{"id":51841,"date":"2022-04-26T08:22:11","date_gmt":"2022-04-26T15:22:11","guid":{"rendered":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/?p=51841"},"modified":"2025-03-13T06:38:44","modified_gmt":"2025-03-13T13:38:44","slug":"driven-by-data-engineering","status":"publish","type":"post","link":"\/us\/en\/blog\/driven-by-data-engineering\/","title":{"rendered":"Driven by data"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Highlights:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><i><span style=\"font-weight: 400;\">\u201cData engineering\u201d is a software engineering approach to designing and developing information systems\u00a0<\/span><\/i><\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><i><span style=\"font-weight: 400;\">Data engineers make it possible to translate massive amounts of data into insights<\/span><\/i><\/li>\n<\/ul>\n<hr \/>\n<p><span style=\"font-weight: 400;\">Large organizations like RingCentral deal with a virtual tsunami of data every day &#8211; exponentially more than companies ever have before. That\u2019s\u2026good, right? More information is always better, isn\u2019t it? Sure. Right after we process it, protect it, analyze it, make it accessible and teach ourselves how to actually act on it. We\u2019re tired just thinking about it. Fortunately RingCentral\u2019s new VP of Data Engineering Haleh Tabrizi, is up for the challenge.<\/span><\/p>\n<h2 class=\"heading h2\"><b>A single source of truth<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u201cI lead our data and analytics organization,\u201d says Tabrizi,\u00a0 \u201cwhich includes everything from where data sits on the platform side, all the way to analytics\u2014generating insights and actions from the data. It all starts with a single source of truth; making sure every decision is based on a unified source of information. Anyone in the data science world knows this is not a task for the faint of heart, so I\u2019m getting to know stakeholders across the company: Sales, Marketing, Finance, Product and so forth, and building solutions for each one.\u201d<\/span><\/p>\n<h2><span style=\"font-weight: 400;\"><\/p>\n<div class=\"rc-post-content-cta rc-post-content-cta_green\">\n<div class=\"rc-post-content-cta-columns\">\n<div class=\"bottom-cta-img\">\n\t\t\t\t<img decoding=\"async\" width=\"930\" height=\"700\" src=\"\/us\/en\/blog\/wp-content\/uploads\/2021\/05\/payer-members.jpeg\" class=\"responsive-image\" alt=\"\" \/>\t\t\t<\/div>\n<div class=\"bottom-cta-copy\">\n<div class=\"headline-copy\" style=\"text-align:left;\">Check out our career page for opportunities.<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"rc-post-content-cta-footer\">\n<div class=\"bottom-cta-logo-container\">\n<div class=\"bottom-cta-logo\"><span aria-hidden=\"true\"><svg width=\"154\" height=\"34\" viewBox=\"0 0 154 34\" fill=\"#000\" role=\"img\" aria-labelledby=\"cta-ring-logo-1767941183\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n\t\t\t\t\t\t\t<title id=\"cta-ring-logo-1767941183\">Ring Central Logo<\/title>\t\n\t\t\t\t\t\t\t<path d=\"M154 3.89618H150.386V26.9657H154V3.89618Z\" \/>\n\t\t\t\t\t\t\t<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M141.313 11.6299C137.976 11.6299 135.388 13.2501 134.95 16.5546H138.504C138.754 15.3082 139.675 14.5591 141.313 14.5591C143.214 14.5591 144.086 15.6499 144.086 17.3647V18.1444H140.438C137.078 18.1444 134.593 19.6411 134.593 22.697C134.593 25.7529 136.619 27.3411 139.55 27.3411C141.826 27.3411 143.323 26.3721 144.133 24.8145H144.288V26.9529H147.716V17.4802C147.702 13.8276 145.833 11.6299 141.313 11.6299ZM140.58 24.5675C139.177 24.5675 138.303 23.8809 138.303 22.7339C138.303 21.4233 139.238 20.7383 140.921 20.7383H144.069L144.086 20.9549C144.088 23.2232 142.777 24.5675 140.58 24.5675Z\" \/>\n\t\t\t\t\t\t\t<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M128.187 26.9657V19.2047C128.187 16.8979 129.623 15.4317 131.896 15.4317H133.321V12.0036H131.854C130.14 12.0036 128.893 12.6581 128.114 14.1243H127.988V12.0036H124.591V26.9753L128.187 26.9657Z\" \/>\n\t\t\t\t\t\t\t<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M122.295 23.6627V26.9657H119.833C116.371 26.9657 114.47 25.3615 114.47 21.8997V14.9729H112.008V12.0036H114.47V8.03009H118.088V12.002H122.295V14.9713H118.088V21.4794C118.088 22.851 118.898 23.6611 120.269 23.6611H122.295V23.6627Z\" \/>\n\t\t\t\t\t\t\t<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M100.161 26.9657V18.3C100.161 16.1793 101.472 14.7917 103.589 14.7917C105.615 14.7917 106.831 15.9627 106.831 18.2535V26.9657H110.452V17.6776C110.452 13.9046 108.618 11.6299 104.872 11.6299C102.593 11.6299 100.851 12.6565 100.073 14.0586H99.9444V12.0036H96.5548V26.9753L100.161 26.9657Z\" \/>\n\t\t\t\t\t\t\t<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M86.8688 24.3814C84.5925 24.3814 83.0638 22.8542 83.0028 20.4528H94.0699L94.0539 19.2833C94.0539 14.2655 90.8119 11.6443 86.8512 11.6443C82.5729 11.6443 79.448 14.7002 79.448 19.4999C79.448 24.2996 82.3483 27.3555 86.8512 27.3555C90.6226 27.3555 93.085 25.3599 93.802 22.4291H90.2986C89.9103 23.5536 88.9559 24.3814 86.8688 24.3814ZM86.8544 14.6377C89.2222 14.6377 90.6258 15.9787 90.7204 17.8492H82.99C83.3317 15.9483 84.4834 14.6377 86.8544 14.6377Z\" \/>\n\t\t\t\t\t\t\t<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M68.631 27.3732C74.0243 27.3732 77.0802 24.3814 77.7973 19.9395H74.1301C73.5863 21.9655 72.1105 23.836 68.6294 23.836C65.0457 23.836 62.1759 21.3912 62.1759 16.0413C62.1759 10.6914 65.0457 8.2531 68.6294 8.2531C72.2132 8.2531 73.6505 10.1236 74.1301 12.1191H77.7973C77.2037 7.6756 74.1943 4.7865 68.631 4.7865C62.6459 4.7865 58.313 8.96375 58.313 16.0927C58.313 23.2216 62.6459 27.3988 68.631 27.3988V27.3732Z\" \/>\n\t\t\t\t\t\t\t<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M52.437 12.0036V14.0569H52.2654C51.4553 12.6244 49.7725 11.6282 47.3759 11.6282C43.8676 11.6282 40.7057 14.4034 40.7057 19.2978C40.7057 24.1921 43.8226 26.9978 47.3759 26.9978C49.6827 26.9978 51.043 26.0593 52.0841 24.4712H52.2493V27.625C52.2493 29.3078 51.3141 30.0874 49.7869 30.0874H42.4543V33.3085H49.718C53.7396 33.3085 55.8908 31.0627 55.8908 27.3844V12.0036H52.437ZM48.3689 23.7237C45.9674 23.7237 44.4402 22.2302 44.4402 19.2994C44.4402 16.3685 45.953 14.8719 48.3689 14.8719C50.7061 14.8719 52.2654 16.3653 52.2654 19.2994C52.2654 22.2334 50.7222 23.7237 48.3689 23.7237Z\" \/>\n\t\t\t\t\t\t\t<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M28.2125 26.9657V18.3C28.2125 16.1793 29.5231 14.7917 31.6438 14.7917C33.6698 14.7917 34.8858 15.9627 34.8858 18.2535V26.9657H38.5V17.6776C38.5 13.9046 36.6664 11.6299 32.9207 11.6299C30.6444 11.6299 28.8846 12.6565 28.105 14.0586H27.9799V12.0036H24.5967V26.9753L28.2125 26.9657Z\" \/>\n\t\t\t\t\t\t\t<path d=\"M21.5423 12.0036H17.9282V26.9673H21.5423V12.0036Z\" \/>\n\t\t\t\t\t\t\t<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M11.6302 16.6477V16.5017C13.8424 15.8905 15.339 14.4051 15.339 11.0684C15.339 7.64031 12.782 5.14423 8.04169 5.14423H0V26.9657H3.73931V18.3H8.29354C10.4143 18.3 11.4746 19.3604 11.4746 21.4811V26.9817H15.2139V21.4811C15.2139 18.3946 13.9033 17.1482 11.6302 16.6477ZM7.84117 14.9329H3.73931V8.51618H7.83956C9.86562 8.51618 11.4233 9.35998 11.4233 11.7277C11.4233 14.0955 9.85119 14.9329 7.84117 14.9329Z\" \/>\n\t\t\t\t\t\t\t<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M19.7329 9.60219C20.2077 9.60219 20.6729 9.46262 21.0676 9.19794C21.4638 8.93485 21.7718 8.55948 21.9531 8.11994C22.1359 7.68039 22.1824 7.19754 22.091 6.73233C21.998 6.26552 21.7702 5.83721 21.4333 5.50194C21.0964 5.16506 20.6697 4.93727 20.2029 4.84423C19.7361 4.75119 19.2532 4.79931 18.8153 4.98219C18.3758 5.16506 18.002 5.47306 17.7373 5.86769C17.4742 6.26231 17.333 6.72752 17.3347 7.20235C17.3298 7.67879 17.4694 8.144 17.7325 8.54023C17.9956 8.93646 18.3726 9.24446 18.8137 9.42412C19.1041 9.54604 19.4169 9.6054 19.7329 9.60219Z\" \/>\n\t\t\t\t\t\t\t<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M16.9769 0.548269C16.101 0.914019 15.307 1.44981 14.6364 2.12196L16.332 3.81756C16.7764 3.37 17.3041 3.01548 17.8865 2.77325C18.4688 2.53102 19.0928 2.40429 19.7232 2.40269C20.3537 2.40108 20.9777 2.523 21.5616 2.76362C22.1439 3.00264 22.6749 3.35556 23.1225 3.79991L24.8181 2.10431C23.8106 1.1001 22.5289 0.415123 21.1333 0.139206C19.7377 -0.139919 18.2907 0.00285184 16.9769 0.548269Z\" \/>\n\t\t\t\t\t\t<\/svg><\/span><\/div>\n<\/p><\/div>\n<div class=\"bottom-cta-link\">\n\t\t\t\t<a href=\"https:\/\/www.ringcentral.com\/company\/careers\/overview.html\" class=\"view-all view-all-white \" data-dl-name=\"Apply today\" data-dl-element=\"button\" data-dl-additional-info=\"bottom cta banner\" data-no-auto-dl=\"true\">Apply today<span class=\"svg-icon\" aria-hidden=\"true\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"#000\" role=\"img\" aria-labelledby=\"cta-ring-arrow-1767941183\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n\t\t\t\t\t<title id=\"cta-ring-arrow-1767941183\">Ring Central Logo<\/title>\t\n\t\t\t\t\t<path d=\"M0 11.5C0 11.2239 0.223858 11 0.5 11H21.6797C21.9559 11 22.1797 11.2239 22.1797 11.5V12.5C22.1797 12.7761 21.9559 13 21.6797 13H0.5C0.223858 13 0 12.7761 0 12.5V11.5Z\" ><\/path>\n\t\t\t\t\t<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M21.1718 12.0001L15.8086 6.63691C15.6134 6.44165 15.6134 6.12506 15.8086 5.9298L16.5157 5.22269C16.711 5.02743 17.0276 5.02743 17.2228 5.22269L23.6467 11.6465C23.8419 11.8418 23.8419 12.1584 23.6467 12.3536L17.2228 18.7775C17.0276 18.9727 16.711 18.9727 16.5157 18.7775L15.8086 18.0704C15.6134 17.8751 15.6134 17.5585 15.8086 17.3633L21.1718 12.0001Z\" ><\/path>\n\t\t\t\t<\/svg><\/span><\/a>\n\t\t\t<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<p>\t<\/span><\/h2>\n<h2 class=\"heading h2\"><b>Data as a product<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Everyone needs something different from their data. Which means a one-size-fits-all approach seems to fit anyone. For Tabrizi, treating data like we would treat a product will make all the difference.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cI\u2019m trying to take us toward what\u2019s called a \u201cdata-as-a-product\u201d focus. That means, the company has needs that data can solve, and my team delivers that data in ways that facilitate good decision-making and application building. One of the main challenges I&#8217;m hearing across the board regarding data is that it\u2019s not perceived to be complete. My \u201ccustomers,\u201d the business functions we serve, are telling us the data they\u2019re getting is not getting them all the solutions they\u2019re looking for. Well, we want to deliver that. The data exists, it just has to be served up in the right way. So, understanding what the desired outcome is-and-isn\u2019t will help us serve up that data in just the right way. Which is pretty similar to the approach you might take if you were building a product.\u201d<\/span><\/p>\n<h2 class=\"heading h2\"><b>Insight-as-a-service<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Converting data into insights is tough. Doing it over and over again, even tougher. But what if we could put AI to work to make it accurate, fast\u2026and self-serve? Tabrizi think\u2019s it\u2019s possible, but not without a lot of work.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cRight now our organization is separated by a data warehouse and a data lake, and we have separate strategies around the architecture and the use cases of each. I\u2019m looking for a senior architect who can help us define an architecture and a unified view across our data platform and tools so we can consistently deliver the right solutions to our stakeholders. The other priority is around automation and self service. Right now, Data Engineering is the bottleneck between the data itself and the people who need it.\u00a0 So I\u2019ll be looking for help with defining the tools and self-service mechanisms people need to get the information they need on their own.\u201d\u00a0<\/span><\/p>\n<h2 class=\"heading h2\"><b>Custom solutions for every challenge.<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Tabrizi ultimately envisions a self-serve data environment with standardized tools that allow users to create custom solutions for the specific challenges they face. But identifying the right infrastructure and tooling work still needs to be figured out \u2014 which is where the opportunities lie.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cI&#8217;m looking for people who can help me execute on this vision while trying to figure out the details of how we do this well. So they have to be visionary people who can understand the overall landscape, and also have the data architecture skills and experience to identify the specific platforms and tools to make it work. When we put it all together, I think we\u2019ll be able to uncover and act on insights in really powerful ways.\u201d\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Highlights: \u201cData engineering\u201d is a software engineering approach to designing and developing information systems\u00a0 Data engineers make it possible to translate massive amounts of data into insights Large organizations like RingCentral deal with a virtual tsunami of data every day &#8211; exponentially more than companies ever have before. That\u2019s\u2026good, right? More information is always better, &#8230;<\/p>\n","protected":false},"author":29,"featured_media":51844,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18885],"tags":[],"class_list":["post-51841","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ringcentral-newsdesk"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v19.3 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Driven by data | RingCentral Blog<\/title>\n<meta name=\"description\" content=\"We talked to RingCentral\u2019s new VP of Data Engineering Haleh Tabrizi about how we process, protect and analyze data through Data Engineering.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.ringcentral.com\/us\/en\/blog\/driven-by-data-engineering\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Driven by data\" \/>\n<meta property=\"og:description\" content=\"We talked to RingCentral\u2019s new VP of Data Engineering Haleh Tabrizi about how we process, protect and analyze data through Data Engineering.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.ringcentral.com\/us\/en\/blog\/driven-by-data-engineering\/\" \/>\n<meta property=\"og:site_name\" content=\"RingCentral Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ringcentral\" \/>\n<meta property=\"article:published_time\" content=\"2022-04-26T15:22:11+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-03-13T13:38:44+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.ringcentral.com\/us\/en\/blog\/wp-content\/uploads\/2022\/04\/Haleh-Tabrizi.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"930\" \/>\n\t<meta property=\"og:image:height\" content=\"700\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"RingCentral Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@ringcentral\" \/>\n<meta name=\"twitter:site\" content=\"@ringcentral\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"RingCentral Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#article\",\"isPartOf\":{\"@id\":\"\/us\/en\/blog\/driven-by-data-engineering\/\"},\"author\":{\"name\":\"RingCentral Team\",\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#\/schema\/person\/65a168321317ffd562e0d77745f1b358\"},\"headline\":\"Driven by data\",\"datePublished\":\"2022-04-26T15:22:11+00:00\",\"dateModified\":\"2025-03-13T13:38:44+00:00\",\"mainEntityOfPage\":{\"@id\":\"\/us\/en\/blog\/driven-by-data-engineering\/\"},\"wordCount\":703,\"publisher\":{\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#primaryimage\"},\"thumbnailUrl\":\"\/us\/en\/blog\/wp-content\/uploads\/2022\/04\/Haleh-Tabrizi.jpg\",\"articleSection\":[\"Company news &amp; culture\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"\/us\/en\/blog\/driven-by-data-engineering\/\",\"url\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/\",\"name\":\"Driven by data | RingCentral Blog\",\"isPartOf\":{\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#primaryimage\"},\"thumbnailUrl\":\"\/us\/en\/blog\/wp-content\/uploads\/2022\/04\/Haleh-Tabrizi.jpg\",\"datePublished\":\"2022-04-26T15:22:11+00:00\",\"dateModified\":\"2025-03-13T13:38:44+00:00\",\"description\":\"We talked to RingCentral\u2019s new VP of Data Engineering Haleh Tabrizi about how we process, protect and analyze data through Data Engineering.\",\"breadcrumb\":{\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#primaryimage\",\"url\":\"\/us\/en\/blog\/wp-content\/uploads\/2022\/04\/Haleh-Tabrizi.jpg\",\"contentUrl\":\"\/us\/en\/blog\/wp-content\/uploads\/2022\/04\/Haleh-Tabrizi.jpg\",\"width\":930,\"height\":700},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Driven by data\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#website\",\"url\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/\",\"name\":\"RingCentral Blog\",\"description\":\"Intelligent Communications\",\"publisher\":{\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#organization\",\"name\":\"RingCentral\",\"url\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#\/schema\/logo\/image\/\",\"url\":\"\/us\/en\/blog\/wp-content\/uploads\/2025\/04\/ringcentral-logo.png\",\"contentUrl\":\"\/us\/en\/blog\/wp-content\/uploads\/2025\/04\/ringcentral-logo.png\",\"width\":2048,\"height\":309,\"caption\":\"RingCentral\"},\"image\":{\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/ringcentral\",\"https:\/\/x.com\/ringcentral\",\"https:\/\/www.linkedin.com\/company\/ringcentral\/\",\"https:\/\/www.instagram.com\/ringcentral\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#\/schema\/person\/65a168321317ffd562e0d77745f1b358\",\"name\":\"RingCentral Team\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/secure.gravatar.com\/avatar\/9a8d989fa7e72af5bd5cf487cf7080318b695de4be89de382c5e64305dd0249c?s=96&d=mm&r=g\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/9a8d989fa7e72af5bd5cf487cf7080318b695de4be89de382c5e64305dd0249c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/9a8d989fa7e72af5bd5cf487cf7080318b695de4be89de382c5e64305dd0249c?s=96&d=mm&r=g\",\"caption\":\"RingCentral Team\"},\"sameAs\":[\"https:\/\/www.ringcentral.com\"],\"url\":\"\/us\/en\/blog\/author\/ringcentral-team\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Driven by data | RingCentral Blog","description":"We talked to RingCentral\u2019s new VP of Data Engineering Haleh Tabrizi about how we process, protect and analyze data through Data Engineering.","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:\/\/www.ringcentral.com\/us\/en\/blog\/driven-by-data-engineering\/","og_locale":"en_US","og_type":"article","og_title":"Driven by data","og_description":"We talked to RingCentral\u2019s new VP of Data Engineering Haleh Tabrizi about how we process, protect and analyze data through Data Engineering.","og_url":"https:\/\/www.ringcentral.com\/us\/en\/blog\/driven-by-data-engineering\/","og_site_name":"RingCentral Blog","article_publisher":"https:\/\/www.facebook.com\/ringcentral","article_published_time":"2022-04-26T15:22:11+00:00","article_modified_time":"2025-03-13T13:38:44+00:00","og_image":[{"width":930,"height":700,"url":"https:\/\/www.ringcentral.com\/us\/en\/blog\/wp-content\/uploads\/2022\/04\/Haleh-Tabrizi.jpg","type":"image\/jpeg"}],"author":"RingCentral Team","twitter_card":"summary_large_image","twitter_creator":"@ringcentral","twitter_site":"@ringcentral","twitter_misc":{"Written by":"RingCentral Team","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#article","isPartOf":{"@id":"\/us\/en\/blog\/driven-by-data-engineering\/"},"author":{"name":"RingCentral Team","@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#\/schema\/person\/65a168321317ffd562e0d77745f1b358"},"headline":"Driven by data","datePublished":"2022-04-26T15:22:11+00:00","dateModified":"2025-03-13T13:38:44+00:00","mainEntityOfPage":{"@id":"\/us\/en\/blog\/driven-by-data-engineering\/"},"wordCount":703,"publisher":{"@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#organization"},"image":{"@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#primaryimage"},"thumbnailUrl":"\/us\/en\/blog\/wp-content\/uploads\/2022\/04\/Haleh-Tabrizi.jpg","articleSection":["Company news &amp; culture"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"\/us\/en\/blog\/driven-by-data-engineering\/","url":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/","name":"Driven by data | RingCentral Blog","isPartOf":{"@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#primaryimage"},"image":{"@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#primaryimage"},"thumbnailUrl":"\/us\/en\/blog\/wp-content\/uploads\/2022\/04\/Haleh-Tabrizi.jpg","datePublished":"2022-04-26T15:22:11+00:00","dateModified":"2025-03-13T13:38:44+00:00","description":"We talked to RingCentral\u2019s new VP of Data Engineering Haleh Tabrizi about how we process, protect and analyze data through Data Engineering.","breadcrumb":{"@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#primaryimage","url":"\/us\/en\/blog\/wp-content\/uploads\/2022\/04\/Haleh-Tabrizi.jpg","contentUrl":"\/us\/en\/blog\/wp-content\/uploads\/2022\/04\/Haleh-Tabrizi.jpg","width":930,"height":700},{"@type":"BreadcrumbList","@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/driven-by-data-engineering\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/"},{"@type":"ListItem","position":2,"name":"Driven by data"}]},{"@type":"WebSite","@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#website","url":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/","name":"RingCentral Blog","description":"Intelligent Communications","publisher":{"@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#organization","name":"RingCentral","url":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#\/schema\/logo\/image\/","url":"\/us\/en\/blog\/wp-content\/uploads\/2025\/04\/ringcentral-logo.png","contentUrl":"\/us\/en\/blog\/wp-content\/uploads\/2025\/04\/ringcentral-logo.png","width":2048,"height":309,"caption":"RingCentral"},"image":{"@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/ringcentral","https:\/\/x.com\/ringcentral","https:\/\/www.linkedin.com\/company\/ringcentral\/","https:\/\/www.instagram.com\/ringcentral"]},{"@type":"Person","@id":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/#\/schema\/person\/65a168321317ffd562e0d77745f1b358","name":"RingCentral Team","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/9a8d989fa7e72af5bd5cf487cf7080318b695de4be89de382c5e64305dd0249c?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/9a8d989fa7e72af5bd5cf487cf7080318b695de4be89de382c5e64305dd0249c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/9a8d989fa7e72af5bd5cf487cf7080318b695de4be89de382c5e64305dd0249c?s=96&d=mm&r=g","caption":"RingCentral Team"},"sameAs":["https:\/\/www.ringcentral.com"],"url":"\/us\/en\/blog\/author\/ringcentral-team\/"}]}},"rc_img_url":"\/us\/en\/blog\/wp-content\/uploads\/2022\/04\/Haleh-Tabrizi.jpg","rcblog_by_author":"<a href=\"\/us\/en\/blog\/author\/ringcentral-team\/amp\" data-dl-events-click=\"true\" data-dl-element=\"link\"><span class=\"image\"><img src=\"https:\/\/secure.gravatar.com\/avatar\/9a8d989fa7e72af5bd5cf487cf7080318b695de4be89de382c5e64305dd0249c?s=96&d=mm&r=g\" alt=\"\" width=\"30\" height=\"30\" layout=\"fixed\"><\/img><\/span><span class=\"by-author-name\">RingCentral Team<\/span><\/a>","rc_author_full_name":"RingCentral Team","rc_author_avatar":"\/us\/en\/blog\/wp-content\/uploads\/2022\/02\/ringcentral-logo-new.png","rc_author_link":"\/us\/en\/blog\/author\/ringcentral-team\/amp","rc_post_categories":"<a href=\"\/us\/en\/blog\/category\/trending\/ringcentral-newsdesk\/amp\">Company news &amp; culture<\/a>","amp_link":"\/us\/en\/blog\/driven-by-data-engineering\/amp","excerpt_title":"Driven by data","_links":{"self":[{"href":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/wp-json\/wp\/v2\/posts\/51841","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/wp-json\/wp\/v2\/users\/29"}],"replies":[{"embeddable":true,"href":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/wp-json\/wp\/v2\/comments?post=51841"}],"version-history":[{"count":0,"href":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/wp-json\/wp\/v2\/posts\/51841\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/wp-json\/wp\/v2\/media\/51844"}],"wp:attachment":[{"href":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/wp-json\/wp\/v2\/media?parent=51841"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/wp-json\/wp\/v2\/categories?post=51841"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/newrcblog.wpengine.com\/us\/en\/blog\/wp-json\/wp\/v2\/tags?post=51841"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}