Hello,
I know about AWS services very well.
I first need to understand what of data you have.
For timeseries databases, time format is important . If its not correct then you will have do to few changes in code or place from where data is getting sent to kinesis.
so there could be possibility for code change.
I can setup elasticsearch to store that data .