> Currently i have set the retention for 30 days. our cluster have 44 nodes, 
> It occupied 300GB space as of now i.e for 20 days. 
> I want to ensure the data get overriden after 30 days and size to maintain 
> max 500GB. 
>
>
There is an experimental flag --storage.tsdb.retention.size for that. See:
https://prometheus.io/docs/prometheus/latest/storage/#operational-aspects

As for "reading the data from prometheus TSDB", I guess you want the query 
API:
https://prometheus.io/docs/prometheus/latest/querying/api/

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