How to collect Prometheus data from multiple Kubernetes clusters? It looks like the easiest approach would be to set up Prometheus instances to replicate the scraped data to a remote storage. See these docs for details.

There is also the approach with Thanos Sidecars, but it doesn’t save from possible data loss for the recent 2 hours when Prometheus pod restarts. See this article for details.