Setting up an architecture for analyses flows of time stream data from multiple sources [closed]
Solution 1:
It sounds like you want to use Elastic MapReduce to do the analysis - it's a big data managed service. You should be able to use EMR Notebooks for analysis. Getting the data in would probably be best with something like Kinesis. There's also a whole load of specific IoT services, but those are not my area of expertise.
This is quite a large, wide open question - effectively you're asking 'how do I build a big data analytics platform', which is a complicated one! I'd suggest you read up on the services listed above and see if they meet your needs, or have your company reach out to AWS for professional services. It doesn't have to cost a fortune!