Enterprise

[Shinhan Card] Building an MLOps Environment for Data Product Development

Shinhan Card built an MLOps-based analytics and development environment to create data products from its data assets. The platform provides integrated support for dataset management, analytics product development, deployment, and resource monitoring.

CheetahMLOps

An Analytics Product Development Environment to Make More of Data Assets

Shinhan Card needed an integrated environment to turn its data assets into products that meet the data analytics needs of corporate and public-sector customers, and to develop and operate them reliably.

Securing an Integrated Analytics Environment for Data Product Development

A standard workspace and management framework were needed to develop and operate data analytics products efficiently.

  • Analytics and development workspace: A standard analytics environment for developing data products

  • Dataset and workspace management: Management of data and workspaces for each project

  • Resource and user management: Integrated management of analytics resources and users

Building an MLOps-based Data Product Development Platform

We built an environment where data analytics, product development, deployment, and operations management all take place on a single platform.

  • Individual and group analytics environments: Workspaces and analytics tools for each user

  • Dataset and product management: Features for managing datasets, products, and deployments

  • Integrated permission and resource management: A framework for managing user permissions and analytics resources

Efficient Data Product Development and Stable Operations

Shinhan Card standardized its data product development process and secured an operating foundation for using its data assets reliably.

  • Higher data product development productivity: More efficient development work through an integrated analytics environment

  • Greater use of data assets: A foundation for turning existing datasets into products

  • Stronger platform operations management: Stable management of users, permissions, and resources

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