[{"data":1,"prerenderedAt":75},["ShallowReactive",2],{"i-material-symbols:language":3,"i-material-symbols:person":8,"i-mdi:instagram":10,"i-mdi:youtube":12,"i-ri:linkedin-fill":14,"i-ri:twitter-x-line":16,"i-ri:facebook-fill":18,"post-data-quality-management":20,"i-material-symbols:person-outline":69,"i-material-symbols:calendar-month":71,"i-mdi:schedule":73},{"left":4,"top":4,"width":5,"height":5,"rotate":4,"vFlip":6,"hFlip":6,"body":7},0,24,false,"\u003Cpath fill=\"currentColor\" d=\"M8.125 21.213q-1.825-.788-3.187-2.15t-2.15-3.188T2 11.988t.788-3.875t2.15-3.175t3.187-2.15T12.013 2t3.875.788t3.175 2.15t2.15 3.175t.787 3.875t-.787 3.887t-2.15 3.188t-3.175 2.15t-3.875.787t-3.888-.787M12 19.95q.65-.9 1.125-1.875T13.9 16h-3.8q.3 1.1.775 2.075T12 19.95m-2.6-.4q-.45-.825-.787-1.713T8.05 16H5.1q.725 1.25 1.813 2.175T9.4 19.55m5.2 0q1.4-.45 2.488-1.375T18.9 16h-2.95q-.225.95-.562 1.838T14.6 19.55M4.25 14h3.4q-.075-.5-.112-.987T7.5 12t.038-1.012T7.65 10h-3.4q-.125.5-.187.988T4 12t.063 1.013t.187.987m5.4 0h4.7q.075-.5.113-.987T14.5 12t-.038-1.012T14.35 10h-4.7q-.075.5-.112.988T9.5 12t.038 1.013t.112.987m6.7 0h3.4q.125-.5.188-.987T20 12t-.062-1.012T19.75 10h-3.4q.075.5.113.988T16.5 12t-.038 1.013t-.112.987m-.4-6h2.95q-.725-1.25-1.812-2.175T14.6 4.45q.45.825.788 1.713T15.95 8M10.1 8h3.8q-.3-1.1-.775-2.075T12 4.05q-.65.9-1.125 1.875T10.1 8m-5 0h2.95q.225-.95.563-1.838T9.4 4.45Q8 4.9 6.912 5.825T5.1 8\"\u002F>",{"left":4,"top":4,"width":5,"height":5,"rotate":4,"vFlip":6,"hFlip":6,"body":9},"\u003Cpath fill=\"currentColor\" d=\"M9.175 10.825Q8 9.65 8 8t1.175-2.825T12 4t2.825 1.175T16 8t-1.175 2.825T12 12t-2.825-1.175M4 20v-2.8q0-.85.438-1.562T5.6 14.55q1.55-.775 3.15-1.162T12 13t3.25.388t3.15 1.162q.725.375 1.163 1.088T20 17.2V20z\"\u002F>",{"left":4,"top":4,"width":5,"height":5,"rotate":4,"vFlip":6,"hFlip":6,"body":11},"\u003Cpath fill=\"currentColor\" d=\"M7.8 2h8.4C19.4 2 22 4.6 22 7.8v8.4a5.8 5.8 0 0 1-5.8 5.8H7.8C4.6 22 2 19.4 2 16.2V7.8A5.8 5.8 0 0 1 7.8 2m-.2 2A3.6 3.6 0 0 0 4 7.6v8.8C4 18.39 5.61 20 7.6 20h8.8a3.6 3.6 0 0 0 3.6-3.6V7.6C20 5.61 18.39 4 16.4 4zm9.65 1.5a1.25 1.25 0 0 1 1.25 1.25A1.25 1.25 0 0 1 17.25 8A1.25 1.25 0 0 1 16 6.75a1.25 1.25 0 0 1 1.25-1.25M12 7a5 5 0 0 1 5 5a5 5 0 0 1-5 5a5 5 0 0 1-5-5a5 5 0 0 1 5-5m0 2a3 3 0 0 0-3 3a3 3 0 0 0 3 3a3 3 0 0 0 3-3a3 3 0 0 0-3-3\"\u002F>",{"left":4,"top":4,"width":5,"height":5,"rotate":4,"vFlip":6,"hFlip":6,"body":13},"\u003Cpath fill=\"currentColor\" d=\"m10 15l5.19-3L10 9zm11.56-7.83c.13.47.22 1.1.28 1.9c.07.8.1 1.49.1 2.09L22 12c0 2.19-.16 3.8-.44 4.83c-.25.9-.83 1.48-1.73 1.73c-.47.13-1.33.22-2.65.28c-1.3.07-2.49.1-3.59.1L12 19c-4.19 0-6.8-.16-7.83-.44c-.9-.25-1.48-.83-1.73-1.73c-.13-.47-.22-1.1-.28-1.9c-.07-.8-.1-1.49-.1-2.09L2 12c0-2.19.16-3.8.44-4.83c.25-.9.83-1.48 1.73-1.73c.47-.13 1.33-.22 2.65-.28c1.3-.07 2.49-.1 3.59-.1L12 5c4.19 0 6.8.16 7.83.44c.9.25 1.48.83 1.73 1.73\"\u002F>",{"left":4,"top":4,"width":5,"height":5,"rotate":4,"vFlip":6,"hFlip":6,"body":15},"\u003Cpath fill=\"currentColor\" d=\"M6.94 5a2 2 0 1 1-4-.002a2 2 0 0 1 4 .002M7 8.48H3V21h4zm6.32 0H9.34V21h3.94v-6.57c0-3.66 4.77-4 4.77 0V21H22v-7.93c0-6.17-7.06-5.94-8.72-2.91z\"\u002F>",{"left":4,"top":4,"width":5,"height":5,"rotate":4,"vFlip":6,"hFlip":6,"body":17},"\u003Cpath fill=\"currentColor\" d=\"M10.488 14.651L15.25 21h7l-7.858-10.478L20.93 3h-2.65l-5.117 5.886L8.75 3h-7l7.51 10.015L2.32 21h2.65zM16.25 19L5.75 5h2l10.5 14z\"\u002F>",{"left":4,"top":4,"width":5,"height":5,"rotate":4,"vFlip":6,"hFlip":6,"body":19},"\u003Cpath fill=\"currentColor\" d=\"M14 13.5h2.5l1-4H14v-2c0-1.03 0-2 2-2h1.5V2.14c-.326-.043-1.557-.14-2.857-.14C11.928 2 10 3.657 10 6.7v2.8H7v4h3V22h4z\"\u002F>",{"postType":21,"id":22,"author":23,"date":26,"modified":27,"title":28,"slug":29,"seoTitle":30,"seoDescription":31,"excerpt":32,"trimmedExcerpt":33,"content":34,"readingTime":35,"featuredImage":36,"postCategory":42,"relatedPosts":47},"post",71314,{"id":24,"name":25},"author-160815050205001923050520","Phoebe Sweet","2025-09-22T14:50:59","2026-07-16T17:47:15","Data quality for asset management: How DAM and PIM keep business data accurate","data-quality-management","Data Quality Management with DAM and PIM","Learn what data quality management is, why it matters, and how DAM + PIM platforms help ensure accuracy, consistency, and trust in business data.","What is data quality for asset management? Data quality for asset management is the practice of ensuring that digital assets and their associated information, including metadata, product details, and usage rights, are accurate, consistent, and fit for use across business workflows. It applies data quality principles specifically to the management of brand, marketing, and product […]","What is data quality for asset management? Data quality for asset management is the practice of ensuring that digital assets...","\u003Ch2 class=\"wp-block-heading\" id=\"toc-1--what-is-data-quality-for-asset-management\">What is data quality for asset management?\u003C\u002Fh2>\u003Cp class=\"wp-block-paragraph\">Data quality for asset management is the practice of ensuring that digital assets and their associated information, including metadata, product details, and usage rights, are accurate, consistent, and fit for use across business workflows. It applies data quality principles specifically to the management of brand, marketing, and product content stored in centralized systems. When data quality breaks down in asset management, the impact spreads across sales, marketing, compliance, and the customer experience. A key part of maintaining that quality is managing the product data tied to those assets. \u003Ca href=\"\u002Fglossary\u002Fwhat-is-pim\u002F\">Product information management\u003C\u002Fa> (PIM) software centralizes, organizes, and distributes product information for consistent product experiences across every channel.\u003C\u002Fp>\u003Ch2 class=\"wp-block-heading\" id=\"toc-2--data-quality-problems-in-asset-management\">Data quality problems in asset management\u003C\u002Fh2>\u003Cp class=\"wp-block-paragraph\">The importance of quality data is especially evident in asset management. Although businesses depend on digital assets — from product catalogs and brand graphics to marketing videos and compliance documents — data quality problems in asset management are common:\u003C\u002Fp>\u003Cul class=\"wp-block-list\">\u003Cli>Inconsistent \u003Ca href=\"\u002Fblog\u002Ffile-metadata\">file metadata\u003C\u002Fa>: Internal teams may have varying \u003Ca href=\"\u002Fglossary\u002Fmetadata-management\u002F\">metadata management\u003C\u002Fa> methods for content. Lack of consistency can quickly lead to disorganization, and wasted time.\u003C\u002Fli>\u003Cli>Duplicate records: Multiple versions of the same asset spread across an organization causes inconsistency and confusion.\u003C\u002Fli>\u003Cli>Incomplete information: Missing specifications, tags, or usage rights can cause compliance risks or reduce the usefulness of assets.\u003C\u002Fli>\u003Cli>Inaccurate details: Outdated product descriptions or incorrect product attributes can erode customer trust, especially across retail channels.\u003C\u002Fli>\u003C\u002Ful>\u003Cp class=\"wp-block-paragraph\">When data quality for asset management breaks down, the ripple touches nearly every function, from sales to marketing to compliance, and eventually, the customer experience.\u003C\u002Fp>\u003Ch2 class=\"wp-block-heading\" id=\"toc-3--frameworks-models-and-processes-for-data-quality-management\">Frameworks, models, and processes for data quality management\u003C\u002Fh2>\u003Cp class=\"wp-block-paragraph\">Strong data practices aren’t left to chance. Organizations implement structured data quality management frameworks and data quality management models to guide their efforts. These frameworks usually follow a 5-step method:\u003C\u002Fp>\u003Col class=\"wp-block-list\">\u003Cli>Define: Establish what “quality” means for your organization (e.g., accuracy, completeness, timeliness, consistency)\u003C\u002Fli>\u003Cli>Measure: Asses your current current data quality based on your definition\u003C\u002Fli>\u003Cli>Analyze: Identify gaps and root causes of poor data\u003C\u002Fli>\u003Cli>Improve: Take action to improve data quality such as deduplication or standardization\u003C\u002Fli>\u003Cli>Monitor: Continuously check in on new data to maintain standards\u003C\u002Fli>\u003C\u002Fol>\u003Cp class=\"wp-block-paragraph\">This data quality management process ensures issues are addressed systematically, not reactively.\u003C\u002Fp>\u003Ch2 class=\"wp-block-heading\" id=\"toc-4--tools-and-services-supporting-data-quality-management\">Tools and services supporting data quality management\u003C\u002Fh2>\u003Cp class=\"wp-block-paragraph\">To implement these frameworks, businesses rely on data quality management tools. These solutions help with:\u003C\u002Fp>\u003Cul class=\"wp-block-list\">\u003Cli>Data profiling: Understanding the state of your current data\u003C\u002Fli>\u003Cli>Cleansing and standardization: Fixing errors and formatting inconsistencies\u003C\u002Fli>\u003Cli>Deduplication: Removing redundant records\u003C\u002Fli>\u003Cli>Validation: Ensuring new data meets quality standards\u003C\u002Fli>\u003Cli>Monitoring: Continuously scanning for quality breakdowns\u003C\u002Fli>\u003C\u002Ful>\u003Cp class=\"wp-block-paragraph\">In addition to tools, many organizations use data quality management services. These can include consulting for framework design, professional audits to identify gaps, or managed services that oversee ongoing data quality programs.\u003C\u002Fp>\u003Cp class=\"wp-block-paragraph\">Large organizations may even hire a data quality manager — a role responsible for coordinating quality initiatives, aligning stakeholders, and ensuring governance rules are enforced.\u003C\u002Fp>\u003Cfigure class=\"wp-block-image aligncenter\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"439\" src=\"\u002Fcdn\u002Fen\u002F2025\u002F09\u002F22141017\u002Fdata-quality-management-1.jpg\" alt=\"Visual representation of data quality management with DAM + PIM, showing a digital asset library, product details panel, and lifestyle product photography for consistent, accurate content management.\" class=\"wp-image-71355\" srcset=\"\u002Fcdn\u002Fen\u002F2025\u002F09\u002F22141017\u002Fdata-quality-management-1.jpg 880w, \u002Fcdn\u002Fen\u002F2025\u002F09\u002F22141017\u002Fdata-quality-management-1-450x224.jpg 450w, \u002Fcdn\u002Fen\u002F2025\u002F09\u002F22141017\u002Fdata-quality-management-1-768x383.jpg 768w\" \u002F>\u003C\u002Ffigure>\u003Ch2 class=\"wp-block-heading\" id=\"toc-5--how-dam-and-pim-benefit-data-quality-management\">How DAM and PIM benefit data quality management\u003C\u002Fh2>\u003Cp class=\"wp-block-paragraph\">While frameworks, models, and tools are essential, organizations increasingly look to \u003Ca href=\"\u002Fdigital-asset-management\u002F\">digital asset management\u003C\u002Fa> (DAM) and \u003Ca href=\"\u002Fglossary\u002Fwhat-is-pim\u002F\">product information management\u003C\u002Fa> (PIM) systems to strengthen their data quality capabilities.\u003C\u002Fp>\u003Cul class=\"wp-block-list\">\u003Cli>\u003Cstrong>Digital asset management (DAM)\u003C\u002Fstrong> platforms store, organize, and distribute media files such as photos, videos, and other \u003Ca href=\"\u002Fblog\u002Fbrand-assets\u002F\">brand assets\u003C\u002Fa>. They centralize content, add important context with metadata, enforce tagging standards, and maintain version control. By doing so, they address many of the data quality problems in asset management.\u003C\u002Fli>\u003Cli>\u003Cstrong>\u003Ca href=\"\u002Fblog\u002Fproduct-information\u002F\">Product information\u003C\u002Fa> management\u003C\u002Fstrong> (PIM) platforms specialize in ensuring product details, from SKUs and descriptions to images and sell sheets, remain accurate and consistent across every retail and marketing channel.\u003C\u002Fli>\u003C\u002Ful>\u003Cp class=\"wp-block-paragraph\">When DAM and PIM work together, they don’t just organize information — they actively elevate data quality management. The impact shows up across an organization, from breaking down team silos to ensuring every product detail is accurate and compliant. Some of the key benefits include:\u003C\u002Fp>\u003Cul class=\"wp-block-list\">\u003Cli>Eliminating information silos: By centralizing product information and visual assets, teams don’t rely on fragmented spreadsheets or isolated storage systems.\u003C\u002Fli>\u003Cli>Workflow automation: Quality checks, approvals, and publishing workflows reduce human error.\u003C\u002Fli>\u003Cli>Channel accuracy: Product information flows smoothly from PIM systems to e-commerce sites, retail platforms, and marketing campaigns, ensuring consistency everywhere your brand appears.\u003C\u002Fli>\u003Cli>Auditing: Version control, permissions, and audit trails ensure compliance with governance policies.\u003C\u002Fli>\u003Cli>Scalability: As businesses grow and expand into new markets or sales channels, centralized quality data management makes it easier to scale product content and brand storytelling without sacrificing accuracy.\u003C\u002Fli>\u003C\u002Ful>\u003Ch2 class=\"wp-block-heading\" id=\"toc-6--canto-for-data-quality-management\">Canto for data quality management\u003C\u002Fh2>\u003Cp class=\"wp-block-paragraph\">Canto’s unified DAM + PIM approach helps organizations strengthen data quality management by centralizing product information and brand assets in one place. This eliminates silos, streamlines \u003Ca href=\"\u002Fblog\u002Fworkflow-automation\u002F\">workflow automation\u003C\u002Fa> to reduce errors, and ensures product details and visuals remain accurate across every channel.\u003C\u002Fp>\u003Cfigure class=\"wp-block-image aligncenter\">\u003Ca href=\"\u002Febooks\u002Fdam-for-products\u002F\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"850\" height=\"250\" src=\"\u002Fcdn\u002Fen\u002F2025\u002F08\u002F21201033\u002Fcta-banner-dam-pim-ebook.png\" alt=\"Image of shoes being sold online with Canto DAM for Products interface and text "From Chaos to Clarity: Transforming Your Product Experience with DAM and PIM" and button "Free guide" over a green background.\" class=\"wp-image-71024\" srcset=\"\u002Fcdn\u002Fen\u002F2025\u002F08\u002F21201033\u002Fcta-banner-dam-pim-ebook.png 850w, \u002Fcdn\u002Fen\u002F2025\u002F08\u002F21201033\u002Fcta-banner-dam-pim-ebook-450x132.png 450w, \u002Fcdn\u002Fen\u002F2025\u002F08\u002F21201033\u002Fcta-banner-dam-pim-ebook-768x226.png 768w\" \u002F>\u003C\u002Fa>\u003C\u002Ffigure>",4,{"url":37,"url_md":38,"alt":39,"height":40,"width":41},"https:\u002F\u002Fwww.canto.com\u002Fcdn\u002Fen\u002F2025\u002F09\u002F22141019\u002Fdata-quality-management-feature.jpg","https:\u002F\u002Fwww.canto.com\u002Fcdn\u002Fen\u002F2025\u002F09\u002F22141019\u002Fdata-quality-management-feature-450x236.jpg","",630,1200,[43],{"id":44,"slug":44,"title":45,"path":46},"marketing-technology","Marketing technology","\u002Fpost-category\u002Fmarketing-technology\u002F",[48,55,62],{"featuredImage":49,"postId":50,"slug":51,"title":52,"description":53,"path":54},"https:\u002F\u002Fwww.canto.com\u002Fcdn\u002Fen\u002F2021\u002F04\u002F19185456\u002Fembed-google-form-in-email-feature-450x263.jpeg",56957,"embed-google-form-in-email","How to embed a Google Form in an email","Want to embed a Google Form in an email? This step-by-step guide will show you how – and highlight other useful ways to email forms. ","\u002Fblog\u002Fembed-google-form-in-email\u002F",{"featuredImage":56,"postId":57,"slug":58,"title":59,"description":60,"path":61},"https:\u002F\u002Fwww.canto.com\u002Fcdn\u002Fen\u002F2019\u002F12\u002F19192956\u002Fintegrated-media-450x343.jpg",38533,"integrated-media","What is integrated media and how does it help companies?","Integrated media is a collection of different media types working in unison. Make sure you understand all there is to know about it. Here's a guide.","\u002Fblog\u002Fintegrated-media\u002F",{"featuredImage":63,"postId":64,"slug":65,"title":66,"description":67,"path":68},"https:\u002F\u002Fwww.canto.com\u002Fcdn\u002Fen\u002F2019\u002F04\u002F19195401\u002Fdigital-data-storage-450x270.jpg",24702,"digital-data-storage","Digital data storage – A guide to modern systems","Digital data storage increases data security for companies with sensitive information. Learn how data storage has changed over the years.","\u002Fblog\u002Fdigital-data-storage\u002F",{"left":4,"top":4,"width":5,"height":5,"rotate":4,"vFlip":6,"hFlip":6,"body":70},"\u003Cpath fill=\"currentColor\" d=\"M9.175 10.825Q8 9.65 8 8t1.175-2.825T12 4t2.825 1.175T16 8t-1.175 2.825T12 12t-2.825-1.175M4 20v-2.8q0-.85.438-1.562T5.6 14.55q1.55-.775 3.15-1.162T12 13t3.25.388t3.15 1.162q.725.375 1.163 1.088T20 17.2V20zm2-2h12v-.8q0-.275-.137-.5t-.363-.35q-1.35-.675-2.725-1.012T12 15t-2.775.338T6.5 16.35q-.225.125-.363.35T6 17.2zm7.413-8.587Q14 8.825 14 8t-.587-1.412T12 6t-1.412.588T10 8t.588 1.413T12 10t1.413-.587M12 18\"\u002F>",{"left":4,"top":4,"width":5,"height":5,"rotate":4,"vFlip":6,"hFlip":6,"body":72},"\u003Cpath fill=\"currentColor\" d=\"M12 14q-.425 0-.712-.288T11 13t.288-.712T12 12t.713.288T13 13t-.288.713T12 14m-4.712-.288Q7 13.426 7 13t.288-.712T8 12t.713.288T9 13t-.288.713T8 14t-.712-.288M16 14q-.425 0-.712-.288T15 13t.288-.712T16 12t.713.288T17 13t-.288.713T16 14m-4 4q-.425 0-.712-.288T11 17t.288-.712T12 16t.713.288T13 17t-.288.713T12 18m-4.712-.288Q7 17.426 7 17t.288-.712T8 16t.713.288T9 17t-.288.713T8 18t-.712-.288M16 18q-.425 0-.712-.288T15 17t.288-.712T16 16t.713.288T17 17t-.288.713T16 18M5 22q-.825 0-1.412-.587T3 20V6q0-.825.588-1.412T5 4h1V2h2v2h8V2h2v2h1q.825 0 1.413.588T21 6v14q0 .825-.587 1.413T19 22zm0-2h14V10H5z\"\u002F>",{"left":4,"top":4,"width":5,"height":5,"rotate":4,"vFlip":6,"hFlip":6,"body":74},"\u003Cpath fill=\"currentColor\" d=\"M12 20a8 8 0 0 0 8-8a8 8 0 0 0-8-8a8 8 0 0 0-8 8a8 8 0 0 0 8 8m0-18a10 10 0 0 1 10 10a10 10 0 0 1-10 10C6.47 22 2 17.5 2 12A10 10 0 0 1 12 2m.5 5v5.25l4.5 2.67l-.75 1.23L11 13V7z\"\u002F>",1789880507452]