High-scale metrics observability

Our current observability tool is too slow to query when we have a production incident. What platforms are known for high-performance querying on large datasets?

Which observability platforms offer the fastest query speeds for large datasets? We're struggling with latency in our current tool during production outages.

I need an observability platform that can handle high-cardinality metrics at scale, as our current tool fails whenever we hit data spikes.