AWS Transform now supports Apache Kafka migration assessments for Amazon MSK
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You can now use [AWS Transform](https://aws.amazon.com/transform/) agentic migration assessments to evaluate the migration of on-premises Apache Kafka clusters to [Amazon Managed Streaming for Apache Kafka (Amazon MSK)](https://aws.amazon.com/msk/). AWS Transform [migration assessments](https://docs.aws.amazon.com/transform/latest/userguide/transform-app-assessments.html) use agentic AI to analyze your workloads, recommend the best-fit AWS services, and generate a total cost of ownership (TCO) business case with pricing options and actionable next steps - all in minutes, through natural-language chat or with [AWS Transform MCP server](https://docs.aws.amazon.com/transform/latest/userguide/transform-migrations-mcp.html). For Apache Kafka workloads, the assessment agent delivers compatibility checks, right-sized [Amazon MSK Express broker](https://aws.amazon.com/msk/features/express-brokers-for-amazon-msk/) recommendations, and projected costs - helping you quickly build a migration business case and accelerate your migration decisions. Evaluating a Kafka-to-MSK migration often involves multiple steps - mapping topologies, validating compatibility, right-sizing brokers, and projecting costs - that can take weeks when done manually. With this launch, you can start your migration assessment by uploading a Kafka cluster inventory file or simply describing your clusters in chat. The assessment agent then handles the heavy lifting - checking each cluster for MSK compatibility across topology, version, configurations, authentication, and quotas; sizing MSK Express brokers; and projecting costs across broker hours, storage, data-in, and cross-AZ transfer. Additionally, you can create what-if scenarios with customized assumptions - compare pricing across Regions, adjust retention, or explore alternative configurations - to generate a comprehensive migration business case that gives stakeholders the confidence to move forward.[Migration assessments](https://docs.aws.amazon.com/transform/latest/userguide/transform-app-assessments.html) for Amazon MSK are available in all AWS Regions where [AWS Transform is offered](https://docs.aws.amazon.com/transform/latest/userguide/regions.html). To get started, visit the [Amazon MSK Developer Guide](https://docs.aws.amazon.com/msk/latest/developerguide/what-is-msk.html), [Assess MSK migration readiness with AI tools](https://docs.aws.amazon.com/msk/latest/developerguide/msk-replicator-migrate-ai-assist.html), or the [AWS Transform user guide](https://docs.aws.amazon.com/transform/latest/userguide/what-is-service.html).