{"id":185629,"date":"2026-01-28T12:51:08","date_gmt":"2026-01-28T11:51:08","guid":{"rendered":"https:\/\/liora.io\/en\/?p=185629"},"modified":"2026-02-06T07:27:37","modified_gmt":"2026-02-06T06:27:37","slug":"all-about-analytics-engineers","status":"publish","type":"post","link":"https:\/\/liora.io\/en\/all-about-analytics-engineers","title":{"rendered":"Analytics Engineer: roles, skills, salary, and training"},"content":{"rendered":"The Analytics Engineer, a hybrid of a <a href=\"\/en\/courses\/data-ai\/data-analyst\">Data Analyst<\/a> and a <a href=\"\/en\/courses\/data-ai\/data-engineer\">Data Engineer<\/a>, has become an indispensable role in contemporary businesses since its inception in 2018. Possessing both technical prowess and business acumen, they are pivotal in harnessing data, especially customer data, to refine business strategies and enhance decision-making processes.\n\nThis article delves into the role, responsibilities, competencies, compensation, and path towards this burgeoning career, often incorrectly referred to as Analytic Engineer.\n\n<style><br \/>\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style>\n<h2 class=\"wp-block-heading\" id=\"h-what-is-an-analytics-engineer\">What is an Analytics Engineer?<\/h2>\nEmerging in 2018, the Analytics Engineer is at the crossroads of Data Analyst and Data Engineer roles, thereby becoming a vital player in corporate data management.\n\nExperts in data handling, conversion, and analysis, these engineers produce datasets that are accessible to a broad audience, employing <b>best visualization practices<\/b> such as version control and continuous integration.\n\nSetting themselves apart from traditional data roles, Analytics Engineers collaborate closely with <b>Data Analysts<\/b> and <a href=\"\/en\/courses\/data-ai\/data-scientist\">Data Scientists<\/a> to concoct analysis solutions that meet business requisites.\n\nAmidst a <b>surge in demand<\/b> for their superior abilities in code analysis and business decision-making, this position, occasionally misspelled as &#8220;Analytic Engineer,&#8221; is crucial for the strategic refinement of data. This enables thorough analysis and utilization to <b>tackle intricate issues<\/b> and to forge predictive models.\n\n<style><br \/>\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"2000\" height=\"1121\" src=\"https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/2150946795.jpg\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/2150946795.jpg 2000w, https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/2150946795-300x168.jpg 300w, https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/2150946795-1024x574.jpg 1024w, https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/2150946795-768x430.jpg 768w, https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/2150946795-1536x861.jpg 1536w\" sizes=\"(max-width: 2000px) 100vw, 2000px\">\n<h2 class=\"wp-block-heading\" id=\"h-what-are-the-missions-of-an-analytics-engineer\">What are the missions of an Analytics Engineer?<\/h2>\nContrary to a Data Analyst, who primarily concentrates on data examination, an Analytics Engineer\u2019s duties revolve around <b>data modeling<\/b>, thereby easing access for end-users. This methodology allows users to independently address most data-related queries. Hence, a seasoned Analytics Engineer navigates through data transformation, testing, deployment, and documentation.\n\nBelow is a more elaborate enumeration of an Analytics Engineer&#8217;s tasks:\n<ul>\n \t<li><b>Data modeling and transformation:<\/b> They are tasked with organizing, purifying, and readying data for evaluation to guarantee its integrity and trustworthiness.<\/li>\n \t<li><b>Integration of data and pipeline development:<\/b> They engineer pipelines to fetch, modify, and load superior quality data, catering to business necessities.<\/li>\n \t<li><b>Validation and data assessment:<\/b> Engineers perform unit, integration, and efficiency tests to ascertain the dependability of data conduits, instituting validation techniques to affirm data credibility.<\/li>\n \t<li><b>Interaction with stakeholders:<\/b> To deliver pertinent and executable datasets, they closely engage with users and other stakeholders.<\/li>\n \t<li><b>Data documentation:<\/b> Tasked with chronicling data processes, Analytics Engineers ensure the transparency and reproducibility of data conversions and workflows.<\/li>\n \t<li><b>Implementation of supreme software engineering techniques:<\/b> They employ methods such as modularity, code reuse, and version tracking, to fortify the efficiency and modernity of analysis solutions.<\/li>\n \t<li><b>Continuous enhancement:<\/b> Devoted to perpetual improvement, Analytics Engineers remain updated on the latest technological advancements and market tendencies.<\/li>\n<\/ul>\n<img decoding=\"async\" width=\"2000\" height=\"1335\" src=\"https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/2150377158-1.jpg\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/2150377158-1.jpg 2000w, https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/2150377158-1-300x200.jpg 300w, https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/2150377158-1-1024x684.jpg 1024w, https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/2150377158-1-768x513.jpg 768w, https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/2150377158-1-1536x1025.jpg 1536w\" sizes=\"(max-width: 2000px) 100vw, 2000px\">\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex is-content-justification-center\"><div class=\"wp-block-button \"><a class=\"wp-block-button__link wp-element-button \" href=\"\/en\/courses\/data-ai\/data-analyst\">Become a data analysis expert<\/a><\/div><\/div>\n\n<h2 class=\"wp-block-heading\" id=\"h-what-are-the-skills-of-an-analytics-engineer\">What are the skills of an Analytics Engineer?<\/h2>\nTo adeptly execute their role, Analytics Engineers must possess essential <b>skills<\/b> in programming, analysis, visualization, and interpersonal interaction.\n\nOutlined below is a comprehensive list of the competencies requisite for becoming a distinguished Analytics Engineer:\n<ul>\n \t<li><b>Background in the data realm:<\/b> Fundamental for analytics engineers is experience in data-oriented environments. Those aspiring to be Analytics Engineers predominantly come from Data Analyst or Data Engineer backgrounds, aiming to specialize in data modeling.<\/li>\n \t<li><b>Proficient SQL abilities:<\/b> Mastery over SQL is vital for an Analytics Engineer since the majority of their duties involve data querying, manipulation, and alteration within databases. SQL is indispensable for extracting precise information, thus setting the stage for further analysis.<\/li>\n \t<li><b>Programming expertise:<\/b> Beyond SQL, adeptness in programming languages like R and <a href=\"https:\/\/liora.io\/en\/python-the-most-popular-language\">Python<\/a> is critical. These languages are crucial for data visualization, as well as for crafting predictive models and machine learning algorithms.<\/li>\n \t<li><b>Proficiency in DBT technology:<\/b> Dbt (Data Build Tool) is a transformation tool that simplifies the execution of analytical code through SQL. It empowers Analytics Engineers to effectively construct and oversee data pipelines.<\/li>\n \t<li><b>Software Engineering knowledge:<\/b> It&#8217;s pivotal for an analytics engineer to understand and implement software engineering best practices, including modularity, code reusability, documentation, unit testing, and version control. Embracing these methodologies not only bolsters code durability but also fosters more effective data pipelines. Moreover, it eases change management and augments collaboration within the development team.<\/li>\n \t<li><b>Acquaintance with BI and data engineering tools:<\/b> For an analytics engineer, proficiency with data engineering and Business Intelligence (BI) tools is essential. This encompasses familiarity with data warehouses like Snowflake, Amazon Redshift, and Google BigQuery, <a href=\"https:\/\/aws.amazon.com\/glue\/\">ETL tools<\/a> like AWS Glue and Talend, and BI platforms like Tableau and Looker. Practical experience with these technologies not only broadens their versatility but also facilitates quick adaptation to the enterprise ecosystem.<\/li>\n<\/ul>\n<img decoding=\"async\" width=\"2000\" height=\"1125\" src=\"https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/73482-1.jpg\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/73482-1.jpg 2000w, https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/73482-1-300x169.jpg 300w, https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/73482-1-1024x576.jpg 1024w, https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/73482-1-768x432.jpg 768w, https:\/\/liora.io\/app\/uploads\/sites\/9\/2024\/05\/73482-1-1536x864.jpg 1536w\" sizes=\"(max-width: 2000px) 100vw, 2000px\">\n<h2 class=\"wp-block-heading\" id=\"h-what-is-the-salary-of-an-analytics-engineer\">What is the salary of an Analytics Engineer?<\/h2>\nIn France, the compensation of an Analytics Engineer is swayed by various pivotal factors including experience, expertise level, and geographical location. As per <a href=\"https:\/\/www.talent.com\/salary?job=analytics+engineer\">Talent.com<\/a>, the <b>median annual salary<\/b> for this role hovers around <b>\u20ac54,000<\/b>. Nonetheless, this figure can fluctuate appreciably with experience: <b>entry-level<\/b> professionals may commence at approximately <b>\u20ac43,625<\/b> yearly, whereas those <b>more seasoned<\/b> can attain or surpass <b>\u20ac78,000<\/b> annually.\n\nThe wage for Analytics Engineering skills, subject to market demand flux, considerably influences earnings. Moreover, geographical positioning plays a pivotal role: remuneration tends to be more lucrative in major cities and technologically advanced regions. Accumulating experience, advancing skills, and acquiring certifications can likewise elevate the financial prospects of these professionals.\n\n<a href=\"\/en\/courses\/data-ai\/data-analyst\">\nStart a career in Data Science\n<\/a>\n<h2 class=\"wp-block-heading\" id=\"h-how-to-become-an-analytics-engineer\">How to become an Analytics Engineer?<\/h2>\nTo embark on a career as an Analytics Engineer in France, though educational pathways are varied, it&#8217;s often observed that professionals possess <b>advanced degrees in mathematics<\/b>, statistics, or computer science. Esteemed institutions like Universit\u00e9 Paris-Saclay, Sorbonne Universit\u00e9, or Polytechnique frequently lay the groundwork for these careers. To specialize further, many pursue a Master\u2019s degree in data science, business analytics, or analogous fields, offered by schools like HEC Paris, T\u00e9l\u00e9com Paris, CentraleSup\u00e9lec. Besides formal education, the <b>specialized bootcamps<\/b> from Liora in <a href=\"https:\/\/liora.io\/en\/data-engineer-everything-you-need-to-know-about-the-job\">Data Engineering<\/a> or Data Analysis present a swifter and more adaptable approach for those seeking specialization or a career change.\n\n<iframe title=\"Discover our Data Analyst training - DataScientest\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/VQ4WAPP3cVs?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<a href=\"\/en\/courses\/data-ai\/\">\nDiscover our Big Data courses\n<\/a>","protected":false},"excerpt":{"rendered":"<p>The Analytics Engineer, a hybrid of a Data Analyst and a Data Engineer, has become an indispensable role in contemporary businesses since its inception in 2018. Possessing both technical prowess and business acumen, they are pivotal in harnessing data, especially customer data, to refine business strategies and enhance decision-making processes.<\/p>\n","protected":false},"author":85,"featured_media":185660,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"_acf_changed":false,"editor_notices":[],"footnotes":""},"categories":[2433],"class_list":["post-185629","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-ai"],"acf":[],"_links":{"self":[{"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/posts\/185629","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/users\/85"}],"replies":[{"embeddable":true,"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/comments?post=185629"}],"version-history":[{"count":4,"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/posts\/185629\/revisions"}],"predecessor-version":[{"id":205355,"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/posts\/185629\/revisions\/205355"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/media\/185660"}],"wp:attachment":[{"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/media?parent=185629"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/categories?post=185629"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}