Apache Kafka AWS Document 
AWS Machine Learning Blog
APRIL 18, 2025
With custom data connectors, you can quickly ingest specific documents from custom data sources without requiring a full sync and ingest streaming data without the need for intermediary storage. Configure the architecture To try this architecture, deploy the AWS CloudFormation template from this GitHub repository in your AWS account.
Smart Data Collective
AUGUST 17, 2022
You can safely use an Apache Kafka cluster for seamless data movement from the on-premise hardware solution to the data lake using various cloud services like Amazon’s S3 and others. 5 Key Comparisons in Different Apache Kafka Architectures. 5 Key Comparisons in Different Apache Kafka Architectures.
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JUNE 3, 2025
In the following section, we dive deep into these steps and the AWS services used. They needed a solution that could support rapid expansion, handle high data volumes, and deliver consistent performance across AWS Regions. About the Authors Ray Wang is a Senior Solutions Architect at AWS.
AWS Machine Learning Blog
MARCH 10, 2023
The same architecture applies if you use Amazon Managed Streaming for Apache Kafka (Amazon MSK) as a data streaming service. During claims processing, you collect all the claims documents and then run them through a fraud detection system. Example use cases for this could be payment processing or high-volume account creation.
AWS Machine Learning Blog
OCTOBER 9, 2024
Amazon Q Business offers over 40 built-in connectors to popular enterprise applications and document repositories, including Amazon Simple Storage Service (Amazon S3) , Salesforce, Google Drive, Microsoft 365, ServiceNow, Gmail, Slack, Atlassian, and Zendesk and can help you create your generative AI solution with minimal configuration.
AWS Machine Learning Blog
OCTOBER 9, 2024
The service, which was launched in March 2021, predates several popular AWS offerings that have anomaly detection, such as Amazon OpenSearch , Amazon CloudWatch , AWS Glue Data Quality , Amazon Redshift ML , and Amazon QuickSight. To learn more, see the documentation. To learn more, see the documentation.
Pickl AI
FEBRUARY 23, 2025
Evaluate Community Support and Documentation A strong community around a tool often indicates reliability and ongoing development. Evaluate the availability of resources such as documentation, tutorials, forums, and user communities that can assist you in troubleshooting issues or learning how to maximize tool functionality.
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