Can I collect property listings automatically?

From public search-result pages, where the portal's terms allow it - each listing states the review obligation plainly. The output is a structured row per property with its source page attached.

Do these tools value property?

No. They collect asking prices, sizes and locations; a valuation is a judgement built on that data, and no listing here claims to make it for you.

How do I track price changes in an area?

Re-run the same search on a schedule and diff the dated files: the changes surface as rows with previous and current asking price, exactly like a product watch list.

What about agent-only or logged-in data?

Out of scope everywhere in this directory: tools read what a logged-out visitor can see and never accept portal credentials.

The best real estate data tools in one place

Real estate data tools for agents and investors: listing inventories, price-per-area datasets and portal search snapshots collected from public result pages. 0 bots in this category.

Real estate listings collect property data from public search-result pages: listing inventories by area and category, price-per-square-foot datasets, portal snapshots for the same query over time, and comparable-property rows for agents, analysts and investors. One search per run keeps the dataset attributable to a query and a date.

Expect rows keyed on the listing reference where one is published, with the search query, the result position and the collection date attached, so a price trend is defensible. Portals restrict automated access more than most sites; each listing's terms notice is explicit about reviewing them first.

Every listing ships the same four launchers - a Windows .exe and .sh scripts for macOS Apple Silicon, macOS Intel, and Linux - delivered as a single raw file with no archive or extraction step. Restore the executable bit on the shell-script platforms, and clear the macOS Gatekeeper quarantine attribute before the first run. Weekly re-runs of the same query build the comparable time series; keep each query's output in its own dated file.

Bots in this category

No bots in this category yet

Check back soon, or browse another category.

Real Estate bots: frequently asked questions

Can I collect property listings automatically?: From public search-result pages, where the portal's terms allow it - each listing states the review obligation plainly. The output is a structured row per property with its source page attached.
Do these tools value property?: No. They collect asking prices, sizes and locations; a valuation is a judgement built on that data, and no listing here claims to make it for you.
How do I track price changes in an area?: Re-run the same search on a schedule and diff the dated files: the changes surface as rows with previous and current asking price, exactly like a product watch list.
What about agent-only or logged-in data?: Out of scope everywhere in this directory: tools read what a logged-out visitor can see and never accept portal credentials.