--- title: Data Transformation | Data Mashing | Orbit Analytics description: "Learn the differences between three ways of transforming enterprise data for analytics: ETL to a data warehouse, data mashing and federated queries." --- [![Orbit-Logo-HZ-white-01](https://info.orbitanalytics.com/hs-fs/hubfs/Orbit-Logo-HZ-white-01.png?width=170&height=96&name=Orbit-Logo-HZ-white-01.png "Orbit-Logo-HZ-white-01")](https://www.orbitanalytics.com/) ### **WHITE PAPER** # Transforming Your Data for Analytics: Three Options How can you deliver analytics that bypasses organizational silos and provide faster access to business-critical information from multiple data sources? This whitepaper compares three different options for transforming heterogeneous data for analytics: - Traditional ETL - Data Mashing - Federated Queries Traditional systems used ETL processes to load to a data warehouse. While this is effective for some use cases, it may not deliver data insights at the speed required by today's users. In many cases, newer approaches like data mashing and federated queries can offer faster response times, end user self-service and improved data governance. Learn the differences between these data transformation processes and the strengths and drawbacks of each in this new whitepaper. Download Your Copy Now! #### **Download Your Copy Now!** Fast, Flexible Self-Service Reporting and Analytics For Enterprise Applications ![report-2](https://info.orbitanalytics.com/hubfs/report-2.png) ### 1,000+ pre-built Oracle reports Including Finance, HCM, Supply Chain, and other reports that your users need to get started immediately. ![solution](https://info.orbitanalytics.com/hubfs/solution.png) ### Integrates with 200+ data sources Whether your data is on premise or in the cloud, a custom solution or enterprise software – Orbit can connect to it all. ![ux](https://info.orbitanalytics.com/hubfs/ux.png) ### Intuitive UI Designed with business users in mind, our drag and drop builder makes it easy for users to create reports and dashboards. ![web-management](https://info.orbitanalytics.com/hubfs/web-management.png) ### Data Virtualization Obtain data insights immediately, across your entire organization. No data warehouse needed. ![man](https://info.orbitanalytics.com/hubfs/man.png) ### Role-based data access For safe self-service that adopts your existing security and roles. End users see only the data they are allowed to access. ![cloud-1](https://info.orbitanalytics.com/hubfs/cloud-1.png) ### Seamless Oracle Cloud Integration Support for Oracle Cloud HCM extract, BI Publisher and OTBI, to give you the most value from your Oracle Cloud integration. ## These Organizations Trust Orbit for Their Operational Reporting and Analytics - ![encore](https://info.orbitanalytics.com/hs-fs/hubfs/encore.png?width=200&height=200&name=encore.png) - ![emirates-airlines](https://info.orbitanalytics.com/hs-fs/hubfs/emirates-airlines.png?width=237&height=213&name=emirates-airlines.png) - ![honeywell](https://info.orbitanalytics.com/hs-fs/hubfs/honeywell.png?width=213&height=213&name=honeywell.png) - ![fairfax county](https://info.orbitanalytics.com/hs-fs/hubfs/fairfax%20county.png?width=225&height=225&name=fairfax%20county.png) © 2026 Orbit Analytics. All rights reserved. [\"#\"](\"#\")[Privacy Policy](https://www.orbitanalytics.com/privacy-policy/)