AWS Architecture Blog
Author: Ajish Abraham
Ajish leads Infrastructure and Security at iBusiness, where he focuses on building secure, scalable cloud systems. His work centers on DevOps, automation, and leveraging AWS to strengthen security and operational resilience.
Preventing data exfiltration in machine learning environments with Amazon SageMaker AI
In this post, we demonstrate how iBusiness implemented a three-layered security architecture using Amazon SageMaker AI, virtual private cloud (VPC) endpoints, and Amazon WorkSpaces Secure Browser to prevent data exfiltration while maintaining data scientist productivity. You can adapt this approach to build secure machine learning environments that balance strict data protection with team scalability.