.app\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/entri.app\/blog\/data-engineer-career-path\/#primaryimage"},"image":{"@id":"https:\/\/entri.app\/blog\/data-engineer-career-path\/#primaryimage"},"thumbnailUrl":"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineer-Career-path.png","datePublished":"2025-04-26T15:52:03+00:00","dateModified":"2025-04-26T15:54:04+00:00","description":"If you like working with data and solving problems, the Data Engineer Career Path might be right for you. Data engineers are important ...","breadcrumb":{"@id":"https:\/\/entri.app\/blog\/data-engineer-career-path\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/entri.app\/blog\/data-engineer-career-path\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/entri.app\/blog\/data-engineer-career-path\/#primaryimage","url":"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineer-Career-path.png","contentUrl":"https:\/\/entri.app\/blog\/wp-content\/uploads\/2025\/04\/Data-Engineer-Career-path.png","width":820,"height":615,"caption":"Data Engineer Career path"},{"@type":"BreadcrumbList","@id":"https:\/\/entri.app\/blog\/data-engineer-career-path\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/entri.app\/blog\/"},{"@type":"ListItem","position":2,"name":"Coding","item":"https:\/\/entri.app\/blog\/category\/coding\/"},{"@type":"ListItem","position":3,"name":"Data Engineer Career Path"}]},{"@type":"WebSite","@id":"https:\/\/entri.app\/blog\/#website","url":"https:\/\/entri.app\/blog\/","name":"Entri Blog","description":"","publisher":{"@id":"https:\/\/entri.app\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/entri.app\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/entri.app\/blog\/#organization","name":"Entri App","url":"https:\/\/entri.app\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/entri.app\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/entri.app\/blog\/wp-content\/uploads\/2019\/10\/Entri-Logo-1.png","contentUrl":"https:\/\/entri.app\/blog\/wp-content\/uploads\/2019\/10\/Entri-Logo-1.png","width":989,"height":446,"caption":"Entri App"},"image":{"@id":"https:\/\/entri.app\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/entri.me\/","https:\/\/x.com\/entri_app"]},{"@type":"Person","@id":"https:\/\/entri.app\/blog\/#\/schema\/person\/8cc8d87d6cbc05e0ca8e6a1113a8b419","name":"Famida","description":"Famida is an experienced educator with over a decade of teaching experience, specializing in grades 8 to 12, business management (BBM), and electronics engineering. Holding a Master's degree in Electronics and Communication Engineering, she has also trained interns in IoT. For the past four years, Famida has been writing articles for Entri, focusing on exam preparation tips, question papers, and study plans. She also creates practice questions for the Entri app and provides support to users. Additionally, Famida's writing skills extend to parenting and personal blogs, as well as curriculum development.","sameAs":["https:\/\/amuslimpreschoolershome.blogspot.com\/","https:\/\/www.linkedin.com\/in\/famida-ahamad-4736a856\/"],"url":"https:\/\/entri.app\/blog\/author\/famida\/"}]}},"_links":{"self":[{"href":"https:\/\/entri.app\/blog\/wp-json\/wp\/v2\/posts\/25609581","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/entri.app\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/entri.app\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/entri.app\/blog\/wp-json\/wp\/v2\/users\/42"}],"replies":[{"embeddable":true,"href":"https:\/\/entri.app\/blog\/wp-json\/wp\/v2\/comments?post=25609581"}],"version-history":[{"count":9,"href":"https:\/\/entri.app\/blog\/wp-json\/wp\/v2\/posts\/25609581\/revisions"}],"predecessor-version":[{"id":25609594,"href":"https:\/\/entri.app\/blog\/wp-json\/wp\/v2\/posts\/25609581\/revisions\/25609594"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/entri.app\/blog\/wp-json\/wp\/v2\/media\/25609588"}],"wp:attachment":[{"href":"https:\/\/entri.app\/blog\/wp-json\/wp\/v2\/media?parent=25609581"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/entri.app\/blog\/wp-json\/wp\/v2\/categories?post=25609581"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/entri.app\/blog\/wp-json\/wp\/v2\/tags?post=25609581"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}