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Hello,
Matching data within AWS Entity Resolution does not have a specific linear scale when dealing with dataset sizes. In testing, a dataset with <5K records took around 6-8 minutes and a dataset with 1M records took around 20-30 minutes. I expect a dataset with 30M records should take no longer than a few hours to complete.