they don't say "this fall", they say later this year, I think it is some parallel effort, and it is actually going for few years already (rewriting index logic to have them in mmapped buffers and not in memory), finger crossed they will finish it finally.
Indexes, transactions, a first-class storage format are all things that come included with DuckDB, that you won't have with Datafusion.