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What is a time-windowed hash-map? Just a time based key-value store?

Yes, a hash map that expires objects and loads new KV when key isn't present inside

No, it's a rolling buffer of last N hours/days of data, but compressed into a hash table of counters instead of a log array.

I think he means an LRU cache