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AWS IoT SiteWise is likely part of the solution, even with the 7-day limitation. SiteWise supports hot and cold data tiers. Your historical data is essentially cold tier data; most likely you should look to bulk stream it to S3 and focus only on your new data being ingested to the SiteWise hot tier.
After your data is sent to the cold tier, you can use the following AWS services to create historical reports or analyze and query your data:
- Run SQL queries on your data by using Amazon Athena.
- Perform big data analysis by using Amazon EMR.
- Search and analyze your data by using Amazon OpenSearch Service.
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