ADVREL09-BP02 Establish robust data collection and validation pipelines for measurement accuracy
Build reliable data collection and validation pipelines, emphasizing real-time monitoring, automated reconciliation, and recovery procedures to maintain measurement accuracy in advertising systems.
Implementation guidance
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Implement data validation at collection points
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Set up real-time data quality monitoring
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Create automated data reconciliation processes
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Configure dead letter queues for failed events
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Implement idempotent processing for measurement events
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Establish clear data freshness SLAs
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Deploy automated data recovery procedures
Key AWS services
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Amazon Kinesis
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Amazon SQS
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Amazon S3
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AWS Glue
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Amazon EMR