{"id":6830,"date":"2022-01-06T11:37:06","date_gmt":"2022-01-06T10:37:06","guid":{"rendered":"https:\/\/www.dot-anonymizer.com\/?p=6830"},"modified":"2025-09-30T12:50:33","modified_gmt":"2025-09-30T10:50:33","slug":"preventing-data-breaches-through-anonymization","status":"publish","type":"post","link":"https:\/\/www.arcadsoftware.com\/dot\/resources\/blog-en\/preventing-data-breaches-through-anonymization\/","title":{"rendered":"Preventing Data Breaches Through Anonymization"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:20px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\" style=\"border-radius:8px;\"><img decoding=\"async\" width=\"940\" height=\"350\" alt=\"Data Breaches illustration\" title=\"Banner article DOT Fuite de donn\u00e9es\" src=\"https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2022\/01\/Banner-article-DOT-Fuite-de-donnees.png\" data-orig-src=\"https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2022\/01\/Banner-article-DOT-Fuite-de-donnees.png\" class=\"lazyload img-responsive wp-image-6231\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27940%27%20height%3D%27350%27%20viewBox%3D%270%200%20940%20350%27%3E%3Crect%20width%3D%27940%27%20height%3D%27350%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2022\/01\/Banner-article-DOT-Fuite-de-donnees-200x74.png 200w, https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2022\/01\/Banner-article-DOT-Fuite-de-donnees-400x149.png 400w, https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2022\/01\/Banner-article-DOT-Fuite-de-donnees-600x223.png 600w, https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2022\/01\/Banner-article-DOT-Fuite-de-donnees-800x298.png 800w, https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2022\/01\/Banner-article-DOT-Fuite-de-donnees.png 940w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 800px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right:20px;--awb-padding-left:20px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\"><p style=\"text-align: center;\">by Marc Dallas<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:20px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-2\" style=\"--awb-text-font-family:&quot;Poppins&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Data breaches are a major cybersecurity threat. They affect organizations of all sizes and can lead to financial, legal, and reputational consequences.<\/p>\n<p>To prevent data breaches, start by classifying sensitive data and limiting access with least-privilege. Encrypt data at rest and in transit, and enforce DLP to block unauthorized sharing. Anonymize or consistently mask non-production datasets used for testing and analytics. Combine these controls with monitoring and regular reviews to keep risks low.<\/p>\n<p>This article provides a clear definition of data breaches, outlines the associated risks, shares the latest statistics, and presents preventive measures\u2014with a particular focus on anonymization.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-padding-top:25px;--awb-padding-right:25px;--awb-padding-bottom:25px;--awb-padding-left:25px;--awb-bg-color:rgba(0,100,254,0.09);--awb-bg-color-hover:rgba(0,100,254,0.09);--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-3\"><p style=\"text-align: center;\"><b>Summary<\/b><\/p>\n<ol>\n<li><a href=\"#understanding-a-breach-data\">Understanding a data breach. <\/a><\/li>\n<li><a href=\"#types-of-data-breaches\"> Types of data breaches <\/a><\/li>\n<li><a href=\"#recent-statistic-on-cyberattacks\">Recent statistics on cyberattacks <\/a><\/li>\n<li><a href=\"#average-cost-of-a-data-breach\">Average cost of a data breach <\/a><\/li>\n<li><a href=\"#measures-to-prevent-data-breaches\">Measures to prevent data breaches <\/a><\/li>\n<li><a href=\"#focus-anonymization-as-a-key-prevention-tool\">Focus: Anonymization as a key prevention tool <\/a><\/li>\n<li><a href=\"#conclusion\">Conclusion<\/a><\/li>\n<\/ol>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-menu-anchor\" id=\"understanding-a-breach-data\"><\/div><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:54;line-height:1.14;\">1. Understanding a data breach<\/h2><\/div><div class=\"fusion-text fusion-text-4\" style=\"--awb-content-alignment:left;\"><p>A data breach is the unauthorized disclosure of sensitive information. It can be malicious or accidental, intentional or unintentional, internal or external. This includes:<\/p>\n<ul>\n<li><b>Human error <\/b>(sending a file to the wrong recipient)<\/li>\n<li><b>Cyberattacks<\/b> (phishing, malware, ransomware)<\/li>\n<li><b>Insider behavior<\/b> (malicious employee or human failure)<\/li>\n<\/ul>\n<\/div><div class=\"fusion-menu-anchor\" id=\"types-of-data-breaches\"><\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:54;line-height:1.14;\">2. Types of data breaches<\/h2><\/div><div class=\"fusion-text fusion-text-5\" style=\"--awb-content-alignment:left;\"><p><b style=\"color: #000000; font-size: 22px;\" data-fusion-font=\"true\">External breaches<\/b><\/p>\n<p>Usually caused by cyberattacks, such as:<\/p>\n<ul>\n<li><b>Phishing<\/b><\/li>\n<li><b>Spyware<\/b><\/li>\n<li><b>Ransomware and malware<\/b> exploiting vulnerabilities<\/li>\n<\/ul>\n<p style=\"font-size: 22px;\" data-fusion-font=\"true\"><b>Internal breaches<\/b><\/p>\n<p>Originating from within the organization:<\/p>\n<ul>\n<li><b>Unauthorized access<\/b> to sensitive data<\/li>\n<li><b>Poor access rights<\/b> management<\/li>\n<li><b>Use of unsecured data<\/b> in test or training environments<\/li>\n<\/ul>\n<\/div><div class=\"fusion-menu-anchor\" id=\"recent-statistic-on-cyberattacks\"><\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:54;line-height:1.14;\">3. Recent statistics on cyberattacks<\/h2><\/div><div class=\"fusion-text fusion-text-6\" style=\"--awb-content-alignment:left;\"><ul>\n<li>In 2023, 82% of organizations experienced at least one successful cyberattack (<a href=\"https:\/\/cyberedgegroup.com\/cdr\/\" target=\"_blank\" rel=\"noopener noreferrer\"><i>CyberEdge Group, 2024<\/i><\/a>).<\/li>\n<li>The Verizon <a href=\"https:\/\/www.verizon.com\/business\/fr-fr\/resources\/reports\/dbir\/\" target=\"_blank\" rel=\"noopener noreferrer\"><i>Data Breach Investigations Report 2024<\/i><\/a> found that 68% of data breaches involved a human factor, including errors, privilege misuse, use of stolen credentials, or phishing.<\/li>\n<li>In 2024, cyberattacks increased by 20% in France compared to the previous year (<i><a href=\"https:\/\/www.inquest-risk.com\/references\/recapitulatif-de-lannee-2024-explosion-des-cyberattaques-quelles-lecons-en-tirer\/\" target=\"_blank\" rel=\"noopener noreferrer\">Inquest, 2025<\/a><\/i>).<\/li>\n<li>ANSSI reported handling 4,386 security events in 2024 (<i><a href=\"https:\/\/cyber.gouv.fr\/actualites\/panorama-de-la-cybermenace-2024-mobilisation-et-vigilance-face-aux-attaquants\" target=\"_blank\" rel=\"noopener noreferrer\">ANSSI, 2025<\/a><\/i>).<\/li>\n<li>Over 195 million data records were compromised in 2024 (<a href=\"https:\/\/www.lemondeinformatique.fr\/actualites\/lire-plus-de-195-millions-de-donnees-compromises-en-2024-95729.html\" target=\"_blank\" rel=\"noopener noreferrer\"><i>Le Monde Informatique, 2025<\/i><\/a>).<\/li>\n<\/ul>\n<\/div><div class=\"fusion-menu-anchor\" id=\"average-cost-of-a-data-breach\"><\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:54;line-height:1.14;\">4. Average cost of a data breach<\/h2><\/div><div class=\"fusion-text fusion-text-7\" style=\"--awb-content-alignment:left;\"><ul>\n<li><b>Global average in 2024: $4.88 million<\/b> (<i><a href=\"https:\/\/www.ibm.com\/reports\/data-breach\" target=\"_blank\" rel=\"noopener noreferrer\">IBM Cost of a Data Breach 2024<\/a><\/i>)<\/li>\n<li><b>Average cost in France in 2024: \u20ac3.85 million<\/b>, a 3% increase from 2023 (<i><a href=\"https:\/\/fr.newsroom.ibm.com\/Rapport-IBM-laugmentation-des-perturbations-liees-aux-violations-de-donnees-fait-grimper-les-couts-a-de-nouveaux-sommets\" target=\"_blank\" rel=\"noopener noreferrer\">IBM France, 2024<\/a><\/i>)<\/li>\n<\/ul>\n<p><span style=\"font-size: 20px;\" data-fusion-font=\"true\"><b>Losses include:<\/b><\/span><\/p>\n<ul>\n<li>Business disruption<\/li>\n<li>Loss of competitiveness<\/li>\n<li>Consulting and remediation costs<\/li>\n<li>Loss of customer trust and reputational damage<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_3_5 3_5 fusion-flex-column cta-box\" style=\"--awb-padding-top:25px;--awb-padding-right:40px;--awb-padding-bottom:30px;--awb-padding-left:40px;--awb-bg-image:radial-gradient(circle at center center, #daeaf65e 0%,#daeaf61a 100%);--awb-bg-size:cover;--awb-box-shadow:3px 3px 4px 0px #daeaf65e;;--awb-border-color:var(--awb-color5);--awb-border-style:solid;--awb-width-large:60%;--awb-margin-top-large:25px;--awb-spacing-right-large:3.2%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.2%;--awb-width-medium:60%;--awb-order-medium:0;--awb-spacing-right-medium:3.2%;--awb-spacing-left-medium:3.2%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-8 fusion-text-no-margin\" style=\"--awb-content-alignment:center;--awb-font-size:25px;--awb-text-color:var(--awb-color6);--awb-margin-bottom:15px;--awb-text-font-family:&quot;Poppins&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><p>Data Anonymization Keys to a Successful Cross-functional Project<\/p>\n<\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat button-medium button-custom fusion-button-default button-1 fusion-button-default-span fusion-button-default-type\" style=\"--button_accent_color:#ffffff;--button_border_color:var(--awb-color6);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);\" target=\"_blank\" rel=\"noopener noreferrer\" data-hover=\"text_slide_up\" href=\"\/dot\/resources\/guides-resources\/data-anonymization-keys-to-successful-cross-functional-project\/\"><div class=\"awb-button-text-transition  awb-button__hover-content--centered\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Download the Guide<\/span><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Download the Guide<\/span><\/div><\/a><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right:20px;--awb-padding-left:20px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-menu-anchor\" id=\"measures-to-prevent-data-breaches\"><\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:54;line-height:1.14;\">5. Measures to prevent data breaches<\/h2><\/div><div class=\"fusion-text fusion-text-9\" style=\"--awb-content-alignment:left;\"><p><b>1. DLP (Data Loss Prevention)<\/b><br \/>\nPrevents sensitive data from leaving the organization.<\/p>\n<p><b>2. Data classification<\/b><br \/>\nProtects data by assigning sensitivity levels and limiting access.<\/p>\n<p><b>3. Least privilege policy<\/b><br \/>\nEnsures each user only accesses the data necessary for their job.<\/p>\n<p><b>4. Encryption<\/b><br \/>\nProtects data by making it unusable without a key.<\/p>\n<p><b>5. Anonymization<\/b><br \/>\nReplaces personal data with realistic, non-identifying equivalents. Discover <a href=\"https:\/\/www.arcadsoftware.com\/dot\/\">DOT Anonymizer<\/a>, Data Masking Tool.<\/p>\n<\/div><div class=\"fusion-menu-anchor\" id=\"focus-anonymization-as-a-key-prevention-tool\"><\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:54;line-height:1.14;\">6. Focus: Anonymization as a key prevention tool<\/h2><\/div><div class=\"fusion-text fusion-text-10\" style=\"--awb-content-alignment:left;\"><p><b style=\"font-size: 22px;\" data-fusion-font=\"true\">What is anonymization? <\/b><\/p>\n<p>According to the <b>CNIL<\/b>, anonymization involves applying a set of techniques that make it practically impossible to identify a person in an irreversible way.<\/p>\n<p><b style=\"font-size: 22px;\" data-fusion-font=\"true\">Difference with pseudonymization <\/b><\/p>\n<ul>\n<li><b>Pseudonymization:<\/b> reversible, still subject to <a href=\"https:\/\/www.arcadsoftware.com\/dot\/gdpr-general-data-protection-regulation\/\">GDPR<\/a>.<\/li>\n<li><b>Anonymization: <\/b>irreversible, excluded from the scope of <a href=\"https:\/\/www.arcadsoftware.com\/dot\/gdpr-general-data-protection-regulation\/\">GDPR<\/a>.<\/li>\n<\/ul>\n<p><b style=\"font-size: 22px;\" data-fusion-font=\"true\">Use cases <\/b><\/p>\n<ul>\n<li><b>Software testing and development:<\/b> provide coherent yet non-identifying data.<\/li>\n<li><b>Training environments:<\/b> simulate real scenarios without risk of leakage.<\/li>\n<li><b>Outsourcing:<\/b> deliver usable data without exposing personal information.<\/li>\n<li><b>Business Intelligence:<\/b> leverage data while preserving confidentiality.<\/li>\n<\/ul>\n<p><b style=\"font-size: 22px;\" data-fusion-font=\"true\">Example: profile-based data access <\/b><\/p>\n<ul>\n<li>An HR developer sees coherent, anonymized data.<\/li>\n<li>An HR manager sees the actual data.<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion_builder_column_3_5 3_5 fusion-flex-column cta-box\" style=\"--awb-padding-top:25px;--awb-padding-right:40px;--awb-padding-bottom:30px;--awb-padding-left:40px;--awb-bg-image:radial-gradient(circle at center center, #daeaf65e 0%,#daeaf61a 100%);--awb-bg-size:cover;--awb-box-shadow:3px 3px 4px 0px #daeaf65e;;--awb-border-color:var(--awb-color5);--awb-border-style:solid;--awb-width-large:60%;--awb-margin-top-large:25px;--awb-spacing-right-large:3.2%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.2%;--awb-width-medium:60%;--awb-order-medium:0;--awb-spacing-right-medium:3.2%;--awb-spacing-left-medium:3.2%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-11 fusion-text-no-margin\" style=\"--awb-content-alignment:center;--awb-font-size:25px;--awb-text-color:var(--awb-color6);--awb-margin-bottom:15px;--awb-text-font-family:&quot;Poppins&quot;;--awb-text-font-style:normal;--awb-text-font-weight:800;\"><p>Anonymize your data with DOT Anonymizer<\/p>\n<\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat button-medium button-custom fusion-button-default button-2 fusion-button-default-span fusion-button-default-type\" style=\"--button_accent_color:#ffffff;--button_border_color:var(--awb-color6);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);\" target=\"_self\" data-hover=\"text_slide_up\" href=\"\/dot\/\"><div class=\"awb-button-text-transition  awb-button__hover-content--centered\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Discover DOT Anonymizer<\/span><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Discover DOT Anonymizer<\/span><\/div><\/a><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-menu-anchor\" id=\"conclusion\"><\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:54;line-height:1.14;\">Conclusion<\/h2><\/div><div class=\"fusion-text fusion-text-12\" style=\"--awb-content-alignment:left;\"><p>Data breaches are a daily reality with potentially severe consequences for businesses.<\/p>\n<p>An effective strategy combines both technological and organizational measures. Anonymization, as a proactive solution, not only protects sensitive data but also relieves regulatory obligations\u2014provided it is deeply embedded in all business processes.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-5 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling presenters\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-stretch fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-9 fusion_builder_column_3_5 3_5 fusion-flex-column\" style=\"--awb-padding-left-small:25px;--awb-bg-size:cover;--awb-width-large:60%;--awb-margin-top-large:20px;--awb-spacing-right-large:3.2%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.2%;--awb-width-medium:60%;--awb-order-medium:0;--awb-spacing-right-medium:3.2%;--awb-spacing-left-medium:3.2%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top:0px;--awb-margin-bottom:0px;--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:0px;--awb-margin-left-small:0px;--awb-font-size:35px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;font-size:1em;--fontSize:35;line-height:1.14;\">Author<\/h2><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-10 fusion_builder_column_3_5 3_5 fusion-flex-column\" style=\"--awb-padding-right:25px;--awb-padding-left:25px;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-size:cover;--awb-box-shadow:5px 8px 19px -4px rgba(0,0,0,0.1);;--awb-width-large:60%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.2%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.2%;--awb-width-medium:60%;--awb-order-medium:0;--awb-spacing-right-medium:3.2%;--awb-spacing-left-medium:3.2%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-stretch fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:104% !important;max-width:104% !important;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_5 1_5 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:20%;--awb-margin-top-large:20px;--awb-spacing-right-large:0%;--awb-margin-bottom-large:5px;--awb-spacing-left-large:9.6%;--awb-width-medium:20%;--awb-order-medium:0;--awb-spacing-right-medium:0%;--awb-spacing-left-medium:9.6%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-margin-bottom-small:0px;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-max-width:130px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-2 hover-type-none\" style=\"border-radius:8px;\"><img decoding=\"async\" width=\"500\" height=\"500\" alt=\"Asma Mabrouk\" title=\"Photo Marc &#8211; DOT\" src=\"https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2025\/06\/Photo-Marc-DOT.png\" data-orig-src=\"https:\/\/www.arcadsoftware.fr\/dot\/wp-content\/uploads\/2025\/06\/Photo-Marc-DOT.png\" class=\"lazyload img-responsive wp-image-12263\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27500%27%20height%3D%27500%27%20viewBox%3D%270%200%20500%20500%27%3E%3Crect%20width%3D%27500%27%20height%3D%27500%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2025\/06\/Photo-Marc-DOT-200x200.png 200w, https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2025\/06\/Photo-Marc-DOT-400x400.png 400w, https:\/\/www.arcadsoftware.com\/dot\/wp-content\/uploads\/2025\/06\/Photo-Marc-DOT.png 500w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-1 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:20px;--awb-spacing-right-large:2.56%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:5.12%;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:2.56%;--awb-spacing-left-medium:5.12%;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:0px;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:0px;--awb-margin-bottom:0px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:0px;--awb-margin-left-small:0px;--awb-font-size:20px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;font-size:1em;--fontSize:20;--minFontSize:20;line-height:1.26;\"><strong>Marc Dallas<\/strong><\/h3><\/div><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top:0px;--awb-margin-bottom:5px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;--awb-font-size:16px;\"><h4 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;Poppins&quot;;font-style:normal;font-weight:400;margin:0;font-size:1em;--fontSize:16;--minFontSize:16;line-height:1.3;\">Business Line Manager Application Release Automation, ARCAD Software<\/h4><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-13\" style=\"--awb-font-size:14px;--awb-line-height:1.3;--awb-margin-top:5px;--awb-text-font-family:&quot;Poppins&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Marc Dallas is Vice President of R&amp;D at ARCAD Software. With over 25 years' experience in production operations and R&amp;D leadership, Marc plays a key role in developing DevOps tools for IBM i, release management, and test data management.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div id=\"faq\" class=\"fusion-container-anchor\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-6 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling faq\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-bottom:50px;--awb-padding-right-small:20px;--awb-padding-left-small:20px;--awb-background-image:linear-gradient(180deg, #e1edf8 0%,var(--awb-color1) 38%);--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-11 fusion_builder_column_3_5 3_5 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:60%;--awb-margin-top-large:20px;--awb-spacing-right-large:3.2%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.2%;--awb-width-medium:60%;--awb-order-medium:0;--awb-spacing-right-medium:3.2%;--awb-spacing-left-medium:3.2%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:#124d79;--awb-margin-top:0px;--awb-margin-bottom:5px;--awb-margin-top-small:12px;--awb-margin-right-small:0px;--awb-margin-bottom-small:24px;--awb-margin-left-small:0px;--awb-font-size:35px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;Poppins&quot;;font-style:normal;font-weight:800;margin:0;font-size:1em;--fontSize:35;line-height:1.2;\">FAQ<\/h2><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-12 fusion_builder_column_3_5 3_5 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:60%;--awb-margin-top-large:20px;--awb-spacing-right-large:3.2%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.2%;--awb-width-medium:60%;--awb-order-medium:0;--awb-spacing-right-medium:3.2%;--awb-spacing-left-medium:3.2%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-margin-bottom-small:0px;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"accordian fusion-accordian\" style=\"--awb-border-size:1px;--awb-icon-size:24px;--awb-content-font-size:20px;--awb-icon-alignment:left;--awb-hover-color:#f4f4f6;--awb-border-color:rgba(0,0,0,0.08);--awb-background-color:#ffffff;--awb-divider-color:rgba(0,0,0,0.08);--awb-divider-hover-color:rgba(0,0,0,0.08);--awb-icon-color:var(--awb-color5);--awb-title-color:#000000;--awb-content-color:#000000;--awb-icon-box-color:#000000;--awb-toggle-hover-accent-color:#1a80b6;--awb-title-font-family:&quot;Poppins&quot;;--awb-title-font-weight:400;--awb-title-font-style:normal;--awb-title-font-size:18px;--awb-content-font-family:&quot;Poppins&quot;;--awb-content-font-style:normal;--awb-content-font-weight:300;\"><div class=\"panel-group fusion-toggle-icon-unboxed\" id=\"accordion-6830-1\"><div class=\"fusion-panel panel-default panel-8db89920248ab74ff fusion-toggle-has-divider\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_8db89920248ab74ff\"><a aria-expanded=\"false\" aria-controls=\"8db89920248ab74ff\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-6830-1\" data-target=\"#8db89920248ab74ff\" href=\"#8db89920248ab74ff\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">What is the fastest way to prevent data breaches?<\/span><\/a><\/h4><\/div><div id=\"8db89920248ab74ff\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_8db89920248ab74ff\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p>Start with data classification and least-privilege access, enforce MFA, encrypt data at rest and in transit, deploy DLP to block exfiltration, and anonymize non-production datasets used for testing and analytics.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-f6cf390863f4adbd1 fusion-toggle-has-divider\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_f6cf390863f4adbd1\"><a aria-expanded=\"false\" aria-controls=\"f6cf390863f4adbd1\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-6830-1\" data-target=\"#f6cf390863f4adbd1\" href=\"#f6cf390863f4adbd1\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Is anonymized data subject to GDPR?<\/span><\/a><\/h4><\/div><div id=\"f6cf390863f4adbd1\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_f6cf390863f4adbd1\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p>Properly anonymized data is outside GDPR scope because individuals are no longer identifiable; pseudonymized data remains personal data and stays within GDPR.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-b317baf9865abcbd1 fusion-toggle-has-divider\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_b317baf9865abcbd1\"><a aria-expanded=\"false\" aria-controls=\"b317baf9865abcbd1\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-6830-1\" data-target=\"#b317baf9865abcbd1\" href=\"#b317baf9865abcbd1\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">What's the difference between anonymization and pseudonymization?<\/span><\/a><\/h4><\/div><div id=\"b317baf9865abcbd1\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_b317baf9865abcbd1\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p>Anonymization irreversibly removes the ability to identify individuals; pseudonymization replaces identifiers but remains reversible using separate information or keys.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-8f949b74016ede69b fusion-toggle-has-divider\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_8f949b74016ede69b\"><a aria-expanded=\"false\" aria-controls=\"8f949b74016ede69b\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-6830-1\" data-target=\"#8f949b74016ede69b\" href=\"#8f949b74016ede69b\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">How to anonymize test data without losing utility?<\/span><\/a><\/h4><\/div><div id=\"8f949b74016ede69b\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_8f949b74016ede69b\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p>Preserve schemas, distributions, and referential integrity with consistent masking; use format-preserving, tokenization, or differential techniques to keep realism while removing identifiers.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-bcac3c9571f88b820 fusion-toggle-has-divider\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_bcac3c9571f88b820\"><a aria-expanded=\"false\" aria-controls=\"bcac3c9571f88b820\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-6830-1\" data-target=\"#bcac3c9571f88b820\" href=\"#bcac3c9571f88b820\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Which controls matter most to prevent data breaches?<\/span><\/a><\/h4><\/div><div id=\"bcac3c9571f88b820\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_bcac3c9571f88b820\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p>Data classification, least-privilege and role-based access, strong authentication, patching cadence, encryption, DLP, continuous monitoring, and secure handling of non-production data via anonymization or masking.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-2f4ba5677baac7458 fusion-toggle-has-divider\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_2f4ba5677baac7458\"><a aria-expanded=\"false\" aria-controls=\"2f4ba5677baac7458\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-6830-1\" data-target=\"#2f4ba5677baac7458\" href=\"#2f4ba5677baac7458\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">When should I choose anonymization vs. pseudonymization?<\/span><\/a><\/h4><\/div><div id=\"2f4ba5677baac7458\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_2f4ba5677baac7458\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p>Use anonymization for analytics and testing when re-identification is not needed; choose pseudonymization when you must retain a way to re-link data under strict controls.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"<p>How to prevent data breaches in 2025: key stats, proven controls, and when anonymization beats pseudonymization for test &#038; analytics.<\/p>\n","protected":false},"author":5,"featured_media":6231,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[113],"tags":[],"class_list":["post-6830","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Breaches: How Anonymization Beats Pseudonymization<\/title>\n<meta name=\"description\" content=\"How to prevent data breaches in 2025: key stats, proven controls, and when anonymization beats pseudonymization for test &amp; analytics.\" \/>\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.arcadsoftware.com\/dot\/resources\/blog-en\/preventing-data-breaches-through-anonymization\/\" 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