Informatica Data Quality and Observability

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class="infacom-section-title-rte" data-aos="fade-right" data-aos-offset="150"> <h1 style="text-align: center;"><span class="infa-o-heading__1"><span class="infacom-white-font"> Data Quality and Observability </span></span></h1> </div> <div class="infacom-subheading-section infacom-subheading-section-default" data-aos="fade-right" data-aos-offset="200"> <p style="text-align: center;"><span class="infa-o-text__large"><span class="infacom-white-font">Ensure timely, trusted and relevant data for your AI and business initiatives. </span></span></p> </div> </div> </div> </section> </div> <div class="columnContainer parbase aem-GridColumn aem-GridColumn--default--12"> <section class="mcolumn-container " style="background-color: transparent;"> <div class="container-hori-pad-md container-vert-pad-sm container "> <div class="row infacom-multi-col-container-row "> <div class="col-12 col-sm-12 col-md-6 col-lg-4 col-xl-4"> <div class="leftCol responsivegrid"> <div class="aem-Grid aem-Grid--12 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observability. </span></span></p> </div> </div> </div> </div> </div> </div> </div> </div> <div class="col-12 col-sm-12 col-md-6 col-lg-4 col-xl-4"> <div class="centerCol responsivegrid"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 "> <div class="infa-tile aem-GridColumn aem-GridColumn--default--12"> <div> <div class="infa-c-card infa-c-card__bulleted-list-tile infacom-accessibility"> <div class="infa-c-card__header"> <picture> <source media="(min-width: 769px)" srcset="/content/dam/informatica-com/en/images/misc/rectangle-bullet.svg"/> <source media="(max-width: 768px)" srcset="/content/dam/informatica-com/en/images/misc/rectangle-bullet.svg"/> <img class="infa-c-card__header--image" loading="lazy" src="/content/dam/informatica-com/en/images/misc/rectangle-bullet.svg" alt=""/> </picture> </div> <div class="infa-c-card__body no-link"> <div class="infa-c-card__body--title infa-o-heading__4"><h4><span class="infa-o-heading__4"><span class="infacom-white-font">Automate with AI </span></span></h4> </div> <div class="infa-c-card__body--text infa-o-text"><p><span class="infa-o-text"><span class="infacom-white-font">Streamline the entire data lifecycle from collection to consumption.</span></span></p> </div> </div> </div> </div> </div> </div> </div> </div> <div class="col-12 col-sm-12 col-md-6 col-lg-4 col-xl-4"> <div class="rightCol responsivegrid"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 "> <div class="infa-tile aem-GridColumn aem-GridColumn--default--12"> <div> <div class="infa-c-card infa-c-card__bulleted-list-tile infacom-accessibility"> <div class="infa-c-card__header"> <picture> <source media="(min-width: 769px)" srcset="/content/dam/informatica-com/en/images/misc/rectangle-bullet.svg"/> <source media="(max-width: 768px)" srcset="/content/dam/informatica-com/en/images/misc/rectangle-bullet.svg"/> <img class="infa-c-card__header--image" loading="lazy" src="/content/dam/informatica-com/en/images/misc/rectangle-bullet.svg" alt=""/> </picture> 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.infa-o-cta__button--orange-with-white-text:hover { background-color: #B24212; color: #FFFFFF !important; } .infacom-cta-v2.infa-o-cta__button--orange-with-white-text { color: #FA4616 !important; border: 2px solid #FA4616; outline: 2px solid transparent; } .infacom-cta-v2.infa-o-cta__button--orange-with-white-text:hover { outline: 2px solid #FA4616; } </style> <a href="https://www.informatica.com/contact-us.html" target="_self" class="infacom-button infacom-cta-v2 infa-o-cta__button--orange-with-white-text infa-o-cta__button--right " data-link-name="contact-us-cta" data-link-position="top"> get in touch </a> </span> </div> </div> </div> </section> </div> </div> </div> </div> <div class="col-12 col-sm-12 col-md-6 col-lg-3 col-xl-3"> <div class="rightCol responsivegrid"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 "> </div> </div> </div> </div> </div> </section></div> <div class="quote infacom-margin-top-32 infacom-margin-bottom-24 aem-GridColumn aem-GridColumn--default--12"> <div class="container "> <div class="infacom-quotes-section infacom-quotes--variation__one infacom-quotes--variation__one__center infacom-quotes--variation__one__without-cta infacom-quotes-without-cta "> <div class="infacom-quotes-subsection wrap-with-quote infacom-quotes-subsection-default infa-o-heading__3 "> <p>“The vision I describe to my colleagues is that they’ll be able to implicitly trust the data that informs them, no matter where in our organization it comes from – that goes for our cloud data stored on Microsoft Azure.”</p> </div> <div class="row infacom-quote-row without-logo-image infacom-quote-without-author-logo-variation"> <div class="col-xs-6 infacom-quote-by without-author-image" id="quoteBy"> <p class="infa-o-text__large">Robin Miller</p> <div class="infacom-quote-author-title infa-o-heading__5"> Group Data Manager, Lowell </div> </div> </div> </div> </div> </div> <div class="divider aem-GridColumn aem-GridColumn--default--12"> <section class="container"> <div 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class="container"> <div class="infa-c-section infa-c-section__bg infa-c-section__bg--none "> <style> .infa-c-section__bg--none * { background-color: transparent; color: #000000 !important; } </style> <div class="infacom-heading-section" style="background-color: ;"> <div class="infacom-section-title-rte" data-aos="fade-right" data-aos-offset="150"> <h2 style="text-align: center;"><span class="infa-o-heading__2">Use fit-for-purpose data at enterprise scale</span></h2> </div> </div> </div> </section> </div> <div class="columnContainer parbase infacom-margin-top-32 aem-GridColumn aem-GridColumn--default--12"> <section class="mcolumn-container " style="background-color: transparent;"> <div class="container-hori-pad-md container-vert-pad-sm h-pad-none infacom-padding-25"> <div class="row infacom-multi-col-container-row infacom-column-control-reverse "> <div class="col-12 col-sm-12 col-md-6 col-lg-6 col-xl-6"> <div class="leftCol responsivegrid"> <div class="aem-Grid aem-Grid--12 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data-aos="fade-right" data-aos-offset="150"> <p style="text-align: left;"><span class="infa-o-heading__3">Automate and scale data profiling </span></p> </div> <div class="infacom-subheading-section infacom-subheading-section-default" data-aos="fade-right" data-aos-offset="200"> <p><span class="infa-o-text__large">Perform continual analysis to better understand your data and detect problems. </span></p> </div> </div> </div> </section> </div> </div> </div> </div> </div> </div> </section></div> </div> </div> </div> <div class="col-12 col-sm-12 col-md-6 col-lg-6 col-xl-6"> <div class="rightCol responsivegrid"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 "> <div class="image infacom-margin-top-48 aem-GridColumn aem-GridColumn--default--12"> </div> <div class="image aem-GridColumn aem-GridColumn--default--12"> <div class="container" id="vs-image-right"> <div class="infacom-core-image cmp-image infacom-right-align"> <picture> <source media="(min-width: 769px)" 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Start delivering high-quality, trusted data to make informed business decisions.</div> </div> <div class="infa-c-card__footer"> <div class="cta-refresh"> <div> <div class="infacom-cta-refresh "> <span class="infa-o-cta__primary infacom-cta-left "> <style> .infacom-cta-link.infa-o-cta__link--blue { color: #001AFF; } .infacom-cta-link.infa-o-cta__link--blue:hover { color: #0D1A86; } .infacom-cta-link.infa-o-cta__link--blue:hover svg path { stroke: #0D1A86; } </style> <a class="infacom-cta-link infa-o-cta__link infa-o-cta__link--blue infa-o-cta__link--right " href="https://www.informatica.com/lp/data-observability-the-key-to-successful-data-and-analytics_4555.html" target="_blank"> read more <i aria-hidden="true" class="infacom-arrow-right infacom-right-arrow-content infa-o-cta__link--right"> <svg width="27" height="19" viewBox="0 0 27 19" fill="none" xmlns="http://www.w3.org/2000/svg"> <rect width="27" height="19" fill="none"/> <path d="M4 10H23M23 10L19 13.5M23 10L19 6.5" 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alt=""/> </picture> </div> <div class="infa-c-card__body--wrapper"> <div class="infa-c-card__body"> <div class="infa-c-card__body--caption infa-o-heading__5"> Analyst Report</div> <div class="infa-c-card__body--title infa-o-heading__4"> <p>2024 Gartner® Magic Quadrant™ for Augmented Data Quality Solutions</p> </div> <div class="infa-c-card__body--text infa-o-text"> <p>Informatica named a Leader in the Gartner® Magic Quadrant® for Augmented Data Quality Solutions for the 16th time</p> </div> </div> <div class="infa-c-card__footer"> <div class="cta-refresh"> <div> <div class="infacom-cta-refresh "> <span class="infa-o-cta__primary infacom-cta-left "> <style> .infacom-cta-link.infa-o-cta__link--blue { color: #001AFF; } .infacom-cta-link.infa-o-cta__link--blue:hover { color: #0D1A86; } .infacom-cta-link.infa-o-cta__link--blue:hover svg path { stroke: #0D1A86; } </style> <a class="infacom-cta-link infa-o-cta__link infa-o-cta__link--blue infa-o-cta__link--right " href="https://www.informatica.com/data-quality-magic-quadrant.html" target="_blank"> read now <i aria-hidden="true" class="infacom-arrow-right infacom-right-arrow-content infa-o-cta__link--right"> <svg width="27" height="19" viewBox="0 0 27 19" fill="none" xmlns="http://www.w3.org/2000/svg"> <rect width="27" height="19" fill="none"/> <path d="M4 10H23M23 10L19 13.5M23 10L19 6.5" stroke="#001AFF" stroke-width="2" stroke-linecap="round"/> </svg> </i> </a> </span> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </section></div> <div class="html aem-GridColumn aem-GridColumn--default--12"> <div class="infacom-html-component-container"> <style> .footer-background { background-color: #eaeaea; padding: 20px 0; margin-top: 0px!important; background-repeat: no-repeat; background-size: cover; } </style> </div> </div> </div> </div> </div> </div> </div> </section></div> <div class="columnContainer parbase infacom-margin-top-48 aem-GridColumn aem-GridColumn--default--12"> <section class="mcolumn-container " style="background-color: transparent;"> <div class="container-hori-pad-md container-vert-pad-sm container "> <div class="row infacom-multi-col-container-row "> <div class="col-md-12"> <div class="col1 responsivegrid"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 "> <div class="section infacom-margin-top-64 infacom-margin-bottom-32 infacom-margin-top-0-mobile aem-GridColumn aem-GridColumn--default--12"> <section class="container"> <div class="infa-c-section infa-c-section__bg infa-c-section__bg--none "> <style> .infa-c-section__bg--none * { background-color: transparent; color: #000000 !important; } </style> <div class="infacom-heading-section" style="background-color: ;"> <div class="infacom-section-title-rte" data-aos="fade-right" data-aos-offset="150"> <p style="text-align: center;"><span class="infa-o-heading__2">FAQ for Data Quality and Observability</span></p> </div> </div> </div> </section> </div> <div class="accordion panelcontainer aem-GridColumn aem-GridColumn--default--12"> <link rel="stylesheet" href="/etc.clientlibs/informatica-commons/components/content/accordion/clientlib-accordion.css" type="text/css"> <div id="accordion-ddc2e9b632" class="cmp-accordion infa-c-accordion infa-c-accordion__media--right infa-c-accordion__transcript--V1 infa-c-accordion__transcript infa-bg-tile-color--none" data-cmp-is="accordion" data-cmp-single-expansion data-placeholder-text="false"> <div class="infa-c-accordion__header"> </div> <div class="infa-c-accordion__item-wrapper"> <div class="cmp-accordion__item infa-c-accordion__item infa-c-accordion__transcript--V1" data-cmp-hook-accordion="item" data-cmp-data-layer="{"accordion-ddc2e9b632-item-ef3efaf51b":{"@type":"aem-infa-www/components/content/accordion/item","repo:modifyDate":"2024-09-09T18:19:17Z","dc:title":"What is data quality?"}}"> <h3 class="cmp-accordion__header infa-c-accordion__item-heading "> <button id="accordion-ddc2e9b632-item-ef3efaf51b-button" class="infa-c-accordion__item-button cmp-accordion__button" type="button" aria-controls="accordion-ddc2e9b632-item-ef3efaf51b-panel" data-cmp-hook-accordion="button"> <span class="infa-c-accordion__item-title cmp-accordion__title infa-o-heading__4">What is data quality?</span> <svg class="infa-c-accordion__item-icon" width="12" height="18" viewBox="0 0 12 18" fill="none" xmlns="http://www.w3.org/2000/svg"> <path class="accordion-arrow" fill-rule="evenodd" clip-rule="evenodd" d="M0.292893 17.2737C-0.0976311 16.9719 -0.0976311 16.4826 0.292893 16.1809L9.58579 9L0.292893 1.81913C-0.0976317 1.51736 -0.0976317 1.0281 0.292893 0.726326C0.683417 0.424557 1.31658 0.424557 1.70711 0.726326L11.7071 8.4536C12.0976 8.75537 12.0976 9.24463 11.7071 9.5464L1.70711 17.2737C1.31658 17.5754 0.683418 17.5754 0.292893 17.2737Z" fill="#C1C1C1"/> </svg> </button> </h3> <div data-cmp-hook-accordion="panel" id="accordion-ddc2e9b632-item-ef3efaf51b-panel" class="infa-c-accordion__panel cmp-accordion__panel cmp-accordion__panel--hidden" role="region" aria-labelledby="accordion-ddc2e9b632-item-ef3efaf51b-button"><div class="text-and-media"> <div class="infacom-text-media-container white-background black-text "> <div class="section"> </div> <div> <div class="container infacom-sol-comp infacom-plat-comp"> <div class="row infacom-plat-reverse"> <div class="infacom-textmedia-media-container col-md-3"> </div> <div></div> <div class="col-md-9 infacom-sol-compText infacom-plat-compText"> <div class="infacom-text-media-body"> <p>Data quality is the degree to which data is accurate, complete, consistent, timely and relevant for its intended use.</p> </div> <div class="cta-refresh"> <section class="container"> <div class="www-cta-refresh"> <div class="infacom-cta-margin-top-0"> <div class="infacom-cta-refresh "> <span class="infa-o-cta__primary infacom-cta-left "> <style> .infacom-cta-link.infa-o-cta__link--blue { color: #001AFF; } .infacom-cta-link.infa-o-cta__link--blue:hover { color: #0D1A86; } .infacom-cta-link.infa-o-cta__link--blue:hover svg path { stroke: #0D1A86; } </style> <a class="infacom-cta-link infa-o-cta__link infa-o-cta__link--blue infa-o-cta__link--right infa-o-cta__special-label" href="https://www.informatica.com/resources/articles/what-is-data-quality.html" target="_blank" data-link-name="what-is-data-quality-cta" data-link-position="accordion"> Learn more about data quality <i aria-hidden="true" class="infacom-arrow-right infacom-right-arrow-content infa-o-cta__link--right"> <svg width="27" height="19" viewBox="0 0 27 19" fill="none" xmlns="http://www.w3.org/2000/svg"> <rect width="27" height="19" fill="none"/> <path d="M4 10H23M23 10L19 13.5M23 10L19 6.5" stroke="#001AFF" stroke-width="2" stroke-linecap="round"/> </svg> </i> </a> </span> </div> </div> </div> </section> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="cmp-accordion__item infa-c-accordion__item infa-c-accordion__transcript--V1" data-cmp-hook-accordion="item" data-cmp-data-layer="{"accordion-ddc2e9b632-item-29a36b0010":{"@type":"aem-infa-www/components/content/accordion/item","repo:modifyDate":"2024-09-09T18:19:18Z","dc:title":"Why is data quality important?"}}"> <h3 class="cmp-accordion__header infa-c-accordion__item-heading "> <button id="accordion-ddc2e9b632-item-29a36b0010-button" class="infa-c-accordion__item-button cmp-accordion__button" type="button" aria-controls="accordion-ddc2e9b632-item-29a36b0010-panel" data-cmp-hook-accordion="button"> <span class="infa-c-accordion__item-title cmp-accordion__title infa-o-heading__4">Why is data quality important?</span> <svg class="infa-c-accordion__item-icon" width="12" height="18" viewBox="0 0 12 18" fill="none" xmlns="http://www.w3.org/2000/svg"> <path class="accordion-arrow" fill-rule="evenodd" clip-rule="evenodd" d="M0.292893 17.2737C-0.0976311 16.9719 -0.0976311 16.4826 0.292893 16.1809L9.58579 9L0.292893 1.81913C-0.0976317 1.51736 -0.0976317 1.0281 0.292893 0.726326C0.683417 0.424557 1.31658 0.424557 1.70711 0.726326L11.7071 8.4536C12.0976 8.75537 12.0976 9.24463 11.7071 9.5464L1.70711 17.2737C1.31658 17.5754 0.683418 17.5754 0.292893 17.2737Z" fill="#C1C1C1"/> </svg> </button> </h3> <div data-cmp-hook-accordion="panel" id="accordion-ddc2e9b632-item-29a36b0010-panel" class="infa-c-accordion__panel cmp-accordion__panel cmp-accordion__panel--hidden" role="region" aria-labelledby="accordion-ddc2e9b632-item-29a36b0010-button"><div class="text-and-media"> <div class="infacom-text-media-container white-background black-text "> <div class="section"> </div> <div> <div class="container infacom-sol-comp infacom-plat-comp"> <div class="row infacom-plat-reverse"> <div class="infacom-textmedia-media-container col-md-3"> </div> <div></div> <div class="col-md-9 infacom-sol-compText infacom-plat-compText"> <div class="infacom-text-media-body"> <p>Data quality is important because it can have a significant impact on the accuracy of AI and analytics results, decision-making, operational efficiency and overall business performance.</p> </div> <div class="cta-refresh"> <section class="container"> <div class="www-cta-refresh"> <div class="infacom-cta-margin-top-0"> <div class="infacom-cta-refresh "> <span class="infa-o-cta__primary infacom-cta-left "> <style> .infacom-cta-link.infa-o-cta__link--blue { color: #001AFF; } .infacom-cta-link.infa-o-cta__link--blue:hover { color: #0D1A86; } .infacom-cta-link.infa-o-cta__link--blue:hover svg path { stroke: #0D1A86; } </style> <a class="infacom-cta-link infa-o-cta__link infa-o-cta__link--blue infa-o-cta__link--right infa-o-cta__special-label" href="https://www.informatica.com/lp/5-best-ways-to-build-a-business-case-for-high-quality-data_4542.html" target="_blank" data-link-name="why-is-data-quality-important" data-link-position="accordion"> Learn more about importance of having quality data <i aria-hidden="true" class="infacom-arrow-right infacom-right-arrow-content infa-o-cta__link--right"> <svg width="27" height="19" viewBox="0 0 27 19" fill="none" xmlns="http://www.w3.org/2000/svg"> <rect width="27" height="19" fill="none"/> <path d="M4 10H23M23 10L19 13.5M23 10L19 6.5" stroke="#001AFF" stroke-width="2" stroke-linecap="round"/> </svg> </i> </a> </span> </div> </div> </div> </section> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="cmp-accordion__item infa-c-accordion__item infa-c-accordion__transcript--V1" data-cmp-hook-accordion="item" data-cmp-data-layer="{"accordion-ddc2e9b632-item-c780ad9ad8":{"@type":"aem-infa-www/components/content/accordion/item","repo:modifyDate":"2024-09-09T18:19:18Z","dc:title":"What are the different types of data quality issues?"}}"> <h3 class="cmp-accordion__header infa-c-accordion__item-heading "> <button id="accordion-ddc2e9b632-item-c780ad9ad8-button" class="infa-c-accordion__item-button cmp-accordion__button" type="button" aria-controls="accordion-ddc2e9b632-item-c780ad9ad8-panel" data-cmp-hook-accordion="button"> <span class="infa-c-accordion__item-title cmp-accordion__title infa-o-heading__4">What are the different types of data quality issues?</span> <svg class="infa-c-accordion__item-icon" width="12" height="18" viewBox="0 0 12 18" fill="none" xmlns="http://www.w3.org/2000/svg"> <path class="accordion-arrow" fill-rule="evenodd" clip-rule="evenodd" d="M0.292893 17.2737C-0.0976311 16.9719 -0.0976311 16.4826 0.292893 16.1809L9.58579 9L0.292893 1.81913C-0.0976317 1.51736 -0.0976317 1.0281 0.292893 0.726326C0.683417 0.424557 1.31658 0.424557 1.70711 0.726326L11.7071 8.4536C12.0976 8.75537 12.0976 9.24463 11.7071 9.5464L1.70711 17.2737C1.31658 17.5754 0.683418 17.5754 0.292893 17.2737Z" fill="#C1C1C1"/> </svg> </button> </h3> <div data-cmp-hook-accordion="panel" id="accordion-ddc2e9b632-item-c780ad9ad8-panel" class="infa-c-accordion__panel cmp-accordion__panel cmp-accordion__panel--hidden" role="region" aria-labelledby="accordion-ddc2e9b632-item-c780ad9ad8-button"><div class="text-and-media"> <div class="infacom-text-media-container white-background black-text "> <div class="section"> </div> <div> <div class="container infacom-sol-comp infacom-plat-comp"> <div class="row infacom-plat-reverse"> <div class="infacom-textmedia-media-container col-md-3"> </div> <div></div> <div class="col-md-9 infacom-sol-compText infacom-plat-compText"> <div class="infacom-text-media-body"> <p>Common types of data quality issues include data duplication, missing values, incorrect formatting, outdated information and inconsistent data across systems.</p> </div> <div class="cta-refresh"> <section class="container"> <div class="www-cta-refresh"> <div class="infacom-cta-margin-top-0"> <div class="infacom-cta-refresh "> <span class="infa-o-cta__primary infacom-cta-left "> <style> .infacom-cta-link.infa-o-cta__link--blue { color: #001AFF; } .infacom-cta-link.infa-o-cta__link--blue:hover { color: #0D1A86; } .infacom-cta-link.infa-o-cta__link--blue:hover svg path { stroke: #0D1A86; } </style> <a class="infacom-cta-link infa-o-cta__link infa-o-cta__link--blue infa-o-cta__link--right infa-o-cta__special-label" href="https://www.informatica.com/resources/articles/data-quality-metrics-and-measures.html" target="_blank" data-link-name="what-are-the-different-types-of-data-quality-issues" data-link-position="accordion"> Learn more about common data quality issues <i aria-hidden="true" class="infacom-arrow-right infacom-right-arrow-content infa-o-cta__link--right"> <svg width="27" height="19" viewBox="0 0 27 19" fill="none" xmlns="http://www.w3.org/2000/svg"> <rect width="27" height="19" fill="none"/> <path d="M4 10H23M23 10L19 13.5M23 10L19 6.5" stroke="#001AFF" stroke-width="2" stroke-linecap="round"/> </svg> </i> </a> </span> </div> </div> </div> </section> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="cmp-accordion__item infa-c-accordion__item 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improving data quality are that it enhances decision-making by providing accurate, complete, consistent, timely and relevant data to enable more accurate AI and analytics results and ultimately more-informed decisions.</p> </div> <div class="cta-refresh"> <section class="container"> <div class="www-cta-refresh"> <div class="infacom-cta-margin-top-0"> <div class="infacom-cta-refresh "> <span class="infa-o-cta__primary infacom-cta-left "> <style> .infacom-cta-link.infa-o-cta__link--blue { color: #001AFF; } .infacom-cta-link.infa-o-cta__link--blue:hover { color: #0D1A86; } .infacom-cta-link.infa-o-cta__link--blue:hover svg path { stroke: #0D1A86; } </style> <a class="infacom-cta-link infa-o-cta__link infa-o-cta__link--blue infa-o-cta__link--right infa-o-cta__special-label" href="https://www.informatica.com/lp/ten-dq-dividends_3396.html" target="_blank" data-link-name="what-are-the-main-benefits-of-improving-data-quality" data-link-position="accordion"> Learn more about the benefits of 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