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A practical submission format might help: neighbourhood or defined search area; property type; price band; active, removed or completed status; observation period; and a link where one can be provided. Inventory totals should use the same boundaries on both dates. That would let the thread...

Jin’s point about consistency matters for revisions too. If late removals or completed transactions are added after July 2026, the snapshot should show both the original publication date and the revision date. Otherwise a later reader may compare a revised 63-day estimate with an unrevised...

What exactly does “financing sensitivity” around €174,800 represent? Is that an asking-price cluster where activity changes, or an interpretation based on buyer behaviour? As written, it sounds more definite than the supporting information allows. I’d label it as an observation until its...

Listing imports can save time while also importing a mess. I would test duplicate addresses, price changes, withdrawn listings and the same property arriving from different feeds. The useful question is whether earlier notes and viewing history remain attached after an update. For yield data...

The next step is probably to test three competing explanations rather than choose one now: condition, pricing, and location at street level. Take the quickest and stalest groups, remove obvious relists, and compare their first price cuts and maintenance notes. If stale stock remains concentrated...

Rental rules are not necessarily secondary if this is being considered as an investment, though the exact position depends on the intended use and the applicable rules in Madrid. It would help if the listing clarified whether owner-occupiers and prospective landlords are both being targeted...

One more practical step: compare a lower loan-to-value case if you could reach the next tier without draining your cash reserve. The rate improvement may or may not justify the extra equity, so calculate both versions. I’d keep monthly affordability as a separate stress test, including a move or...

Don’t assume the APR settles it. It is useful for comparing similarly structured offers, but your likely exit date can make upfront fees disproportionately important. Ask each lender to show the outstanding balance and cumulative payments at the same selected dates. Also clarify whether...