# LumenData

---


## Pages

- [Glossary](https://lumendata.com/glossary/)
- [Travel & Hospitality](https://lumendata.com/industries/travel-hospitality/)
- [Informatica Reference 360 SaaS Accelerator](https://lumendata.com/lumendata-quickstarts-ai-accelerators-modernization-tools/informatica-reference-360-saas-accelerator/)
- [Migrating from Oracle DRM to Informatica R360 for Finance Domains](https://lumendata.com/lumendata-quickstarts-ai-accelerators-modernization-tools/migrating-from-oracle-drm-to-informatica-r360-for-finance-domains/)
- [Meet LumenData at Informatica CKO 2025](https://lumendata.com/meet-lumendata-at-informatica-cko-2025/)
- [LumenData + Informatica - Customer Success Stories](https://lumendata.com/partners/lumendata-informatica-customer-success-stories/)
- [Informatica Cloud Modernization Services](https://lumendata.com/partners/informatica-cloud-modernization-services/)
- [Our CSR Initiatives](https://lumendata.com/about-us/our-csr-initiatives/)
- [Reltio for Salesforce](https://lumendata.com/lumendata-quickstarts-ai-accelerators-modernization-tools/reltio-for-salesforce/)
- [Salesforce Connector for Informatica MDM](https://lumendata.com/lumendata-quickstarts-ai-accelerators-modernization-tools/salesforce-connector-for-informatica-mdm/)
- [Salesforce Connector for Oracle MDM](https://lumendata.com/lumendata-quickstarts-ai-accelerators-modernization-tools/salesforce-connector-for-oracle-mdm/)
- [LumenData + Reltio](https://lumendata.com/partners/lumendata-reltio/)
- [LumenData + Databricks](https://lumendata.com/partners/lumendata-databricks-implementation/)
- [LumenData + Snowflake](https://lumendata.com/partners/lumendata-snowflake-migration-services/)
- [Salesforce Accelerator](https://lumendata.com/lumendata-quickstarts-ai-accelerators-modernization-tools/salesforce-accelerator/)
- [SAP Accelerator](https://lumendata.com/lumendata-quickstarts-ai-accelerators-modernization-tools/sap-accelerator/)
- [LumenData + Informatica](https://lumendata.com/partners/lumendata-informatica-implementation-services/)
- [Life Science Accelerator](https://lumendata.com/lumendata-quickstarts-ai-accelerators-modernization-tools/life-science-accelerator/)
- [MDM Modernization](https://lumendata.com/lumendata-quickstarts-ai-accelerators-modernization-tools/mdm-modernization/)
- [Higher ED 360 ](https://lumendata.com/lumendata-quickstarts-ai-accelerators-modernization-tools/higher-ed-360/)
- [Axon to CDGC Modernization](https://lumendata.com/lumendata-quickstarts-ai-accelerators-modernization-tools/axon-to-cdgc-modernization/)
- [Supplier 360​](https://lumendata.com/lumendata-quickstarts-ai-accelerators-modernization-tools/supplier-360/)
- [Data Strategy & Business Value Assessment](https://lumendata.com/services/data-strategy-consulting-services/)
- [Company](https://lumendata.com/about-us/)
- [Higher Education](https://lumendata.com/industries/data-management-in-higher-education/)
- [Retail](https://lumendata.com/industries/retail-data-management/)
- [Manufacturing](https://lumendata.com/industries/manufacturing-data-management/)
- [Public Sector](https://lumendata.com/industries/public-sector-data-management/)
- [High Tech](https://lumendata.com/industries/high-tech-data-management/)
- [Healthcare](https://lumendata.com/industries/healthcare-data-management/)
- [Financial Services](https://lumendata.com/industries/financial-data-management-services/)
- [Privacy Policy](https://lumendata.com/privacy-policy/)
- [Terms & Conditions](https://lumendata.com/terms-and-conditions/)
- [LumenData Solutions: Quickstarts, AI Capabilities, Accelerators, & Connectors](https://lumendata.com/lumendata-quickstarts-ai-accelerators-modernization-tools/)
- [Partners](https://lumendata.com/partners/)
- [Careers](https://lumendata.com/careers/)
- [Industries](https://lumendata.com/industries/)
- [Data Engineering & Analytics](https://lumendata.com/services/ai-data-consulting-and-advanced-analytics-services/)
- [Cloud Modernization](https://lumendata.com/services/cloud-migration-services/)
- [What We Do](https://lumendata.com/services/)
- [Contact Us](https://lumendata.com/contact-us/)
- [Home](https://lumendata.com/)
- [Resources](https://lumendata.com/resource/)

---


---


## Posts

- [Data Governance Best Practices: Everything You Need to Know](https://lumendata.com/blogs/data-governance-best-practices-guide/)
- [Data Governance Implementation: Step-By-Step Guide](https://lumendata.com/blogs/data-governance-implementation-step-by-step-guide/)
- [Enterprise Data Governance: What is it & Why it Matters](https://lumendata.com/blogs/enterprise-data-governance-what-it-is-why-it-matters/)
- [Master Data Management Strategy for 2025](https://lumendata.com/blogs/master-data-management-strategy/)
- [5 Best Data Quality Monitoring Tips for Modern Enterprises](https://lumendata.com/blogs/data-quality-monitoring-tips/)
- [Data Integrity vs Data Quality: What are the differences?](https://lumendata.com/blogs/data-integrity-vs-data-quality-differences/)
- [Data Quality Assessment: Framework & Tools for Modern Enterprises](https://lumendata.com/blogs/data-quality-assessment-framework-tools-enterprises/)
- [Top Data Quality Tools You Can Use in 2025](https://lumendata.com/blogs/top-data-quality-tools/)
- [A Quick Guide to Data Quality Management](https://lumendata.com/blogs/data-quality-management-guide/)
- [What is Big Data Management?](https://lumendata.com/glossary/what-is-big-data-management-benefits-practices/)
- [What is Data Management as a Service (DMaaS)? A Quick Guide](https://lumendata.com/blogs/data-management-as-a-service-guide/)
- [ 5 Best Ways to Improve Data Quality for AI and Business Success](https://lumendata.com/blogs/how-to-improve-data-quality-best-tips-for-enterprises/)
- [What is Salesforce Data Cloud?](https://lumendata.com/blogs/salesforce-data-cloud-overview-benefits-pricing/)
- [REST API Automation using POSTMAN](https://lumendata.com/data-sheets/rest-api-automation-using-postman/)
- [Bitbucket Integration and Code Deployment in Informatica IDMC](https://lumendata.com/technology/bitbucket-integration-code-deployment-informatica-idmc/)
- [Decoding the Salesforce - Informatica Acquisition: What to Watch, What to Expect](https://lumendata.com/webinars-events/decoding-the-salesforce-informatica-acquisition-what-to-watch-what-to-expect/)
- [What is Batch Data Processing?](https://lumendata.com/glossary/batch-data-processing-vs-stream-processing-guide/)
- [What is BigQuery?](https://lumendata.com/glossary/what-is-google-bigquery-explained/)
- [What is BigID?](https://lumendata.com/glossary/getting-started-with-bigid-lumendata-guide/)
- [Salesforce’s Informatica Acquisition: Is it a Strategic Move by Salesforce to Dominate Enterprise AI?](https://lumendata.com/ideas/salesforce-informatica-acquisition-enterprise-ai-strategy/)
- [Salesforce’s Informatica Acquisition: What It Means](https://lumendata.com/informatica/salesforce-informatica-customer-impact-analysis/)
- [What are AI agents?](https://lumendata.com/glossary/what-are-ai-agents/)
- [What is Apache Spark?](https://lumendata.com/glossary/what-is-apache-spark/)
- [What is Artificial Intelligence (AI)?](https://lumendata.com/glossary/what-is-artificial-intelligence-and-how-it-uses-data/)
- [What is Augmented Analytics?](https://lumendata.com/glossary/augmented-analytics-definition-benefits-use-cases/)
- [What is Augmented Data Management (ADM)?](https://lumendata.com/glossary/augmented-data-management-benefits-getting-started/)
- [What is AWS?](https://lumendata.com/glossary/what-is-aws-products-pricing-solutions-lumendata/)
- [What is AWS Glue?](https://lumendata.com/glossary/aws-glue-etl-use-cases-benefits/)
- [What is Azure Synapse?](https://lumendata.com/glossary/what-is-azure-synapse/)
- [Oracle UCM to Informatica SaaS MDM: Migration Plan & Best Practices](https://lumendata.com/webinars-events/oracle-ucm-to-informatica-saas-mdm-migration-plan-best-practices/)
- [What is Advanced Analytics?](https://lumendata.com/glossary/what-is-advanced-analytics-benefits-use-cases-lumendata/)
- [What is Agentic AI?](https://lumendata.com/glossary/what-is-agentic-ai/)
- [LumenData Featured in Gartner’s Vendor Identification Tool for Custom Software Development Services](https://lumendata.com/news/lumendata-gartner-custom-software-development/)
- [What is Apache Airflow?](https://lumendata.com/glossary/what-is-airflow/)
- [Enhanced Guest Experience in Cruise Travel with Cloud-Native Data Platforms](https://lumendata.com/blogs/cloud-data-cruise-travel-guest-experience/)
- [LumenData is Proud to be Named Platinum Enterprise Partner by Informatica Once Again!](https://lumendata.com/news/lumendata-proud-to-be-named-platinum-partner-by-informatica-once-again/)
- [Cruise Industry Overview: Key Trends to Watch Out for In 2025](https://lumendata.com/blogs/cruise-industry-trends/)
- [AI Agents in Databricks](https://lumendata.com/demonstrations/ai-agents-in-databricks/)
- [LumenData Helps UD Trucks to Use Informatica SaaS MDM to Enable Faster Data Access and Enhanced Scalability](https://lumendata.com/case-studies/lumendata-helps-ud-trucks-to-use-informatica-saas-mdm-to-enable-faster-data-access-and-enhanced-scalability/)
- [LumenData Enables Comprehensive Data Cataloging & Lineage using Snowflake and dbt Systems for a Global Consulting Firm  ](https://lumendata.com/case-studies/lumendata-enables-comprehensive-data-cataloging-lineage-using-snowflake-and-dbt-systems-for-a-global-consulting-firm/)
- [Orchestrating ETL Workflows with Snowflake Tasks: A Real-World Success Story](https://lumendata.com/blogs/snowflake-etl-orchestration-case-study-lumendata/)
- [LumenData Certified as a Great Place To Work for the Second Consecutive Year ](https://lumendata.com/news/lumendata-certified-as-a-great-place-to-work-for-the-second-consecutive-year/)
- [Key Pair Authentication Setup for Informatica, Airflow with Snowflake](https://lumendata.com/data-sheets/key-pair-authentication-setup-for-informatica-airflow-with-snowflake/)
- [What is Databricks Liquid Clustering?](https://lumendata.com/technology/databricks-liquid-clustering-benefits-implementation/)
- [Data Modernization and Intelligent Reporting for a Leading Corporate Travel Provider](https://lumendata.com/case-studies/data-modernization-and-intelligent-reporting-for-a-leading-corporate-travel-provider/)
- [End-to-End Airflow Deployment: Astronomer + Jenkins CI/CD on EC2](https://lumendata.com/technology/jenkins-cicd-pipeline-ec2-airflow/)
- [LumenData Helps a Global Cruise Line Company Consolidate 100M+ Guest Records](https://lumendata.com/case-studies/lumendata-helps-a-global-cruise-line-company-consolidate-100m-guest-records/)
- [Charting a New Course – Enhancing Customer Acquisition in Cruise Travel](https://lumendata.com/blogs/customer-acquisition-cruise-travel-digital-strategy/)
- [Reimagining Travel & Leisure with Automation: Transforming Experiences Through Intelligent Enterprise Systems ](https://lumendata.com/blogs/travel-leisure-automation-intelligent-enterprise-transformation/)
- [Upgrade from Hadoop to Snowflake​](https://lumendata.com/webinars-events/upgrade-from-hadoop-to-snowflake/)
- [Detailed Documentation for Using .expand with Task Groups in Airflow](https://lumendata.com/technology/airflow-expand-task-groups-guide/)
- [Simplifying Cross-Environment Deployments: A Streamlit Solution for Snowflake Code Migrations](https://lumendata.com/technology/simplifying-snowflake-code-migrations-with-streamlit/)
- [A Quick Introduction to Master Data Management](https://lumendata.com/blogs/introduction-to-master-data-management/)
- [Migration from Oracle Exadata to Snowflake](https://lumendata.com/blogs/oracle-exadata-to-snowflake-migration-guide/)
- [Best Steps for Hadoop to Databricks Migration](https://lumendata.com/blogs/best-steps-hadoop-to-databricks-migration/)
- [Integrating Snowflake with Microsoft Teams for Real-Time Alerts](https://lumendata.com/data-sheets/integrating-snowflake-with-microsoft-teams-for-real-time-alerts/)
- [Best Practices to Migrate from On-Prem to SaaS MDM in 2025](https://lumendata.com/blogs/best-practices-to-migrate-from-on-prem-to-saas-mdm-in-2025/)
- [Data and AI: Trends & Tools For 2025](https://lumendata.com/webinars-events/data-and-ai-trends-tools-for-2025/)
- [Databricks Data Intelligence Platform](https://lumendata.com/demonstrations/databricks-data-intelligence-platform/)
- [ETL Data Architectures - Part 1](https://lumendata.com/blogs/etl-data-architectures-part-1/)
- [The All-In-One Guide to Data Migration for Modern Enterprises](https://lumendata.com/blogs/data-migration-guide-for-enterprises/)
- [OAUTH Setup with Informatica to Snowflake](https://lumendata.com/data-sheets/oauth-setup-with-informatica-to-snowflake/)
- [Upgrade from Hadoop to Snowflake: Best Migration Plan](https://lumendata.com/blogs/hadoop-to-snowflake-migration-plan/)
- [What is a Database Management System (DBMS) & Why is it Important?](https://lumendata.com/blogs/what-is-database-management-system/)
- [Snowpark for Data Engineering](https://lumendata.com/webinars-events/snowpark-for-data-engineering/)
- [Snowflake Migration: Everything You Need to Know](https://lumendata.com/blogs/snowflake-migration-everything-you-need-to-know/)
- [The 2025 Data Warehouse Modernization Guidebook](https://lumendata.com/blogs/2025-data-warehouse-modernization-guidebook/)
- [LumenData Achieves Approved Delivery Partner Status with Databricks Professional Services](https://lumendata.com/news/lumendata-achieves-approved-delivery-partner-status-with-databricks-professional-services/)
- [GenAI CoE & Governance: Best Practices for Deploying AI Use Case ](https://lumendata.com/webinars-events/genai-coe-governance-best-practices-for-deploying-ai-use-case/)
- [Microsoft Entra SSO Integration with Snowflake](https://lumendata.com/data-sheets/microsoft-entra-sso-integration-with-snowflake/)
- [A Quick Introduction to Cloud Analytics: Key Components & Benefits](https://lumendata.com/blogs/cloud-analytics-key-components-benefits/)
- [5 Best Data Migration Tools to Consider in 2025](https://lumendata.com/blogs/best-data-migration-tools/)
- [What is Dynamic View Access Control in Databricks?](https://lumendata.com/data-sheets/what-is-dynamic-view-access-control-in-databricks/)
- [Data Engineering on Databricks: A Live Demo](https://lumendata.com/webinars-events/data-engineering-on-databricks-a-live-demo/)
- [What are Deletion Vectors in Databricks?](https://lumendata.com/data-sheets/what-are-deletion-vectors-in-databricks/)
- [ETL vs ELT: A Quick Comparison](https://lumendata.com/blogs/etl-vs-elt-comparison-guide/)
- [How to Get the Golden Master Copy of Your Data using Match, Merge & Survivorship in Informatica MDM SaaS](https://lumendata.com/technology/how-to-get-the-golden-master-copy-of-your-data-using-match-merge-amp-survivorship-in-informatica-mdm-saas/)
- [5 Reasons to Migrate to Snowflake from Legacy Systems  ](https://lumendata.com/blogs/reasons-to-migrate-to-snowflake-from-legacy-systems/)
- [Root Entity Person & Field Groups in Informatica SaaS MDM](https://lumendata.com/technology/a-quick-introduction-to-root-entity-person-amp-field-groups-in-informatica-saas-mdm/)
- [Gen AI in Private Equity PortCos: Use Cases & Live Demo ](https://lumendata.com/webinars-events/gen-ai-in-private-equity-portcos-use-cases-amp-live-demo/)
- [Vehicle Sales Forecasting with AWS, Snowflake, Python, & Streamlit ](https://lumendata.com/white-papers/vehicle-sales-forecasting-with-aws-snowflake-python-and-streamlit/)
- [Build Responsible AI! Here’s How Data Management Can Help ](https://lumendata.com/blogs/responsible-ai-data-management/)
- [Demystifying Gen AI and Data Science](https://lumendata.com/webinars-events/demystifying-gen-ai-and-data-science/)
- [Market Better: Why Clustering is Important for Data Science & AI](https://lumendata.com/technology/market-better-why-clustering-is-important-for-data-science-amp-ai/)
- [LumenData Introduces a Modular Alerting Framework Solution for Proactive Monitoring of Snowflake Environments](https://lumendata.com/blogs/lumendata-introduces-a-modular-alerting-framework-solution-for-proactive-monitoring-of-snowflake-environments/)
- [A Quick Introduction to Medallion Architecture](https://lumendata.com/technology/a-quick-introduction-to-medallion-architecture/)
- [Deploy Gen AI at Scale with Snowflake](https://lumendata.com/webinars-events/deploy-gen-ai-at-scale-with-snowflake/)
- [Turning Data into AI-Powered Insights: My Journey with an Insurance Premium Estimator Bot](https://lumendata.com/ideas/turning-data-into-ai-powered-insights-my-journey-with-an-insurance-premium-estimator-bot/)
- [What is Data Science? Best Advantages to Know in 2024](https://lumendata.com/blogs/what-is-data-science/)
- [LumenData Announces YTD Company Highlights & Milestones ](https://lumendata.com/news/lumendata-announces-ytd-company-highlights-amp-milestones/)
- [LumenData Introduces Databricks-Powered Chatbot Solution to Enable Interactive Insights](https://lumendata.com/data-sheets/from-static-datasheets-to-interactive-insights-a-databricks-powered-chatbot/)
- [Top 3 Data Trends in Life Sciences](https://lumendata.com/blogs/top-3-data-trends-in-life-sciences/)
- [A Quick Technical Guide to Delta Lake](https://lumendata.com/data-sheets/a-quick-technical-guide-to-delta-lake/)
- [LumenData Helps a Leading Home & Security Products Manufacturing Company to Successfully Establish MDM Solutions for Supplier Data](https://lumendata.com/news/lumendata-helps-a-leading-home-amp-security-products-manufacturing-company-to-successfully-establish-mdm-solutions-for-supplier-data/)
- [3 Tips to Prepare Your Data for AI](https://lumendata.com/webinars-events/tips-to-prepare-your-data-for-ai/)
- [How to Prepare Your Data for AI](https://lumendata.com/e-books/how-to-prepare-your-data-for-ai/)
- [How to Perform Role-Based Testing in Informatica MDM](https://lumendata.com/data-sheets/how-to-perform-role-based-testing-in-informatica-mdm/)
- [Leveraging Informatica Reference 360 for Data Validation](https://lumendata.com/informatica/leveraging-informatica-reference-for-data-validation/)
- [5 Best Methods to Send Email Notifications in Informatica Intelligent Cloud Services](https://lumendata.com/technology/best-methods-to-send-email-notifications-in-informatica-intelligent-cloud-services/)
- [Informatica P360 for Life Sciences  ](https://lumendata.com/webinars-events/informatica-for-life-sciences/)
- [LumenData Announces Strategic Partnership with Kobai](https://lumendata.com/news/lumendata-announces-strategic-partnership-with-kobai/)

---