AI-driven Migration and Intelligent Operations Platform Enables Organizations to Modernize, Optimize, and Scale Data Workloads on AWS

NuVista AI today announced the availability of two new AI-powered offerings—AIHouse AI Agent for Data Warehouse Modernization and AIHouse AIOps for Observability and Operations—designed to help organizations accelerate their data platform transformation and operational excellence on AWS. Both offerings are currently available via AWS Marketplace through private offers and limited access.

Accelerating Data Warehouse Modernization with AI

AIHouse AI Agent for Data Warehouse Modernization enables enterprises to migrate and modernize legacy data warehouses to AWS using AI-driven automation and structured orchestration.

The solution automates key phases of modernization:

  • AI-driven discovery and migration assessment to analyze schemas, SQL workloads, and dependencies

  • Automated schema and SQL conversion into AWS-compatible formats with exception tracking

  • Structured proof-of-concept and validation on Amazon Redshift to ensure data accuracy and performance

  • Wave-based migration orchestration with dependency mapping and governance checkpoints

  • Automated data migration and workload testing for predictable and controlled cutover

By reducing migration planning from weeks to days and ensuring performance parity, the platform enables organizations to build AI-ready data foundations on AWS.

AI-Driven Observability and Operations for Modern Data Platforms

AIHouse AIOps – AI Driven Observability and Operations provides an intelligent operations layer for modern data and AI platforms running on AWS. By transforming operational signals into actionable workflows, AIHouse AIOps helps organizations improve reliability, reduce manual effort, and continuously optimize performance and cost across data platforms.

Key capabilities include:

  • AI-driven incident detection and root cause analysis across logs, metrics, query performance, and cost signals

  • Automated operational workflows for diagnostics, ticketing, and remediation

  • Performance and workload intelligence to detect regressions and optimize system health

  • Continuous cost and efficiency optimization across compute, storage, and query usage

  • Human-in-the-loop governance to ensure reliability and controlled automation

By transforming operational signals into actionable workflows, AIHouse AIOps helps organizations improve reliability, reduce manual effort, and continuously optimize performance and cost across data platforms.

Built on AWS-Native Architecture and Best Practices

Both offerings are designed to work seamlessly with AWS services including Amazon Redshift, Amazon S3, and AWS Identity services, enabling customers to adopt modern, scalable, and governed data architectures.

  • Apache Iceberg-based data lake and governance architectures

  • AI-driven optimization for Amazon Redshift Serverless

  • Identity modernization using AWS IAM Identity Center

Acknowledgment

We acknowledge the AWS authors and engineers whose work influenced our architecture, including contributors to the AWS Big Data Blog. In particular, we thank Satesh Sonti and Jonathan Katz for “Scalable analytics and centralized governance for Apache Iceberg tables using Amazon S3 Tables and Amazon Redshift,” Satesh Sonti, Davide Pagano, and Ashish Agrawal for “Optimize your workloads with Amazon Redshift Serverless: AI-driven scaling and optimization,” and Ziad Wali, Maneesh Sharma, Satesh Sonti, and Sumanth Punyamurthula for “Modernize Amazon Redshift authentication by migrating user management to AWS IAM Identity Center.” Their work on Iceberg-based architectures, Redshift Serverless optimization, and identity modernization played a key role in shaping the design of our platform.

Related Resources

Availability

AIHouse AI Agent for Data Warehouse Modernization and AIHouse AIOps are currently available via AWS Marketplace through private offers and controlled access. Broader availability is planned in upcoming phases.

About NuVista AI

NuVista AI helps organizations modernize data platforms and operationalize AI through AWS-native architectures, intelligent automation, and scalable data solutions.