{"id":20338,"date":"2026-07-29T10:52:48","date_gmt":"2026-07-29T03:52:48","guid":{"rendered":"https:\/\/inda.vn\/?page_id=20338"},"modified":"2026-07-29T10:52:51","modified_gmt":"2026-07-29T03:52:51","slug":"data-platform-for-banks","status":"publish","type":"page","link":"https:\/\/inda.vn\/en\/data-platform-for-banks\/","title":{"rendered":"Data Platform for Banks"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"20338\" class=\"elementor elementor-20338\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8a96cf9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8a96cf9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-89063a2\" data-id=\"89063a2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8739c55 elementor-widget elementor-widget-heading\" data-id=\"8739c55\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Building a Modern Data Foundation for Banking Analytics and AI Transformation<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-efe428e elementor-widget elementor-widget-text-editor\" data-id=\"efe428e\" 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<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"855\" data-end=\"1136\">As banks accelerate digital transformation, they are managing increasingly complex data ecosystems across multiple business systems, including Core Banking, Digital Banking, CRM, Card Systems, Loan Origination Systems (LOS), Treasury, Contact Center, and Risk Management platforms.<\/p><p data-start=\"1138\" data-end=\"1397\">However, data is often fragmented across different systems and departments, creating significant challenges in building a unified customer view, generating management reports, ensuring data consistency, and implementing advanced analytics and AI applications.<\/p><p data-start=\"1399\" data-end=\"1766\">INDA provides <strong data-start=\"1413\" data-end=\"1440\">Data Platform for Banks<\/strong>, a modern data foundation designed specifically for financial institutions. The solution enables banks to integrate, standardize, and manage data from multiple banking systems through a unified architecture, supporting <strong data-start=\"1660\" data-end=\"1765\">Operational Data Store (ODS), Data Warehouse (DWH), Data Lakehouse, and Data Integration capabilities<\/strong>.<\/p><p data-start=\"1768\" data-end=\"2065\">With a scalable and open data architecture, banks can improve data accessibility, reduce dependency on disconnected systems, and establish a strong foundation for <strong data-start=\"1931\" data-end=\"2064\">Business Intelligence, Risk Analytics, Customer Analytics, Regulatory Reporting, Machine Learning, and Generative AI applications<\/strong>.<\/p>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4f5af86 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4f5af86\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-24b2a23\" data-id=\"24b2a23\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f060254 elementor-widget elementor-widget-heading\" data-id=\"f060254\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Banking Data Challenges in Digital Transformation<\/h2>\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-d1afd53 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d1afd53\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-843a78f\" data-id=\"843a78f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-12e74f7 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"12e74f7\" 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<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"2125\" data-end=\"2217\">Banks today face several challenges in managing and maximizing the value of enterprise data:<\/p><ul data-start=\"2219\" data-end=\"2915\"><li data-start=\"2219\" data-end=\"2338\">Data is distributed across multiple banking systems, making customer insights and reporting processes time-consuming.<\/li><li data-start=\"2339\" data-end=\"2462\">Lack of centralized data infrastructure limits the ability to support BI, Analytics, Risk Management, and AI initiatives.<\/li><li data-start=\"2463\" data-end=\"2553\">Manual data consolidation slows down management reporting and decision-making processes.<\/li><li data-start=\"2554\" data-end=\"2663\">Inconsistent data definitions across departments create conflicts in KPI measurement and business analysis.<\/li><li data-start=\"2664\" data-end=\"2784\">Increasing requirements for data security, privacy, and regulatory compliance create additional governance challenges.<\/li><li data-start=\"2785\" data-end=\"2915\">Existing data infrastructure may not support the scalability required for advanced analytics, Machine Learning, and AI adoption.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3287427 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"3287427\" 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<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/inda.vn\/en\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact us<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-49e3187\" data-id=\"49e3187\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-56e8330 elementor-widget elementor-widget-image\" data-id=\"56e8330\" 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=\"1536\" height=\"1024\" src=\"https:\/\/inda.vn\/wp-content\/uploads\/2026\/07\/challenges-data-platform-for-banks_11zon.webp\" class=\"attachment-full size-full wp-image-20340\" alt=\"Banks today face several challenges in managing and maximizing the value of enterprise data: Data is distributed across multiple banking systems, making customer insights and reporting processes time-consuming. Lack of centralized data infrastructure limits the ability to support BI, Analytics, Risk Management, and AI initiatives. Manual data consolidation slows down management reporting and decision-making processes. Inconsistent data definitions across departments create conflicts in KPI measurement and business analysis. Increasing requirements for data security, privacy, and regulatory compliance create additional governance challenges. Existing data infrastructure may not support the scalability required for advanced analytics, Machine Learning, and AI adoption.\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a14a3f9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a14a3f9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0986412\" data-id=\"0986412\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-eb1b311 elementor-widget elementor-widget-heading\" data-id=\"eb1b311\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Data Platform Solutions for Banks<\/h2>\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-ce9a839 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ce9a839\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-7256e2f\" data-id=\"7256e2f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-de78bd2 elementor-widget elementor-widget-heading\" data-id=\"de78bd2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-large\">Data Integration<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f30777 elementor-widget elementor-widget-text-editor\" data-id=\"5f30777\" 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<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"3128\" data-end=\"3292\">Banking data is generated across multiple systems, but disconnected data flows prevent organizations from gaining a complete and timely view of business operations.<\/p><p data-start=\"3294\" data-end=\"3492\">INDA Data Integration solutions connect data from Core Banking, Digital Banking, Card Systems, CRM, LOS, GL, Treasury, Contact Center, and other banking platforms to create a unified data ecosystem.<\/p><p data-start=\"3494\" data-end=\"3516\"><strong data-start=\"3494\" data-end=\"3516\">Business Benefits:<\/strong><\/p><p data-start=\"3518\" data-end=\"3825\">\u2714 Eliminate data silos across banking systems.<br data-start=\"3564\" data-end=\"3567\" \/>\u2714 Ensure consistent and synchronized data across platforms.<br data-start=\"3626\" data-end=\"3629\" \/>\u2714 Support multiple integration approaches including Batch Processing, CDC, and Near Real-Time Data Integration.<br data-start=\"3740\" data-end=\"3743\" \/>\u2714 Accelerate data availability for reporting, analytics, and digital applications.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-940a659 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"940a659\" 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<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/inda.vn\/en\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact us<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-f2a3c1c\" data-id=\"f2a3c1c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-615bd03 elementor-widget elementor-widget-heading\" data-id=\"615bd03\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-large\">Data Warehouse (DWH)<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5a3d98 elementor-widget elementor-widget-text-editor\" data-id=\"c5a3d98\" 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<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"3857\" data-end=\"4005\">Banks require trusted and centralized data sources to support management reporting, business analysis, risk management, and regulatory requirements.<\/p><p data-start=\"4007\" data-end=\"4152\">INDA Data Warehouse solutions create a structured and standardized data repository that enables accurate reporting and enterprise-wide analytics.<\/p><p data-start=\"4154\" data-end=\"4176\"><strong data-start=\"4154\" data-end=\"4176\">Business Benefits:<\/strong><\/p><p data-start=\"4178\" data-end=\"4485\">\u2714 Build a Single Source of Truth across the organization.<br data-start=\"4235\" data-end=\"4238\" \/>\u2714 Reduce time spent preparing management and regulatory reports.<br data-start=\"4302\" data-end=\"4305\" \/>\u2714 Improve data accuracy for analytics and decision-making.<br data-start=\"4363\" data-end=\"4366\" \/>\u2714 Support banking use cases including credit analysis, risk management, business performance, and compliance reporting.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-763de7f elementor-align-center elementor-widget elementor-widget-button\" data-id=\"763de7f\" 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<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/inda.vn\/en\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact us<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-40debf8\" data-id=\"40debf8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-994e95f elementor-widget elementor-widget-heading\" data-id=\"994e95f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-large\">Data Lakehouse<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9be6b52 elementor-widget elementor-widget-text-editor\" data-id=\"9be6b52\" 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<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"4511\" data-end=\"4659\">Modern banking requires flexible data architectures capable of handling structured and unstructured data for advanced analytics and AI applications.<\/p><p data-start=\"4661\" data-end=\"4873\">INDA Data Lakehouse solutions combine the capabilities of Data Warehouse and Data Lake architectures, enabling banks to manage large-scale data while supporting BI, Analytics, Machine Learning, and Generative AI.<\/p><p data-start=\"4875\" data-end=\"4897\"><strong data-start=\"4875\" data-end=\"4897\">Business Benefits:<\/strong><\/p><p data-start=\"4899\" data-end=\"5152\">\u2714 Unify diverse data sources on a flexible Lakehouse platform.<br data-start=\"4961\" data-end=\"4964\" \/>\u2714 Enable advanced analytics and AI applications.<br data-start=\"5012\" data-end=\"5015\" \/>\u2714 Optimize large-scale data processing performance and cost efficiency.<br data-start=\"5086\" data-end=\"5089\" \/>\u2714 Build a future-ready foundation for Data &amp; AI transformation.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce91ae3 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"ce91ae3\" 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<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/inda.vn\/en\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact us<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-b99991d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b99991d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-aabfb38\" data-id=\"aabfb38\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e026ba8 elementor-widget elementor-widget-heading\" data-id=\"e026ba8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-large\">Operational Data Store (ODS)<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec80158 elementor-widget elementor-widget-text-editor\" data-id=\"ec80158\" 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<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"5192\" data-end=\"5395\">Banks need timely access to operational data for daily business activities, internal applications, and fast reporting. However, directly querying transactional systems can impact operational performance.<\/p><p data-start=\"5397\" data-end=\"5571\">INDA Operational Data Store (ODS) provides an intermediate data layer that consolidates operational data from multiple source systems and supports near real-time data access.<\/p><p data-start=\"5573\" data-end=\"5595\"><strong data-start=\"5573\" data-end=\"5595\">Business Benefits:<\/strong><\/p><p data-start=\"5597\" data-end=\"5884\">\u2714 Consolidate operational data from multiple banking systems.<br data-start=\"5658\" data-end=\"5661\" \/>\u2714 Provide consistent data sources for operational applications and reporting.<br data-start=\"5738\" data-end=\"5741\" \/>\u2714 Reduce workload on Core Banking and transactional systems.<br data-start=\"5801\" data-end=\"5804\" \/>\u2714 Enable faster monitoring of banking operations with continuously updated data.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a238403 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"a238403\" 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<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/inda.vn\/en\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact us<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-c193acc\" data-id=\"c193acc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-182d3c8 elementor-widget elementor-widget-heading\" data-id=\"182d3c8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-large\">Data Delivery & Semantic Layer<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af8b9ff elementor-widget elementor-widget-text-editor\" data-id=\"af8b9ff\" 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<p data-path-to-node=\"1\">Different departments often interpret metrics differently, leading to inconsistent reports, conflicting decisions, and reduced organizational agility.<\/p><p data-path-to-node=\"2\">INDA Semantic Layer standardizes business definitions, metrics, and data models across the enterprise\u2014ensuring banking teams operate on a single source of truth for reliable decision-making.<\/p><p><strong data-start=\"6216\" data-end=\"6238\">Business Benefits:<\/strong><\/p><p data-start=\"6240\" data-end=\"6521\">\u2714 Standardize data definitions and business metrics across departments.<br data-start=\"6311\" data-end=\"6314\" \/>\u2714 Ensure consistent KPI measurement for management reporting.<br data-start=\"6375\" data-end=\"6378\" \/>\u2714 Enable business users to access insights without heavy IT dependency.<br data-start=\"6449\" data-end=\"6452\" \/>\u2714 Improve data delivery for BI, Analytics, APIs, and AI applications.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-721f8b1 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"721f8b1\" 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<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/inda.vn\/en\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact us<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-d0857d9\" data-id=\"d0857d9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1a4c3fa elementor-widget elementor-widget-heading\" data-id=\"1a4c3fa\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-large\">Data Security & Access Control<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32ca61a elementor-widget elementor-widget-text-editor\" data-id=\"32ca61a\" 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<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"6563\" data-end=\"6703\">Banks handle highly sensitive customer and financial data that requires strict security controls, access governance, and audit capabilities.<\/p><p data-start=\"6705\" data-end=\"6861\">INDA implements data security frameworks to help financial institutions protect sensitive information and meet banking security and compliance requirements.<\/p><p data-start=\"6863\" data-end=\"6885\"><strong data-start=\"6863\" data-end=\"6885\">Business Benefits:<\/strong><\/p><p data-start=\"6887\" data-end=\"7143\">\u2714 Control data access based on user roles and responsibilities.<br data-start=\"6950\" data-end=\"6953\" \/>\u2714 Protect sensitive customer information through Data Masking.<br data-start=\"7015\" data-end=\"7018\" \/>\u2714 Track data access and changes through Audit Logs.<br data-start=\"7069\" data-end=\"7072\" \/>\u2714 Support security, governance, and regulatory compliance requirements.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3202db3 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"3202db3\" 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<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/inda.vn\/en\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact us<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\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-b9458de elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b9458de\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2d0d177\" data-id=\"2d0d177\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1ecca5e elementor-widget elementor-widget-heading\" data-id=\"1ecca5e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Data Platform Implementation Process for Banks<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bbb9821 elementor-widget elementor-widget-text-editor\" data-id=\"bbb9821\" 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<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"51\" data-end=\"407\">INDA applies a structured implementation approach to help banks build a modern data platform that enables centralized data management, advanced analytics, regulatory reporting, and AI-driven applications. The process combines banking domain expertise with data engineering capabilities to ensure scalability, security, and long-term operational efficiency.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d2aeb5 elementor-widget elementor-widget-image\" data-id=\"4d2aeb5\" 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=\"1536\" height=\"1024\" src=\"https:\/\/inda.vn\/wp-content\/uploads\/2026\/07\/data-platform-for-banks-process_11zon.webp\" class=\"attachment-full size-full wp-image-20342\" alt=\"Step 1. Assessment Evaluate Core Banking systems, surrounding applications, data infrastructure, and business requirements to design an appropriate data architecture. Key Activities Assess data source systems. Evaluate data quality. Identify business requirements. Develop overall architecture and implementation roadmap. Step 2. Data Architecture Design Design the data architecture from Source Systems \u2192 Ingestion \/ CDC \u2192 ODS \/ DWH \/ Lakehouse \u2192 Semantic Layer \u2192 BI \/ AI \/ API to meet operational requirements and ensure long-term scalability. Key Activities Design Data Architecture. Design Data Models. Design ETL\/ELT and CDC data pipelines. Design security and access control mechanisms. Step 3. Data Platform Implementation &amp; Integration Deploy the data platform and integrate it with banking business systems to establish a unified data foundation. Key Activities Implement ODS, DWH, and Lakehouse platforms. Integrate Core Banking, CRM, Card, LOS, GL, and other banking systems. Establish Data Integration processes. Enable Batch and Near Real-time data synchronization. Step 4. Testing &amp; Validation Evaluate data quality and overall platform performance before moving the solution into production. Key Activities ETL\/ELT Testing. Data Quality Testing. Performance Testing. User Acceptance Testing (UAT). Step 5. Go-live &amp; Operations Deploy the data platform into the production environment and monitor its performance during the initial operational phase. Key Activities Production Go-live. System Monitoring. Performance Optimization. User Support. Step 6. Knowledge Transfer &amp; Optimization Train operational teams and continuously optimize the data platform to support banks\u2019 evolving business needs. Key Activities System administration training. Technical documentation handover. Performance optimization. Expand the platform to support BI, AI, and Data Governance initiatives.\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\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-c43e95d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c43e95d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-83705c6\" data-id=\"83705c6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4f6cb9c elementor-widget elementor-widget-heading\" data-id=\"4f6cb9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why Choose INDA for Banking Data Platform Transformation?<\/h2>\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-f3435e3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f3435e3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-c15ac19\" data-id=\"c15ac19\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2954f16 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"2954f16\" 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<p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"8097\" data-end=\"8122\"><strong>1. Banking Data Expertise<\/strong><\/p><p data-start=\"8124\" data-end=\"8262\">INDA understands the complexity of banking data ecosystems, including Core Banking, CRM, LOS, Card Systems, and other financial platforms.<\/p><p data-start=\"8264\" data-end=\"8304\"><strong>2. Solving Data Fragmentation Challenges<\/strong><\/p><p data-start=\"8306\" data-end=\"8449\">We help banks integrate disconnected data sources and build centralized data foundations for reporting, analytics, and business transformation.<\/p><p data-start=\"8451\" data-end=\"8489\"><strong>3. Scalable and Open Data Architecture<\/strong><\/p><p data-start=\"8491\" data-end=\"8650\">Our solutions are designed to integrate with existing banking infrastructure while supporting future BI, Analytics, AI, and digital transformation initiatives.<\/p><p data-start=\"8652\" data-end=\"8701\"><strong>4. Strong Data Security and Governance Capability<\/strong><\/p><p data-start=\"8703\" data-end=\"8849\">INDA applies data security, access control, and governance practices to help banks protect sensitive information and meet compliance requirements.<\/p><p data-start=\"8851\" data-end=\"8891\"><strong>5. End-to-End Implementation Partnership<\/strong><\/p><p data-start=\"8893\" data-end=\"9039\">From consulting and architecture design to implementation and optimization, INDA supports banks throughout the entire data transformation journey.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b0c6150 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"b0c6150\" 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<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/inda.vn\/en\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact us<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-beef2e6\" data-id=\"beef2e6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-87e8604 elementor-widget elementor-widget-image\" data-id=\"87e8604\" 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=\"1254\" height=\"1254\" src=\"https:\/\/inda.vn\/wp-content\/uploads\/2026\/07\/why-choose-inda-data-platform-for-banks_11zon.webp\" class=\"attachment-full size-full wp-image-20344\" alt=\"\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6dc349e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6dc349e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-16f99f0\" data-id=\"16f99f0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d4b5bb7 elementor-widget elementor-widget-heading\" data-id=\"d4b5bb7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Frequently Asked Questions (FAQ)<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a1eaf4 elementor-widget elementor-widget-text-editor\" data-id=\"3a1eaf4\" 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<h4 class=\"PDq2pG_selectionAnchorContainer\" data-start=\"624\" data-end=\"721\">1. Why do banks have large amounts of data but still struggle to generate actionable insights?<\/h4><p data-start=\"723\" data-end=\"1050\">Banks generate massive amounts of data from Core Banking, Digital Banking, CRM, Card Systems, Loan Origination Systems, and other business applications. However, when data is fragmented across different platforms and departments, banks often struggle to build a complete view of customers, operations, and business performance.<\/p><p data-start=\"1052\" data-end=\"1373\">Without a unified data foundation, decision-makers may spend significant time collecting and validating information instead of focusing on strategic initiatives. INDA helps banks establish a modern data platform that integrates and standardizes data, enabling faster analytics, reporting, and data-driven decision-making.<\/p><h4 data-start=\"1380\" data-end=\"1478\">2. Why do banking reports take too long to prepare and often require manual data consolidation?<\/h4><p data-start=\"1480\" data-end=\"1669\">Many banks still rely on manual processes to collect, reconcile, and consolidate data from multiple systems before generating management reports, regulatory reports, or business dashboards.<\/p><p data-start=\"1671\" data-end=\"1995\">This approach increases reporting time, creates risks of inconsistent figures, and makes it difficult for management teams to access timely information. INDA helps banks build centralized data infrastructure and automated data pipelines to improve reporting efficiency and ensure trusted information across the organization.<\/p><h4 data-start=\"2002\" data-end=\"2106\">3. Why do different departments in a bank often have different numbers for the same business metrics?<\/h4><p data-start=\"2108\" data-end=\"2305\">In many financial institutions, departments may use different definitions, calculation methods, or data sources for key metrics such as customer volume, loan portfolio, revenue, or risk indicators.<\/p><p data-start=\"2307\" data-end=\"2597\">This lack of data consistency creates challenges in performance management, regulatory reporting, and strategic decision-making. INDA helps banks standardize data definitions, business metrics, and governance processes to establish a reliable single source of truth across the organization.<\/p><h4 data-start=\"2604\" data-end=\"2692\">4. Why is it difficult for banks to gain a complete understanding of their customers?<\/h4><p data-start=\"2694\" data-end=\"2858\">Customer data is often distributed across multiple channels, including Core Banking, Mobile Banking, Internet Banking, CRM, Card Systems, and transaction platforms.<\/p><p data-start=\"2860\" data-end=\"3187\">As a result, banks may struggle to understand customer behavior, identify customer needs, personalize services, and develop effective engagement strategies. INDA helps banks integrate customer data from multiple sources to create a stronger foundation for Customer 360, customer analytics, and personalized banking experiences.<\/p><h4 data-start=\"3194\" data-end=\"3279\">5. Why do many banks struggle to implement AI and advanced analytics successfully?<\/h4><p data-start=\"3281\" data-end=\"3444\">Many banks invest in AI initiatives but face challenges related to data availability, data quality, integration complexity, and limited access to trusted datasets.<\/p><p data-start=\"3446\" data-end=\"3717\">AI models require accurate, complete, and well-managed data to deliver meaningful business value. INDA helps banks build AI-ready data foundations that support Machine Learning, Generative AI, fraud detection, credit risk analysis, and other advanced analytics use cases.<\/p><h4 data-start=\"3724\" data-end=\"3816\">6. How can banks modernize their data infrastructure while maintaining stable operations?<\/h4><p data-start=\"3818\" data-end=\"3983\">Banks often hesitate to transform their data architecture because critical systems such as Core Banking must operate continuously with high reliability and security.<\/p><p data-start=\"3985\" data-end=\"4284\">A complete replacement approach can introduce unnecessary risks and operational disruption. INDA supports a phased modernization approach, enabling banks to integrate existing systems, gradually build modern data capabilities, and expand analytics and AI adoption without impacting daily operations.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-232672f elementor-widget elementor-widget-text-editor\" data-id=\"232672f\" 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<p>Contact INDA today to explore the right Data Platform strategy for your banking transformation journey.<\/p>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Building a Modern Data Foundation for Banking Analytics and AI Transformation As banks accelerate digital transformation, they are managing increasingly<\/p>\n","protected":false},"author":25,"featured_media":20349,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"class_list":["post-20338","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/pages\/20338","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/users\/25"}],"replies":[{"embeddable":true,"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/comments?post=20338"}],"version-history":[{"count":4,"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/pages\/20338\/revisions"}],"predecessor-version":[{"id":20348,"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/pages\/20338\/revisions\/20348"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/media\/20349"}],"wp:attachment":[{"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/media?parent=20338"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}