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1)on CE console, Filter the Service Cost Explorer. 2) Drill down the Dimension by API operation and note down the API operations, say GetCostAndUsage (https://docs.aws.amazon.com/aws-cost-management/latest/APIReference/API_Operations_AWS_Cost_Explorer_Service.html). 3) Drill down the Dimension by linked account; this will get you details about which account is making the call. 4) Also, check if you have enabled any other application for API calls. 5) When you say no suspicious activity, did you check your CloudTrail logs by filtering the event name? For example, GetCostAndUsage to understand what user/resource is calling the API.
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What are you using Cost Explorer API for? Just in case that would giver a hint what might have gone wrong. CE API usage is priced at $0.01 / adhoc query so +$800 is rather many call but nothing impossible to do with a code running in busy-loop ...