Title
AWS re:Invent 2023 - SnapLogic and Amazon Redshift transform insights at Lumeris (ANT214)
Summary
- Kishore and Parag from Lumeris presented their data strategy and integration framework at AWS re:Invent 2023.
- Lumeris is a healthcare company specializing in value-based care, managing $12 billion in medical spend across various markets.
- The company relies on data analytics to provide insights for individual patient care and overall health system management.
- They faced challenges with on-prem systems, such as delays in data delivery to data scientists and analysts.
- Project Fuse was introduced to overcome these challenges by migrating data from on-prem to the cloud, increasing productivity and reducing data set transfer time from weeks to days.
- The framework includes built-in functionalities like audit logs, data validation checks, and automatic mapping for different database standards.
- It integrates data from various sources, including SQL Server, Postgres, DynamoDB, S3, Salesforce, and ServiceNow, into Amazon Redshift.
- The framework is metadata-driven, allowing for easy configuration and scalability.
- Data loading processes have been optimized to handle half a million rows in 15 minutes, including validation and dependency tracking.
- The framework has been designed to be user-friendly, enabling data scientists and analysts to configure and load data without engineering intervention.
- It was developed rapidly, with the core built over a weekend and the full production-ready framework completed in less than a month.
- The session concluded with an invitation for questions and a reminder to visit the SnapLogic booth for further information.
Insights
- The rapid development and deployment of the data integration framework at Lumeris demonstrate the agility and efficiency that can be achieved with modern cloud-based tools like SnapLogic and Amazon Redshift.
- By empowering data scientists and analysts to manage their data loads, Lumeris has significantly reduced the dependency on the technology team, which aligns with the trend of democratizing data within organizations.
- The modular and plug-and-play nature of the framework suggests a forward-thinking approach to data management, anticipating the need for integration with new data sources as they emerge.
- The significant reduction in data transfer times from weeks to days, or even minutes, highlights the potential for cloud-based solutions to accelerate business processes and decision-making.
- The focus on built-in functionalities such as audit logs, data validation, and error handling indicates a comprehensive approach to data integrity and governance, which is critical in the healthcare industry due to the sensitive nature of patient data.
- The success story of Lumeris using SnapLogic and Amazon Redshift could serve as a case study for other organizations facing similar challenges with on-premises data systems and looking to leverage cloud technologies for better insights and operational efficiency.