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Design an aws batch processing architecture with AWS Batch for job scheduling, EC2 Spot Instances for cost-effective compute, S3 for input/output data, Lambda for job triggering, SQS for job queuing, Step Functions for workflow orchestration, CloudWatch for monitoring, and integration with data sources and downstream analytics systems.