1. Yes

2. No. Prela’s speedup is largely due to indexing. We tried to port the same indexing tricks back to duckdb but it wouldn’t let us. See the paper [1] for details

3. Prela focuses on analytical queries at least for now

[1]: https://arxiv.org/abs/2607.26356

Thanks! Kudos for the great work!