Is There A Better Model Than Snapshot + Timestamp For Temporal Datasets?

Most public datasets treat time as versions – snapshot at T1, T2, T3. But that makes it impossible to query change within the interval. I’m exploring an append-only, bitemporal structure (valid_from / valid_to) — but it’s storage-heavy and tricky for non-SQL users. Has anyone built a temporal model that’s efficient, queryable, and still human-readable?

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