{"id":32067,"date":"2025-12-09T17:08:49","date_gmt":"2025-12-09T09:08:49","guid":{"rendered":"https:\/\/aiportek.com\/?p=32067"},"modified":"2026-02-27T17:14:05","modified_gmt":"2026-02-27T09:14:05","slug":"arangodb-financial-fraud-detection","status":"publish","type":"post","link":"https:\/\/aiportek.com\/en\/arangodb-financial-fraud-detection\/","title":{"rendered":"HONGKE Solutions] HONGKE ArangoDB Graph Database - The Power of Graph Data: Financial Anti-fraud from Rule Gaming to Relationship Insight"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"32067\" class=\"elementor elementor-32067\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-303a47ec elementor-section-stretched elementor-section-full_width elementor-section-height-min-height elementor-section-content-middle elementor-section-height-default elementor-section-items-middle\" data-id=\"303a47ec\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-27d5e225\" data-id=\"27d5e225\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4e369ae3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e369ae3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-6555484e\" data-id=\"6555484e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-397ef20e elementor-widget elementor-widget-heading\" data-id=\"397ef20e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Hongke's latest articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b5c0d9b elementor-absolute elementor-widget elementor-widget-heading\" data-id=\"4b5c0d9b\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">HongKe<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6d18033c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d18033c\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1f96cecf\" data-id=\"1f96cecf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fd50b9b elementor-widget elementor-widget-text-editor\" data-id=\"fd50b9b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d303089 elementor-widget elementor-widget-text-editor\" data-id=\"d303089\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4b0e7b4e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4b0e7b4e\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-7a4b7cfc\" data-id=\"7a4b7cfc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79a3214 elementor-widget elementor-widget-heading\" data-id=\"79a3214\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Hongke Solutions] The Power of Graphical Data: Financial Anti-Fraud from Rule Gaming to Relationship Insight<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-226f412 elementor-widget elementor-widget-post-info\" data-id=\"226f412\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-2358f4d elementor-inline-item\" itemprop=\"author\">\n\t\t\t\t\t\t<a href=\"https:\/\/aiportek.com\/en\/author\/hongketechnology\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-user-circle\" viewbox=\"0 0 496 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M248 104c-53 0-96 43-96 96s43 96 96 96 96-43 96-96-43-96-96-96zm0 144c-26.5 0-48-21.5-48-48s21.5-48 48-48 48 21.5 48 48-21.5 48-48 48zm0-240C111 8 0 119 0 256s111 248 248 248 248-111 248-248S385 8 248 8zm0 448c-49.7 0-95.1-18.3-130.1-48.4 14.9-23 40.4-38.6 69.6-39.5 20.8 6.4 40.6 9.6 60.5 9.6s39.7-3.1 60.5-9.6c29.2 1 54.7 16.5 69.6 39.5-35 30.1-80.4 48.4-130.1 48.4zm162.7-84.1c-24.4-31.4-62.1-51.9-105.1-51.9-10.2 0-26 9.6-57.6 9.6-31.5 0-47.4-9.6-57.6-9.6-42.9 0-80.6 20.5-105.1 51.9C61.9 339.2 48 299.2 48 256c0-110.3 89.7-200 200-200s200 89.7 200 200c0 43.2-13.9 83.2-37.3 115.9z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-author\">\n\t\t\t\t\t\t\t\t\t\tHongKeTechnology\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-a689c23 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/aiportek.com\/en\/2025\/12\/09\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-calendar\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M12 192h424c6.6 0 12 5.4 12 12v260c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V204c0-6.6 5.4-12 12-12zm436-44v-36c0-26.5-21.5-48-48-48h-48V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H160V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H48C21.5 64 0 85.5 0 112v36c0 6.6 5.4 12 12 12h424c6.6 0 12-5.4 12-12z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>December 9, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c027dd7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"c027dd7\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a8309a elementor-widget elementor-widget-text-editor\" data-id=\"3a8309a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"290\" data-end=\"386\">Today, as financial business becomes fully online, the business boundaries of financial institutions continue to expand, but fraudulent behavior has also become highly organized, hidden and intelligent. Whether it is credit fraud, money laundering networks, or the penetration of black industry groups into account systems, they are no longer simple single-point events, but complex networks interwoven by multi-level relationship structures.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17db2dc elementor-widget elementor-widget-text-editor\" data-id=\"17db2dc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"290\" data-end=\"386\">The traditional risk control system of \"Rules + Threshold\" has become ineffective in the face of these complex fraudulent behaviors. The industry urgently needs to shift from simple rule-based defense to in-depth relationship insights through new technological means.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8959504 elementor-widget elementor-widget-image\" data-id=\"8959504\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/34c7f4e9-1940-4cc1-a278-0a5e086edea9-1024x559.png\" class=\"attachment-large size-large wp-image-32073\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/34c7f4e9-1940-4cc1-a278-0a5e086edea9-1024x559.png 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/34c7f4e9-1940-4cc1-a278-0a5e086edea9-300x164.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/34c7f4e9-1940-4cc1-a278-0a5e086edea9-768x419.png 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/34c7f4e9-1940-4cc1-a278-0a5e086edea9-18x10.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/34c7f4e9-1940-4cc1-a278-0a5e086edea9-600x327.png 600w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/34c7f4e9-1940-4cc1-a278-0a5e086edea9.png 1408w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-418b9cf elementor-widget elementor-widget-heading\" data-id=\"418b9cf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">Core Pain Points Facing the Industry<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a046c3e elementor-widget elementor-widget-text-editor\" data-id=\"a046c3e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"406\" data-end=\"440\">As fraudulent practices evolve, financial institutions face three core challenges to their existing risk control frameworks:<\/p>\n<h3 class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">1. Fraudulent networks are deeply hidden and lack a \"big picture\" perspective<\/span><\/h3>\n<p class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">On the surface, many frauds appear to be discrete and isolated, and each transaction may appear \"reasonable\" when viewed in isolation. In reality, however, they are often linked by hidden relationships such as shared devices, addresses, contacts, bank cards or payment routes. Traditional risk control is unable to view the full picture from a \"relationship perspective\", making it impossible to detect the syndicated fraud networks that hide behind normal transactions.<\/span><\/p>\n<h3 class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">2. Difficulty of rule-based testing to cope with rapid evolution<\/span><\/h3>\n<p class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Traditional risk control adopts the strategy of \"blocking and defending\" by setting up rules, triggering alerts, and manually double-checking the detection. However, while this approach relies on experience and hindsight, fraud syndicates tend to iterate their tactics ahead of time, creating an ongoing \"cat and mouse game\". The rule base is getting bigger and bigger, but it is still difficult to cope with the rapidly evolving new types of fraud.<\/span><\/p>\n<h3 class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">3. High cost of cross-system and cross-source linkage<\/span><\/h3>\n<p class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Data such as customer information, transaction flow, device fingerprints and channel behavior are often scattered in different systems and silos. To make accurate judgments within milliseconds, a risk control system needs the ability to manage heterogeneous data from multiple sources in a unified manner. The current cross-data modeling analysis is not only time-consuming and complex, but also costly to integrate.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f46631 elementor-widget elementor-widget-heading\" data-id=\"2f46631\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">Technology Evolution: Multi-data Modeling Database as a New Approach<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e69fbf elementor-widget elementor-widget-text-editor\" data-id=\"0e69fbf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">While Graph Analytics has become a core technology for identifying potential connections and tracking capital paths over the past few years, simple graph databases are limited in storing large amounts of transaction details. The industry trend is moving away from \"faster rule making\" towards \"unified, real-time data views\".<\/span><\/p>\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">ArangoDB<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0Being a native Multi-Model database, it supports both the\u00a0<\/span><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Graph<\/span><\/strong><span class=\"ng-star-inserted\">,<\/span><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Document<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0cap (a poem)\u00a0<\/span><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Vector<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0The data becomes the ideal base for building an integrated anti-fraud system of \"Relationship + Behavior + Pattern Recognition\".<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a69c7c elementor-widget elementor-widget-image\" data-id=\"5a69c7c\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_07_52.624Z-1024x559.png\" class=\"attachment-large size-large wp-image-32074\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_07_52.624Z-1024x559.png 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_07_52.624Z-300x164.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_07_52.624Z-768x419.png 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_07_52.624Z-18x10.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_07_52.624Z-600x327.png 600w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_07_52.624Z.png 1408w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-172ce70 elementor-widget elementor-widget-heading\" data-id=\"172ce70\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">Three Key Values of ArangoDB in Anti Fraud<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bc79ce elementor-widget elementor-widget-text-editor\" data-id=\"6bc79ce\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">1. Graph Modeling: Identifying Hidden Fraud Loops and Cross-Account Relationships<\/span><\/h3>\n<p class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Financial fraud is often an organized, collaborative effort. arangoDB's native graph model can identify complex networks of relationships in milliseconds, solving the following key problems:<\/span><\/p>\n<ul class=\"ng-star-inserted\">\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Group fraud identification:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0Find out if devices, payment pipes, or funding links are shared between multiple accounts.<\/span><\/p>\n<\/li>\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Intermediary\/Center Node Positioning:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0Use graphical algorithms to identify potential manipulators or \"money transfer hubs\".<\/span><\/p>\n<\/li>\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Money Laundering Chain Analysis:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0Trace the transaction path to identify unusually complex loop structures.<\/span><\/p>\n<\/li>\n<\/ul>\n<h3 class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">2. Document Modeling: Enriching the Risk Control Landscape and Context of Events<\/span><\/h3>\n<p class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Graph structure alone is not enough to support decision making, risk control requires rich context, and ArangoDB's file model supports JSON format natively, which is highly flexible:<\/span><\/p>\n<ul class=\"ng-star-inserted\">\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Flexible storage details:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0No need for complicated table structure design, naturally adapts to expanding fields, no need to relocate the library.<\/span><\/p>\n<\/li>\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Multi-source data unification:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0Easily integrate semi-structured data such as device fingerprints and user traces.<\/span><\/p>\n<\/li>\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Efficient Enquiry:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0A single AQL statement can fulfill the hybrid query of \"transaction+relationship+behavior\" without the need of cross-library JOIN.<\/span><\/p>\n<\/li>\n<\/ul>\n<h3 class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">3. Integrated analysis: graphs + documents + vectors<\/span><\/h3>\n<p class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">ArangoDB's most competitive advantage is that it can span and merge multiple data models in a single query, dramatically simplifying architectural complexity:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul class=\"ng-star-inserted\">\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Logic Example:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0Also query \"whether it is a fraud ring (graph)\", \"past week's flow of funds (file)\" and \"whether the behavioral pattern is similar to known fraud (vector)\".<\/span><\/p>\n<\/li>\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Architectural Advantage:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0The task that traditionally requires three systems (graph database + file database + vector database) is accomplished in milliseconds on one platform.<\/span><\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e97f743 elementor-widget elementor-widget-heading\" data-id=\"e97f743\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">Applied Effectiveness: Capacity Mobilization of Financial Institutions<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-81dc3cf elementor-widget elementor-widget-text-editor\" data-id=\"81dc3cf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul>\n<li data-start=\"1209\" data-end=\"1254\">\n<p class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">In actual cases of overseas financial institutions, the adoption of multi-model + graph analytics framework has brought significant business enhancement:<\/span><\/p>\n<ul class=\"ng-star-inserted\">\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">3-10 times faster recognition:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0Risk control teams are able to quickly identify emerging fraud syndicates from a relational perspective and no longer passively rely on rule-based patching.<\/span><\/p>\n<\/li>\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">The accuracy rate has improved significantly:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0Graphical modeling complements relationship risk, reduces underreporting, and makes hidden anomalous transactions invisible.<\/span><\/p>\n<\/li>\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Millisecond response to risk control decisions:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0Thanks to the native decentralized and unified query architecture, system latency is dramatically reduced.<\/span><\/p>\n<\/li>\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Maintenance costs have been significantly reduced:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0Simplifies the technology stack and eliminates the need to maintain multiple distributed database systems.<\/span><\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2df4557 elementor-widget elementor-widget-image\" data-id=\"2df4557\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_31_18.763Z-1024x559.png\" class=\"attachment-large size-large wp-image-32075\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_31_18.763Z-1024x559.png 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_31_18.763Z-300x164.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_31_18.763Z-768x419.png 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_31_18.763Z-18x10.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_31_18.763Z-600x327.png 600w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/12\/Google_AI_Studio_2025-12-09T08_31_18.763Z.png 1408w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b8893a elementor-widget elementor-widget-heading\" data-id=\"2b8893a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">Conclusion<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3be2b8 elementor-widget elementor-widget-text-editor\" data-id=\"c3be2b8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">In the face of evolving fraudulent practices, financial institutions can no longer afford to tinker with their rules. True anti-fraud enhancement requires a relationship-structuring approach that is\u00a0<\/span><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Chart Model<\/span><\/strong><span class=\"ng-star-inserted\">The newest and most advanced technology in the world is a new technology that can record behavioral details.\u00a0<\/span><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">file model<\/span><\/strong><span class=\"ng-star-inserted\">, as well as the ability to recognize pattern similarities in\u00a0<\/span><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">Vector Search<\/span><\/strong><span class=\"ng-star-inserted\">The<\/span><\/p>\n<p class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">ArangoDB helps organizations move from \"event judgment\" to \"relationship insight\" and from passive defense to active identification through multi-model fusion. This not only means earlier detection of fraudulent groups, but also more stable model results and lower infrastructure costs. From data silos to integrated risk control will be the mainstream direction for upgrading the financial security framework in the future.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45ed7c8 elementor-widget elementor-widget-button\" data-id=\"45ed7c8\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/aiportek.com\/arangodb\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Go to the ArangoDB product page<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-9049411 e-flex e-con-boxed e-con e-parent\" data-id=\"9049411\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cfcf4de e-flex e-con-boxed e-con e-parent\" data-id=\"cfcf4de\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dbc1b58 elementor-widget elementor-widget-heading\" data-id=\"dbc1b58\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-xl\">Other Articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74adc8f elementor-posts--align-left elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"74adc8f\" data-element_type=\"widget\" data-settings=\"{&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:100,&quot;sizes&quot;:[]},&quot;cards_columns&quot;:&quot;3&quot;,&quot;cards_columns_tablet&quot;:&quot;2&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-34465 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-gnss tag-67\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/hongke-canoe-gnss-simulator-hil-testing-solution\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"484\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/02\/640-3.png\" class=\"attachment-full size-full wp-image-33152\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/02\/640-3.png 1080w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/02\/640-3-300x134.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/02\/640-3-1024x459.png 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/02\/640-3-768x344.png 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/02\/640-3-18x8.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/02\/640-3-600x269.png 600w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Case<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/hongke-canoe-gnss-simulator-hil-testing-solution\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tHONGKE Solution] HONGKE CANoe &amp; GNSS Simulator HIL Closed Loop Test Solution - Automotive Electronics and Autonomous Vehicles\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Explore HIL hardware-in-the-loop closed-loop test solution based on Vector CANoe and GTS P7 GNSS simulator. Designed for automated driving and automotive electronics ECU simulation, it provides high-precision and low-latency positioning verification to help the research and development of low-altitude economy and smart internet vehicles. Learn about localized technical support today!<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/hongke-canoe-gnss-simulator-hil-testing-solution\/\" aria-label=\"Read more about \u3010\u8679\u79d1\u65b9\u6848\u3011\u8679\u79d1 CANoe &amp; GNSS \u6a21\u64ec\u5668 HIL \u9589\u74b0\u6e2c\u8a66\u65b9\u6848 &#8211; \u6c7d\u8eca\u96fb\u5b50\u8207\u81ea\u52d5\u99d5\u99db\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tApril 28, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-34445 post type-post status-publish format-standard has-post-thumbnail hentry category-12 category-11 tag-redis tag-36\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/redis-finance\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1707\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d.jpeg\" class=\"attachment-full size-full wp-image-34451\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d.jpeg 2560w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-300x200.jpeg 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-1024x683.jpeg 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-768x512.jpeg 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-1536x1024.jpeg 1536w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-2048x1366.jpeg 2048w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-18x12.jpeg 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-600x400.jpeg 600w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Dry Goods<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/redis-finance\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tRainbow Solutions] 2026 Procurement Committee Must-Have: Hong Kong Bank Redis Procurement Checklist (Open Source vs Enterprise Decision Framework)\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>The HKMA has repeatedly emphasized risk-based and principle-driven requirements in recent years, and has brought the risk of third-party IT solutions to the forefront, meaning that it's fine to turn on Maintenance or Redis Enterprise, but you have to prove that the \"controls work\" rather than that the \"tool is famous\".<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/redis-finance\/\" aria-label=\"Read more about \u3010\u8679\u79d1\u65b9\u6848\u3011 2026 \u63a1\u8cfc\u59d4\u54e1\u6703\u5fc5\u5099\uff1a\u9999\u6e2f\u9280\u884c Redis \u63a1\u8cfc\u6aa2\u67e5\u6e05\u55ae\uff08\u958b\u6e90 vs \u4f01\u696d\u7248\u6c7a\u7b56\u6846\u67b6\uff09\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tApril 27, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-34388 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-peak tag-38\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/analog-digital-signal-mapping-can-fd-guide\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"567\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-7.webp\" class=\"attachment-full size-full wp-image-34389\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-7.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-7-300x166.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-7-768x425.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-7-18x10.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-7-600x332.webp 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Case<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/analog-digital-signal-mapping-can-fd-guide\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tHow to map analog signals to CAN\/CAN FD telegrams? One Step Guide\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Get an in-depth look at how to accurately convert analog signals such as temperature and pressure into CAN\/CAN FD telegrams using a data acquisition module (DAQ). This guide covers quantization, packaging principles, and hands-on procedures for automotive electronics and industrial automation engineering development.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/analog-digital-signal-mapping-can-fd-guide\/\" aria-label=\"Read more about \u3010\u8679\u79d1\u65b9\u6848\u3011 \u5982\u4f55\u5c07\u6a21\u64ec\u8a0a\u865f\u6620\u5c04\u81f3 CAN\/CAN FD \u5831\u6587\uff1f\u4e00\u6b65\u5230\u4f4d\u6307\u5357\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tApril 21, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t<div class=\"e-load-more-anchor\" data-page=\"1\" data-max-page=\"30\" data-next-page=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/32067\/page\/2\/\"><\/div>\n\t\t\t\t<nav class=\"elementor-pagination\" aria-label=\"Pagination\">\n\t\t\t<span class=\"page-numbers prev\">\"<\/span>\n<span aria-current=\"page\" class=\"page-numbers current\"><span class=\"elementor-screen-only\">Page<\/span>1<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/32067\/page\/2\/\"><span class=\"elementor-screen-only\">Page<\/span>2<\/a>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/32067\/page\/3\/\"><span class=\"elementor-screen-only\">Page<\/span>3<\/a>\n<span class=\"page-numbers dots\">...<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/32067\/page\/5\/\"><span class=\"elementor-screen-only\">Page<\/span>5<\/a>\n<a class=\"page-numbers next\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/32067\/page\/2\/\">\"<\/a>\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>ArangoDB plays a key role in the financial anti-fraud space, helping organizations move from traditional rule-based approaches to deep relationship insights. In the face of increasingly complex and insidious fraud networks, traditional risk control systems have been overwhelmed by the lack of a global perspective, lagging rule updates, and challenges in cross-system integration, ArangoDB, through its unique native multi-model (graphs, files, vectors) capabilities, integrates fragmented customer information, transaction behavior, and device fingerprints to achieve an integrated analysis of \"Relationships + Behavior + Patterns Identification\". This not only significantly improves the speed and accuracy of fraud identification, reduces decision-making delays and maintenance costs, but also empowers financial institutions with the ability to proactively prevent and comprehensively understand risks, opening a new chapter in financial anti-fraud.<\/p>","protected":false},"author":1,"featured_media":32080,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[18],"tags":[72,36],"class_list":["post-32067","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-18","tag-arangodb","tag-36"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/32067","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/comments?post=32067"}],"version-history":[{"count":5,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/32067\/revisions"}],"predecessor-version":[{"id":33303,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/32067\/revisions\/33303"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/media\/32080"}],"wp:attachment":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/media?parent=32067"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/categories?post=32067"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/tags?post=32067"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}