--- title: Resources date: 2018-10-14T19:44:00+01:00 canonical_url: "https://www.ravelin.com/resources" section: Resources --- # Ravelin's insider look into fraud, payments, and secure growth. [ ![FS26 Resources Page 2400x1245px 1](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/FS26-ResourcesPage_2400x1245px-1.webp)60-page report 1. Guides 2. Fraud trends ### Global Fraud Trends 2026: New ecommerce survey report Ravelin's annual ecommerce fraud report is here – more in-depth, more useful and more detailed. Download it to boost your fraud preparedness and unlock opportunities for secure growth: • Findings from surveying 1504 merchants in 10 countries • Analysis and advice by Ravelin's Co-Founders • Sector trends for Retail, Travel, Digital Goods & Subscriptions, Marketplaces – plus year-on-year comparisons • What's working, what's not working, and what's shifting in fraud detection Download now ](https://pages.ravelin.com/fraud-trends-report-2026-ecommerce?utm_campaign=FS26-FRAUD-SURVEY-REPORT-2026_REPORT_CONTENT&utm_source=website&utm_medium=featured-resource&utm_term=featured-resource&utm_content=featured-resource) [ ![A4 Website banner 885x505px blank](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/ACR26-Agentic-Commerce-Report/A4-Website-banner-885x505px-blank.webp)27-page report 1. Guides 2. Payments fraud 3. Fraud trends ### Agentic Commerce & Fraud Report – Everything merchants need to know in 2026 A comprehensive new report exploring the prevalent AI shopping agent protocols, merchant adoption, predictions and opinions, combined with expert analysis, advice and recommendations on stopping agentic-enabled fraud. What are your peers doing about agentic, and what does AI-powered shopping mean for fraud? Get it here ](https://pages.ravelin.com/agentic-commerce-fraud-report/?utm_campaign=41701482-ACR26-AGENTIC-COMMERCE-REPORT-2026_GLOBAL_REPORT_CONTENT&utm_source=website&utm_medium=resources&utm_content=featured-resource) [ ![463 Refund Abuse Report Social images 885x505 1](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/463-Refund-Abuse-Report-Social-images-885x505-1_779fca1f718423e51f3ed36e7ab34da0-1.png)38-page report 1. Fraud trends 2. Refund abuse ### The State of Refund Abuse – 2026 consumer survey report 98% of refund abusers succeed in gaming the system. Ravelin surveyed 6200+ consumers to discover the who, the how and the why of refund abuse. Get the new report to arm yourself with knowledge and data – and protect your revenue and reputation. Read the report ](https://pages.ravelin.com/refund-abuse-trends-report-2026-survey) [ ![AI refund abuse vase](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/AI-refund-abuse-vase.png)4-min read 1. Payments fraud 2. Refund abuse ### AI-powered refund abuse and dispute fraud: The democratization of deception Your eyes can no longer be believed. With 65% of consumers saying that AI has made it easier to falsely claim refunds, what can merchants do to protect bottom lines and good customers? Read the article ](https://www.ravelin.com/blog/ai-powered-refund-abuse-dispute-fraud) ## Get our newsletter Sign up for our newsletter to get updates on key developments in fraud and payments, with reports, trends and news sent directly to your inbox. Subscribe ## A 360° view of online payments Unlock information, analysis and opportunities around online payments with Ravelin’s 46-page Global Payments Report. [Find out more](https://pages.ravelin.com/global-payments-report-2026-authentication?utm_campaign=27500402-PR26-PAYMENTS-REPORT-2026_2025_GLOBAL_REPORT_CONTENT&utm_source=website-tile) ## Explore topics you care about 1. [PRODUCT deep-dives: All our content around Ravelin's solutions, including deep-dives and how-tos](https://www.ravelin.com/resources?search=&category%5B0%5D=228587#resourceContainer) 2. [Our coverage of REFUND ABUSE – from articles to webinars, videos and more](https://www.ravelin.com/resources?search=&category%5B0%5D=204631#resourceContainer) 3. [RAVELIN UNIVERSITY: Learning and education for fraud teams to work smarter, not harder](https://www.ravelin.com/resources?search=&category%5B0%5D=257999#resourceContainer) Clear filters #### Looking for something specific? Industry Online retail Travel & hospitality Digital goods Marketplaces Subscriptions PSP Types Guides & reports Case studies Articles Videos Events Infographics Podcasts News Topics Fraud trends Ravelin product Ravelin University Payments & payment fraud Refund abuse Account takeover Promo abuse 3DS & SCA Link analysis & graph databases Machine learning Supplier fraud Fraud analytics Press release Culture Showing 78 results for Machine learning [ ![The agentic commerce gold rush is on, but are merchants accounting for risk?](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_885x505_crop_center-center_50_line_ns/277543/497-Agentic-Report-Press-Release-Feature-885x505.webp) ](https://www.ravelin.com/blog/the-agentic-commerce-gold-rush-risk) [Articles News ### The agentic commerce gold rush is on, but are merchants accounting for risk? ![Ravelin Symbol Blue 1](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_33x33_crop_center-center_none_ns/187712/Ravelin-Symbol-Blue-1.webp) Ravelin Technology ](https://www.ravelin.com/blog/the-agentic-commerce-gold-rush-risk) [ ![The silent signal: Using AI to fight refund abuse (video)](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_885x505_crop_center-center_50_line_ns/277067/silent-signal-photo.webp) ](https://vimeo.com/1185915082/9d675b8f8c?share=copy&fl=sv&fe=ci) [Videos ### The silent signal: Using AI to fight refund abuse (video) ![Himayak](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_33x33_crop_center-center_none_ns/274212/Himayak.webp) Himayak Dhar, Senior Project Manager – Integrations ](https://vimeo.com/1185915082/9d675b8f8c?share=copy&fl=sv&fe=ci) [ ![Rich data & powerful ML: Flix and Greyhound’s revenue boost from better fraud prevention](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_885x505_crop_center-center_50_line_ns/274663/Flix-case-study-header.webp) ](https://www.ravelin.com/case-studies/flix-case-study-revenue-boost-from-fraud-prevention) [Case studies ### Rich data & powerful ML: Flix and Greyhound’s revenue boost from better fraud prevention ![Ashleigh](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_33x33_crop_center-center_none_ns/267519/ashleigh.webp) Ashleigh Luccini Gilera, Senior Product Marketing Manager ](https://www.ravelin.com/case-studies/flix-case-study-revenue-boost-from-fraud-prevention) [ ![Ravelin's 2025, wrapped](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_885x505_crop_center-center_50_line_ns/273267/462-2025-wrapped-Festive-snapshot-885x505-%E2%80%93-2.webp) ](https://www.ravelin.com/blog/ravelin-2025-in-numbers) [Articles ### Ravelin's 2025, wrapped ![1669287463716 2023 12 07 164059 ybjd](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_33x33_crop_center-center_none_ns/196785/1669287463716_2023-12-07-164059_ybjd.webp) Nikoleta Dimitriou, Senior Content Manager ](https://www.ravelin.com/blog/ravelin-2025-in-numbers) [ ![Protecting the entire customer journey using maths and data](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_885x505_crop_center-center_50_line_ns/265018/406-Digant-Maths-Blog-article-v1-885x505-1.webp) ](https://www.ravelin.com/blog/protecting-customer-journey-using-maths) [Articles ### Protecting the entire customer journey using maths and data ![Digant Tyagi small](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_33x33_crop_center-center_none_ns/261322/Digant-Tyagi-small.webp) Digant Tyagi, Senior Data Scientist ](https://www.ravelin.com/blog/protecting-customer-journey-using-maths) [ ![Digital Element and Ravelin partner to supercharge custom fraud prevention models](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_885x505_crop_center-center_50_line_ns/264983/400-Digital-Element-Press-Release-Blog-885x505.webp) ](https://www.ravelin.com/blog/digital-element-partnership) [News ### Digital Element and Ravelin partner to supercharge custom fraud prevention models ![Ravelin Symbol Blue 1](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_33x33_crop_center-center_none_ns/187712/Ravelin-Symbol-Blue-1.webp) Ravelin Technology ](https://www.ravelin.com/blog/digital-element-partnership) Load more <![CDATA[YII-BLOCK-BODY-END]]> #### Looking for something specific? Industry Online retail Travel & hospitality Digital goods Marketplaces Subscriptions PSP Types Guides & reports Case studies Articles Videos Events Infographics Podcasts News Topics Fraud trends Ravelin product Ravelin University Payments & payment fraud Refund abuse Account takeover Promo abuse 3DS & SCA Link analysis & graph databases Machine learning Supplier fraud Fraud analytics Press release Culture Showing 78 results for Machine learning [ ![The agentic commerce gold rush is on, but are merchants accounting for risk?](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_885x505_crop_center-center_50_line_ns/277543/497-Agentic-Report-Press-Release-Feature-885x505.webp) ](https://www.ravelin.com/blog/the-agentic-commerce-gold-rush-risk) [Articles News ### The agentic commerce gold rush is on, but are merchants accounting for risk? ![Ravelin Symbol Blue 1](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_33x33_crop_center-center_none_ns/187712/Ravelin-Symbol-Blue-1.webp) Ravelin Technology ](https://www.ravelin.com/blog/the-agentic-commerce-gold-rush-risk) [ ![The silent signal: Using AI to fight refund abuse (video)](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_885x505_crop_center-center_50_line_ns/277067/silent-signal-photo.webp) ](https://vimeo.com/1185915082/9d675b8f8c?share=copy&fl=sv&fe=ci) [Videos ### The silent signal: Using AI to fight refund abuse (video) ![Himayak](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_33x33_crop_center-center_none_ns/274212/Himayak.webp) Himayak Dhar, Senior Project Manager – Integrations ](https://vimeo.com/1185915082/9d675b8f8c?share=copy&fl=sv&fe=ci) [ ![Rich data & powerful ML: Flix and Greyhound’s revenue boost from better fraud prevention](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_885x505_crop_center-center_50_line_ns/274663/Flix-case-study-header.webp) ](https://www.ravelin.com/case-studies/flix-case-study-revenue-boost-from-fraud-prevention) [Case studies ### Rich data & powerful ML: Flix and Greyhound’s revenue boost from better fraud prevention ![Ashleigh](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_33x33_crop_center-center_none_ns/267519/ashleigh.webp) Ashleigh Luccini Gilera, Senior Product Marketing Manager ](https://www.ravelin.com/case-studies/flix-case-study-revenue-boost-from-fraud-prevention) [ ![Ravelin's 2025, wrapped](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_885x505_crop_center-center_50_line_ns/273267/462-2025-wrapped-Festive-snapshot-885x505-%E2%80%93-2.webp) ](https://www.ravelin.com/blog/ravelin-2025-in-numbers) [Articles ### Ravelin's 2025, wrapped ![1669287463716 2023 12 07 164059 ybjd](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_33x33_crop_center-center_none_ns/196785/1669287463716_2023-12-07-164059_ybjd.webp) Nikoleta Dimitriou, Senior Content Manager ](https://www.ravelin.com/blog/ravelin-2025-in-numbers) [ ![Protecting the entire customer journey using maths and data](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_885x505_crop_center-center_50_line_ns/265018/406-Digant-Maths-Blog-article-v1-885x505-1.webp) ](https://www.ravelin.com/blog/protecting-customer-journey-using-maths) [Articles ### Protecting the entire customer journey using maths and data ![Digant Tyagi small](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_33x33_crop_center-center_none_ns/261322/Digant-Tyagi-small.webp) Digant Tyagi, Senior Data Scientist ](https://www.ravelin.com/blog/protecting-customer-journey-using-maths) [ ![Digital Element and Ravelin partner to supercharge custom fraud prevention models](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_885x505_crop_center-center_50_line_ns/264983/400-Digital-Element-Press-Release-Blog-885x505.webp) ](https://www.ravelin.com/blog/digital-element-partnership) [News ### Digital Element and Ravelin partner to supercharge custom fraud prevention models ![Ravelin Symbol Blue 1](https://storage.googleapis.com/ravelin-website-assets-production/assets/images/_33x33_crop_center-center_none_ns/187712/Ravelin-Symbol-Blue-1.webp) Ravelin Technology ](https://www.ravelin.com/blog/digital-element-partnership) Load more