{"id":20538,"date":"2026-07-30T15:34:21","date_gmt":"2026-07-30T08:34:21","guid":{"rendered":"https:\/\/inda.vn\/?page_id=20538"},"modified":"2026-07-30T15:34:24","modified_gmt":"2026-07-30T08:34:24","slug":"data-lakehouse","status":"publish","type":"page","link":"https:\/\/inda.vn\/en\/data-lakehouse\/","title":{"rendered":"Data Lakehouse"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"20538\" class=\"elementor elementor-20538\" 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-7293fcb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7293fcb\" 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-9b2d734\" data-id=\"9b2d734\" 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-ff72f33 elementor-widget elementor-widget-heading\" data-id=\"ff72f33\" 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\">Unified Data Platform for Modern Enterprise Data Management<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bae1bc7 elementor-widget elementor-widget-text-editor\" data-id=\"bae1bc7\" 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=\"606\" data-end=\"855\">As enterprises continue to generate increasing volumes of data from business applications, operational systems, CRM, ERP, digital platforms, and external data sources, managing and extracting value from distributed data has become a major challenge.<\/p><p data-start=\"857\" data-end=\"1269\">Many organizations still struggle with fragmented data environments, complex data integration processes, inconsistent information across systems, and limited capabilities to support advanced analytics and Artificial Intelligence (AI). Traditional data architectures often create barriers when businesses need to process large-scale data, combine different data formats, or accelerate data-driven decision-making.<\/p><p data-start=\"1271\" data-end=\"1587\">A Data Lakehouse is a modern data architecture that combines the scalability and flexibility of Data Lake with the governance, reliability, and analytical capabilities of Data Warehouse. This unified approach enables enterprises to store, process, manage, and analyze diverse data types within a single architecture.<\/p><p data-start=\"1589\" data-end=\"1996\">INDA provides Data Lakehouse consulting and implementation services, helping enterprises assess their current data environment, design suitable Lakehouse architectures, integrate data sources, build scalable data pipelines, and connect analytics and AI workloads. With experience across commercial and open-source technologies, INDA helps organizations establish a flexible and future-ready data foundation.<\/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-1aaa15c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1aaa15c\" 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-4dbb39e\" data-id=\"4dbb39e\" 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-b39347e elementor-widget elementor-widget-heading\" data-id=\"b39347e\" 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\">Challenges in Enterprise Data Management<\/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-67ebd3b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"67ebd3b\" 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-806cd47\" data-id=\"806cd47\" 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-56c86a5 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"56c86a5\" 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=\"348\" data-end=\"410\">Fragmented Data Makes It Difficult to Unlock Business Value<\/h4><p data-start=\"412\" data-end=\"614\">As enterprises generate increasing volumes of data from ERP, CRM, operational systems, digital platforms, and cloud applications, managing and extracting value from data has become increasingly complex.<\/p><p data-start=\"616\" data-end=\"642\">Common challenges include:<\/p><ul data-start=\"644\" data-end=\"1065\"><li data-start=\"644\" data-end=\"774\"><strong data-start=\"646\" data-end=\"684\">Data silos across multiple systems<\/strong> make it difficult to integrate, standardize, and build a unified view of enterprise data.<\/li><li data-start=\"775\" data-end=\"928\"><strong data-start=\"777\" data-end=\"834\">Limited scalability of traditional data architectures<\/strong> prevents organizations from efficiently handling growing data volumes and diverse data types.<\/li><li data-start=\"929\" data-end=\"1065\"><strong data-start=\"931\" data-end=\"973\">Data is not ready for Analytics and AI<\/strong> due to inconsistent data quality, complex preparation processes, and limited accessibility.<\/li><\/ul><p data-start=\"1067\" data-end=\"1212\">Without a modern data architecture, enterprises may struggle to accelerate analytics initiatives, improve decision-making, and scale AI adoption<\/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-082f597 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"082f597\" 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-9266366\" data-id=\"9266366\" 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-c3e384d elementor-widget elementor-widget-image\" data-id=\"c3e384d\" 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=\"1448\" height=\"1086\" src=\"https:\/\/inda.vn\/wp-content\/uploads\/2026\/07\/data-lakehouse-challenges_11zon.webp\" class=\"attachment-full size-full wp-image-20545\" alt=\"Challenges in Enterprise Data Management Fragmented Data Environments Limit Data-Driven Transformation As organizations collect data from multiple sources, managing and extracting value from data becomes increasingly complex. Common challenges include: Data fragmentation across multiple systems, making it difficult to create a unified and trusted data foundation. Limited scalability of traditional data architectures, especially when handling large volumes and diverse types of data. Difficulty preparing data for Analytics and AI, due to inconsistent data quality, limited accessibility, and disconnected data environments.\" \/>\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-d68727d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d68727d\" 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-5be0418\" data-id=\"5be0418\" 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-446d764 elementor-widget elementor-widget-heading\" data-id=\"446d764\" 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 Lakehouse \u2013 A Modern Foundation for Enterprise Data<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a8b6628 elementor-widget elementor-widget-text-editor\" data-id=\"a8b6628\" 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=\"2583\" data-end=\"2712\">Data Lakehouse is a unified data architecture that combines the strengths of Data Lake and Data Warehouse into a single platform.<\/p><p data-start=\"2714\" data-end=\"2839\">Instead of maintaining separate systems for data storage, processing, and analytics, Lakehouse enables organizations to:<\/p><ul data-start=\"2841\" data-end=\"3060\"><li data-start=\"2841\" data-end=\"2900\">Store structured, semi-structured, and unstructured data.<\/li><li data-start=\"2901\" data-end=\"2952\">Manage enterprise data on a centralized platform.<\/li><li data-start=\"2953\" data-end=\"3000\">Support large-scale data analytics workloads.<\/li><li data-start=\"3001\" data-end=\"3060\">Connect seamlessly with BI platforms and AI applications.<\/li><\/ul><p data-start=\"3062\" data-end=\"3285\">Compared with traditional data architectures, Data Lakehouse provides greater flexibility, scalability, and cost efficiency, helping organizations build a future-ready data foundation for advanced analytics and AI adoption.<\/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-82a73e2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"82a73e2\" 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-71e5ff9\" data-id=\"71e5ff9\" 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-d657332 elementor-widget elementor-widget-heading\" data-id=\"d657332\" 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\">INDA Data Lakehouse Solutions<\/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-3e258a9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3e258a9\" 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-4012995\" data-id=\"4012995\" 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-339847d elementor-widget elementor-widget-heading\" data-id=\"339847d\" 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\">1. Comprehensive Lakehouse Consulting and Implementation<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b4599c elementor-widget elementor-widget-text-editor\" data-id=\"5b4599c\" 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=\"3391\" data-end=\"3576\">INDA provides Data Lakehouse solutions that help organizations modernize their data platforms, integrate fragmented data sources, and build a scalable foundation for advanced analytics.<\/p><p data-start=\"3578\" data-end=\"3612\">The solution is designed based on:<\/p><ul data-start=\"3614\" data-end=\"3752\"><li data-start=\"3614\" data-end=\"3641\">Current data environment.<\/li><li data-start=\"3642\" data-end=\"3666\">Business requirements.<\/li><li data-start=\"3667\" data-end=\"3699\">Security and governance needs.<\/li><li data-start=\"3700\" data-end=\"3725\">Scalability objectives.<\/li><li data-start=\"3726\" data-end=\"3752\">Long-term data strategy.<\/li><\/ul>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-32eb25e\" data-id=\"32eb25e\" 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-ba29e25 elementor-widget elementor-widget-heading\" data-id=\"ba29e25\" 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\">2. Data Assessment and Architecture Consulting<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d20fc5 elementor-widget elementor-widget-text-editor\" data-id=\"8d20fc5\" 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=\"4005\" data-end=\"4085\">Before implementation, INDA evaluates the existing data environment to identify:<\/p><ul data-start=\"4087\" data-end=\"4216\"><li data-start=\"4087\" data-end=\"4122\">Current data sources and systems.<\/li><li data-start=\"4123\" data-end=\"4152\">Existing data architecture.<\/li><li data-start=\"4153\" data-end=\"4175\">Data maturity level.<\/li><li data-start=\"4176\" data-end=\"4216\">Performance and security requirements.<\/li><\/ul><p data-start=\"4218\" data-end=\"4361\">Based on the assessment, INDA recommends an optimized Lakehouse architecture aligned with business objectives and technology capabilities.<\/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-inner-section elementor-element elementor-element-8780336 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8780336\" 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-inner-column elementor-element elementor-element-be4a779\" data-id=\"be4a779\" 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-fbc3196 elementor-widget elementor-widget-heading\" data-id=\"fbc3196\" 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\">3. Data Lakehouse Architecture Design<\/h3>\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-6a15995 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6a15995\" 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-20 elementor-inner-column elementor-element elementor-element-9760248\" data-id=\"9760248\" 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-fad903d elementor-widget elementor-widget-text-editor\" data-id=\"fad903d\" 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=\"4999\" data-end=\"5061\">Data Source<\/h4><p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"4506\" data-end=\"4524\">Connect data from:<\/p><ul data-start=\"4526\" data-end=\"4610\"><li data-start=\"4526\" data-end=\"4538\">Databases.<\/li><li data-start=\"4539\" data-end=\"4565\">Enterprise applications.<\/li><li data-start=\"4566\" data-end=\"4585\">Business systems.<\/li><li data-start=\"4586\" data-end=\"4610\">External data sources.<\/li><\/ul>\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<div class=\"elementor-column elementor-col-20 elementor-inner-column elementor-element elementor-element-23d8839\" data-id=\"23d8839\" 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-028279e elementor-widget elementor-widget-text-editor\" data-id=\"028279e\" 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 data-start=\"5205\" data-end=\"5242\">Data Ingestion<\/h4><p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"4632\" data-end=\"4678\">Build scalable data ingestion pipelines using:<\/p><ul data-start=\"4680\" data-end=\"4790\"><li data-start=\"4680\" data-end=\"4713\">ETL (Extract, Transform, Load).<\/li><li data-start=\"4714\" data-end=\"4747\">ELT (Extract, Load, Transform).<\/li><li data-start=\"4748\" data-end=\"4767\">Batch processing.<\/li><li data-start=\"4768\" data-end=\"4790\">Real-time streaming.<\/li><\/ul>\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<div class=\"elementor-column elementor-col-20 elementor-inner-column elementor-element elementor-element-0c8453f\" data-id=\"0c8453f\" 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-fe15225 elementor-widget elementor-widget-text-editor\" data-id=\"fe15225\" 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=\"4792\" data-end=\"4808\">Data Storage<\/h4><p data-start=\"4810\" data-end=\"4855\">Design flexible storage architectures across:<\/p><ul data-start=\"4857\" data-end=\"4930\"><li data-start=\"4857\" data-end=\"4878\">Cloud environments.<\/li><li data-start=\"4879\" data-end=\"4907\">On-premise infrastructure.<\/li><li data-start=\"4908\" data-end=\"4930\">Hybrid Cloud models.<\/li><\/ul><p data-start=\"4932\" data-end=\"4999\">Ensuring scalability, cost optimization, and security requirements.<\/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<div class=\"elementor-column elementor-col-20 elementor-inner-column elementor-element elementor-element-f704ed5\" data-id=\"f704ed5\" 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-c606795 elementor-widget elementor-widget-text-editor\" data-id=\"c606795\" 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>Data Processing<\/h4><p data-start=\"5022\" data-end=\"5030\">Support:<\/p><ul data-start=\"5032\" data-end=\"5137\"><li data-start=\"5032\" data-end=\"5049\">Data cleansing.<\/li><li data-start=\"5050\" data-end=\"5072\">Data transformation.<\/li><li data-start=\"5073\" data-end=\"5096\">Data standardization.<\/li><li data-start=\"5097\" data-end=\"5137\">Data preparation for Analytics and AI.<\/li><\/ul>\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<div class=\"elementor-column elementor-col-20 elementor-inner-column elementor-element elementor-element-76bf97a\" data-id=\"76bf97a\" 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-f2f241c elementor-widget elementor-widget-text-editor\" data-id=\"f2f241c\" 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=\"5139\" data-end=\"5158\">Data Governance<\/h4><p data-start=\"5160\" data-end=\"5204\">Integrate governance capabilities including:<\/p><ul data-start=\"5206\" data-end=\"5303\"><li data-start=\"5206\" data-end=\"5228\">Metadata Management.<\/li><li data-start=\"5229\" data-end=\"5251\">Data access control.<\/li><li data-start=\"5252\" data-end=\"5278\">Data Quality Management.<\/li><li data-start=\"5279\" data-end=\"5303\">Data Lineage tracking.<\/li><\/ul>\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-inner-section elementor-element elementor-element-abd8eb8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"abd8eb8\" 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-9340354\" data-id=\"9340354\" 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-1eb3e6d elementor-widget elementor-widget-heading\" data-id=\"1eb3e6d\" 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\">4. Data Pipeline Development and Data Integration<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b2aec8e elementor-widget elementor-widget-text-editor\" data-id=\"b2aec8e\" 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=\"5364\" data-end=\"5484\">INDA helps organizations build automated data pipelines that enable efficient data collection, processing, and delivery.<\/p><p data-start=\"5486\" data-end=\"5509\">Key activities include:<\/p><ul data-start=\"5511\" data-end=\"5667\"><li data-start=\"5511\" data-end=\"5551\">Connecting data from multiple sources.<\/li><li data-start=\"5552\" data-end=\"5588\">Building automated data pipelines.<\/li><li data-start=\"5589\" data-end=\"5630\">Streamlining data processing workflows.<\/li><li data-start=\"5631\" data-end=\"5667\">Synchronizing data across systems.<\/li><\/ul>\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<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-2e3dfc0\" data-id=\"2e3dfc0\" 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-ee4a2a4 elementor-widget elementor-widget-heading\" data-id=\"ee4a2a4\" 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\">5. Analytics, BI, and AI Integration<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-971af1d elementor-widget elementor-widget-text-editor\" data-id=\"971af1d\" 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=\"5857\" data-end=\"5978\">Data Lakehouse is not only a storage platform but also a foundation for turning enterprise data into actionable insights.<\/p><p data-start=\"5980\" data-end=\"6011\">INDA supports integration with:<\/p><ul data-start=\"6013\" data-end=\"6145\"><li data-start=\"6013\" data-end=\"6042\">Business Intelligence (BI).<\/li><li data-start=\"6043\" data-end=\"6066\">Executive dashboards.<\/li><li data-start=\"6067\" data-end=\"6088\">Advanced Analytics.<\/li><li data-start=\"6089\" data-end=\"6115\">Machine Learning models.<\/li><li data-start=\"6116\" data-end=\"6145\">Generative AI applications.<\/li><\/ul><p data-start=\"6147\" data-end=\"6250\">Helping organizations transform data into business insights and accelerate data-driven decision-making.<\/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<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-cf9abff\" data-id=\"cf9abff\" 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-295e5f9 elementor-widget elementor-widget-heading\" data-id=\"295e5f9\" 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\">6. Lakehouse Optimization and Operation Support<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-536700f elementor-widget elementor-widget-text-editor\" data-id=\"536700f\" 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=\"6314\" data-end=\"6369\">After implementation, INDA supports organizations with:<\/p><ul data-start=\"6371\" data-end=\"6493\"><li data-start=\"6371\" data-end=\"6391\">System monitoring.<\/li><li data-start=\"6392\" data-end=\"6423\">Data processing optimization.<\/li><li data-start=\"6424\" data-end=\"6442\">Cost management.<\/li><li data-start=\"6443\" data-end=\"6493\">Architecture expansion based on business growth.<\/li><\/ul><p data-start=\"6495\" data-end=\"6602\">Ensuring the Data Lakehouse platform remains efficient, scalable, and aligned with evolving business needs.<\/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-inner-section elementor-element elementor-element-e5ea82b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e5ea82b\" 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-inner-column elementor-element elementor-element-dcd408e\" data-id=\"dcd408e\" 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-452268b elementor-align-center elementor-widget elementor-widget-button\" data-id=\"452268b\" 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-924c6eb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"924c6eb\" 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-1a40ed8\" data-id=\"1a40ed8\" 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-ad68356 elementor-widget elementor-widget-heading\" data-id=\"ad68356\" 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 Lakehouse Platforms INDA Supports<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9f8129 elementor-widget elementor-widget-text-editor\" data-id=\"c9f8129\" 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=\"3466\" data-end=\"3591\">INDA does not limit organizations to a single technology platform. Based on existing infrastructure, business requirements, and data strategy, INDA recommends the most suitable Lakehouse approach.<\/p>\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-1127b94 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1127b94\" 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-25 elementor-inner-column elementor-element elementor-element-1620c55\" data-id=\"1620c55\" 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-5bc2984 elementor-widget elementor-widget-text-editor\" data-id=\"5bc2984\" 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=\"6854\" data-end=\"6878\">Oracle Data Lakehouse<\/h4><p data-start=\"6880\" data-end=\"6963\">Suitable for organizations using the Oracle ecosystem with strong requirements for:<\/p><ul data-start=\"6965\" data-end=\"7052\"><li data-start=\"6965\" data-end=\"6994\">Enterprise data management.<\/li><li data-start=\"6995\" data-end=\"7006\">Security.<\/li><li data-start=\"7007\" data-end=\"7052\">Integration with existing business systems.<\/li><\/ul>\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<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-f4d96b3\" data-id=\"f4d96b3\" 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-72d0617 elementor-widget elementor-widget-text-editor\" data-id=\"72d0617\" 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=\"7059\" data-end=\"7078\">Microsoft Fabric<\/h4><p data-start=\"7080\" data-end=\"7146\">A unified data platform within the Microsoft ecosystem supporting:<\/p><ul data-start=\"7148\" data-end=\"7221\"><li data-start=\"7148\" data-end=\"7167\">Data Engineering.<\/li><li data-start=\"7168\" data-end=\"7180\">Analytics.<\/li><li data-start=\"7181\" data-end=\"7205\">Business Intelligence.<\/li><li data-start=\"7206\" data-end=\"7221\">AI workloads.<\/li><\/ul>\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<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-48742b4\" data-id=\"48742b4\" 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-82908e3 elementor-widget elementor-widget-text-editor\" data-id=\"82908e3\" 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=\"7228\" data-end=\"7266\">AWS and Google Cloud Data Lakehouse<\/h4><p data-start=\"7268\" data-end=\"7348\">INDA supports Lakehouse implementation on major Cloud platforms, including:<\/p><ul data-start=\"7350\" data-end=\"7372\"><li data-start=\"7350\" data-end=\"7356\">AWS.<\/li><li data-start=\"7357\" data-end=\"7372\">Google Cloud.<\/li><\/ul><p data-start=\"7374\" data-end=\"7462\">Helping organizations leverage cloud scalability, flexibility, and optimized operations.<\/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<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-96214b7\" data-id=\"96214b7\" 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-121cd10 elementor-widget elementor-widget-text-editor\" data-id=\"121cd10\" 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=\"7469\" data-end=\"7498\">Open-Source Data Lakehouse<\/h4><p data-start=\"7500\" data-end=\"7585\">INDA supports open-source Data Lakehouse architectures based on technologies such as:<\/p><ul data-start=\"7587\" data-end=\"7656\"><li data-start=\"7587\" data-end=\"7604\">Apache Iceberg.<\/li><li data-start=\"7605\" data-end=\"7620\">Apache Spark.<\/li><li data-start=\"7621\" data-end=\"7629\">Trino.<\/li><li data-start=\"7630\" data-end=\"7640\">Airflow.<\/li><li data-start=\"7641\" data-end=\"7647\">dbt.<\/li><li data-start=\"7648\" data-end=\"7656\">MinIO.<\/li><\/ul><p data-start=\"7658\" data-end=\"7762\">Providing flexibility in technology selection based on technical requirements and investment objectives.<\/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<div class=\"elementor-element elementor-element-8d10579 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"8d10579\" 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-top-section elementor-element elementor-element-36359b7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"36359b7\" 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-e1fc738\" data-id=\"e1fc738\" 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-27784b0 elementor-widget elementor-widget-heading\" data-id=\"27784b0\" 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 Lakehouse Implementation Process<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07e5fc1 elementor-widget elementor-widget-image\" data-id=\"07e5fc1\" 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=\"1672\" height=\"941\" src=\"https:\/\/inda.vn\/wp-content\/uploads\/2026\/07\/data-lakehouse-process_11zon.webp\" class=\"attachment-full size-full wp-image-20550\" alt=\"Data Lakehouse Implementation Process with INDA From Data Strategy Consulting to Platform Operation Step 1: Data Assessment Analyze: Existing systems. Data sources. Business requirements. Implementation objectives. Step 2: Architecture Design and Technology Selection Define: Data Lakehouse architecture. Data models. Appropriate technology stack. Step 3: Platform Implementation and Data Integration Execute: Platform configuration. Data pipeline development. Data source integration. Step 4: Analytics and AI Enablement Connect: BI dashboards. Analytical reporting. AI\/ML models. Step 5: Optimization and Operation Ensure: System performance. Data quality. Scalability.\" \/>\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-d27a548 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d27a548\" 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-5dac806\" data-id=\"5dac806\" 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-f9fddbd elementor-widget elementor-widget-heading\" data-id=\"f9fddbd\" 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?<\/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-649fc85 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"649fc85\" 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-inner-column elementor-element elementor-element-968d236\" data-id=\"968d236\" 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-435b588 elementor-widget elementor-widget-text-editor\" data-id=\"435b588\" 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=\"8574\" data-end=\"8623\">1. Platform-Agnostic Data Lakehouse Consulting<\/h4><p data-start=\"8625\" data-end=\"8840\">INDA does not limit organizations to a specific technology vendor. Based on business requirements, existing infrastructure, budget, and future strategy, INDA recommends the most suitable Data Lakehouse architecture.<\/p><p data-start=\"8842\" data-end=\"8981\">Organizations can leverage commercial platforms such as Oracle, Microsoft Fabric, Databricks, Cloud platforms, or open-source technologies.<\/p><h4 data-start=\"8988\" data-end=\"9037\">2. Comprehensive Data &amp; AI Ecosystem Expertise<\/h4><p data-start=\"9039\" data-end=\"9172\">Lakehouse implementation requires more than data storage. INDA helps organizations build an integrated data ecosystem including:<\/p><ul data-start=\"9174\" data-end=\"9246\"><li data-start=\"9174\" data-end=\"9190\">Data Platform.<\/li><li data-start=\"9191\" data-end=\"9209\">Data Governance.<\/li><li data-start=\"9210\" data-end=\"9227\">Analytics &amp; BI.<\/li><li data-start=\"9228\" data-end=\"9246\">AI Applications.<\/li><\/ul><p data-start=\"9248\" data-end=\"9340\">This enables enterprises to create a scalable foundation for future data and AI initiatives.<\/p><h4 data-start=\"9347\" data-end=\"9386\">3. End-to-End Implementation Support<\/h4><p data-start=\"9388\" data-end=\"9440\">INDA supports the complete Data Lakehouse lifecycle:<\/p><ul data-start=\"9442\" data-end=\"9558\"><li data-start=\"9442\" data-end=\"9460\">Data assessment.<\/li><li data-start=\"9461\" data-end=\"9483\">Architecture design.<\/li><li data-start=\"9484\" data-end=\"9510\">Platform implementation.<\/li><li data-start=\"9511\" data-end=\"9530\">Data integration.<\/li><li data-start=\"9531\" data-end=\"9558\">Performance optimization.<\/li><\/ul><p data-start=\"9560\" data-end=\"9650\">Helping organizations reduce implementation risks and accelerate business value from 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-126be14 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"126be14\" 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-8c8561e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8c8561e\" 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-055d8ab\" data-id=\"055d8ab\" 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-ecf2bb9 elementor-widget elementor-widget-heading\" data-id=\"ecf2bb9\" 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-cc88c8f elementor-widget elementor-widget-text-editor\" data-id=\"cc88c8f\" 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=\"9664\" data-end=\"9764\">1. Why do organizations have large amounts of data but still struggle to generate business value?<\/h4><p data-start=\"9766\" data-end=\"10012\">Many organizations collect data from multiple systems such as ERP, CRM, operational applications, and databases. However, fragmented data environments make it difficult to access reliable information for reporting, analytics, and decision-making.<\/p><p data-start=\"10014\" data-end=\"10160\">Data Lakehouse helps organizations establish a unified data foundation where information can be managed, analyzed, and leveraged more effectively.<\/p><h4 data-start=\"10167\" data-end=\"10249\">2. Is Data Lakehouse necessary if an organization already has a Data Warehouse?<\/h4><p data-start=\"10251\" data-end=\"10413\">Many organizations find that traditional Data Warehouse environments become challenging when data volume, data types, and analytics requirements continue to grow.<\/p><p data-start=\"10415\" data-end=\"10585\">Data Lakehouse extends data capabilities by supporting structured, semi-structured, and unstructured data while maintaining strong governance and analytical capabilities.<\/p><h4 data-start=\"10592\" data-end=\"10671\">3. Does implementing Data Lakehouse require replacing existing data systems?<\/h4><p data-start=\"10673\" data-end=\"10850\">Organizations do not always need to replace existing systems. A well-designed Data Lakehouse architecture can integrate with current databases, applications, and data platforms.<\/p><p data-start=\"10852\" data-end=\"10970\">INDA helps evaluate existing environments and develop an implementation roadmap that minimizes operational disruption.<\/p><h4 data-start=\"10977\" data-end=\"11046\">4. How can organizations choose the right Data Lakehouse platform?<\/h4><p data-start=\"11048\" data-end=\"11237\">Selecting the right platform depends on multiple factors, including existing technology ecosystems, business requirements, security needs, scalability expectations, and investment strategy.<\/p><p data-start=\"11239\" data-end=\"11364\">INDA provides technology consulting to recommend the architecture and platform that best fits each organization&#8217;s objectives.<\/p><h4 data-start=\"11371\" data-end=\"11439\">5. Can Data Lakehouse help organizations prepare for AI adoption?<\/h4><p data-start=\"11441\" data-end=\"11627\">AI initiatives require reliable, accessible, and well-managed data. Without a strong data foundation, organizations may face challenges in developing accurate AI models and applications.<\/p><p data-start=\"11629\" data-end=\"11776\">Data Lakehouse provides a scalable platform that enables organizations to prepare data for Machine Learning, Generative AI, and advanced analytics.<\/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-aa2c7a4 elementor-widget elementor-widget-text-editor\" data-id=\"aa2c7a4\" 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=\"13502\" data-end=\"13607\">Contact INDA today to discuss the right Data Lakehouse strategy for your business.<\/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>Unified Data Platform for Modern Enterprise Data Management As enterprises continue to generate increasing volumes of data from business applications,<\/p>\n","protected":false},"author":25,"featured_media":20567,"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-20538","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/pages\/20538","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=20538"}],"version-history":[{"count":16,"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/pages\/20538\/revisions"}],"predecessor-version":[{"id":20571,"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/pages\/20538\/revisions\/20571"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/media\/20567"}],"wp:attachment":[{"href":"https:\/\/inda.vn\/en\/wp-json\/wp\/v2\/media?parent=20538"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}