How to Scrape Zillow Listings (No Code)

You can turn a Zillow search — "homes for sale in Austin under $600k", "3-bed rentals in Denver" — into a clean CSV or JSON file of prices, addresses, bed/bath counts, square footage, and listing URLs using Crawl Pilot's List Extractor. No code, no API key. It's a few minutes of work per search area, and the result is a dataset you can sort, filter, and track over time.

Two things make Zillow trickier than a practice site: it defends against automation with PerimeterX-style detection, and its results use numbered pagination plus lazy rendering. This guide walks the full three-step wizard, the preview, the results table and its exports, and what breaks.

On terms and ethics: Zillow's Terms of Use restrict automated access, and listing data is often owned by MLS providers. This guide is for personal research — comparing a neighborhood, tracking a handful of listings. Keep volumes modest and don't republish or resell listing data. See our privacy and ethics guide.

What You'll Need

Crawl Pilot installed and pinned (quickstart)
Your normal Chrome profile
A specific search area — one city or neighborhood at a time

Before You Start: Session Preparation

Zillow flags fresh, fast, cookieless sessions. Lower your footprint first:

02
Use your regular Chrome profile, not Incognito.
04
Browse Zillow manually for a minute — load the homepage, run your search, click a listing, go back.
06
Don't use a mismatched VPN whose region contradicts your search area.
08
Set your map search, then use the list view — the grid of property cards beside the map is what you'll extract.

Step 1: Run Your Search and Load Results

Go to zillow.com, enter your location, and apply filters (price, beds, home type). Results appear as a grid of property cards to the right of the map.

Zillow paginates results (~40 per page) and lazy-loads cards as you scroll. Scroll the results grid to the bottom so every card on the current page renders into the DOM. Wait a second or two for prices and thumbnails to settle.

Step 2: Open Crawl Pilot and Connect the Tab

Click the Crawl Pilot icon to open the side panel. If you see "Extension not connected to this tab", click Connect. Then open List Extractor — a three-step wizard.

Step 3: Wizard Step 1 — Pick a Repeating Item

You don't hunt for containers or map columns. You click one property card and Crawl Pilot detects the rest.

02
Click Select on Page. The panel switches to "Listening for Click…".
04
Hover over one property card — the block with price, address, and bed/bath stats — and click it.
06
Crawl Pilot shows a green "Repeating Pattern Found · N matching items on page" card (N should match the visible cards) and auto-extracts the fields it found: price, address, the bed/bath/sqft line, and the listing link.

Before continuing:

Click Preview Sample Data (database icon) to open a sample table and confirm the data is clean before running the full extraction.
Use Highlight on page (eye icon) to verify the pattern caught every real listing (Zillow injects ad/Zestimate cards — see "What Breaks").
Use the + to add a field for anything auto-detection missed (e.g. a "New" or "Price cut" badge), then click that element on the card.
Remove any noisy column.

Zillow's class names are auto-generated, so columns will be generically named — rename them later. Click Next.

Step 4: Wizard Step 2 — Choose How to Load More Items

The wizard asks "How should we load more items?" with three options: Numbered Pagination, "Load More" Button, and Infinite Scroll / Single Page.

Zillow uses a numbered pager at the bottom of the grid, so choose Numbered Pagination. The wizard then asks you to point to the "Next" button — click Zillow's "Next page" arrow so Crawl Pilot learns the selector. Click Next.

Step 5: Wizard Step 3 — Review & Run

The final step shows a Summary (fields, items per page, page limit) and a Crawl Speed setting:

Careful — heavy or protected sites
Balanced — the default for most sites
Aggressive — fast, simple pages only

For Zillow, choose Careful — it also gives lazy-loaded cards time to render before each page turn. Open Advanced Settings and set Max Pages to Extract to a modest number — start with 3–5 rather than grabbing every page on the first run. Click Start Extraction and watch the item count climb on the status bar.

Step 6: Open the Results Table and Export

When extraction finishes, click Open Results Table to see every listing as a row in Crawl Pilot's data table. Click Export and choose your format:

CSV — for Sheets/Excel
JSON — for scripts or other tools
Markdown — for docs or notes

(Google Sheets, Webhook, Airtable, and Zapier destinations are also available.)

A CSV export will look like this:

price,address,stats,listing_url
"$549,000","1204 Cedar Ave, Austin, TX 78702","3 bds · 2 ba · 1,850 sqft",https://www.zillow.com/homedetails/1204-Cedar-Ave-...
"$475,000","908 Elm St, Austin, TX 78702","2 bds · 1 ba · 1,120 sqft",https://www.zillow.com/homedetails/908-Elm-St-...

Cleaning the Output

The price and stats columns need parsing for analysis. In Google Sheets or Python:

python
import re

# "$549,000" -> 549000
price = int(re.sub(r'[^0-9]', '', row['price']))

# "3 bds · 2 ba · 1,850 sqft" -> beds, baths, sqft
beds  = re.search(r'([\d.]+)\s*bds', row['stats'])
baths = re.search(r'([\d.]+)\s*ba',  row['stats'])
sqft  = re.search(r'([\d,]+)\s*sqft', row['stats'])

beds  = float(beds.group(1))  if beds  else None
baths = float(baths.group(1)) if baths else None
sqft  = int(sqft.group(1).replace(',', '')) if sqft else None

# Price per square foot — the most useful derived column
ppsf = round(price / sqft, 2) if sqft else None

What Breaks and Why

A "Press & Hold" or CAPTCHA challenge appears

Zillow's bot defense triggered. Stop, complete it manually, wait 15–20 minutes, and reduce speed and page count next time.

Only 8–10 listings extracted from a 40-listing page

Cards hadn't lazy-loaded. Scroll the grid fully to the bottom, wait for prices and thumbnails, then re-run Step 1.

Beds/baths/sqft are jammed into one column

That's how Zillow renders them — one text node with · separators. Split them in post-processing (snippet above).

Some rows are ads or "Zestimate" promos, not listings

Zillow injects promotional cards into the grid. Use Highlight on page to spot them, and filter after export — rows with a blank listing_url or no price are usually not real listings.

Prices differ from what you saw earlier

Zillow updates listings and runs experiments. The extension captures exactly what your session renders at extraction time, which is correct for that moment.

Frequently Asked Questions

Can I export Zillow data as JSON instead of CSV?

Yes. On the results table, the Export dropdown offers CSV, JSON, and Markdown locally, plus Google Sheets, Webhook, Airtable, and Zapier. Choose JSON to pipe listings into a script or another app.

Is it legal to scrape Zillow?

Zillow's Terms of Use prohibit automated access, and much listing data is owned by MLS providers with their own restrictions. Personal, small-scale research sits in a grey area; republishing or reselling scraped listing data does not. For commercial needs, use Zillow's official Bridge API or a licensed provider.

How do I track price changes over time?

Run the same search on a schedule and save each export with a datestamp — austin_78702_2026-07-04.csv. Comparing snapshots reveals price cuts, days on market, and new inventory. Crawl Pilot's History tab lets you revisit past runs.

Can I get the listing agent's contact details?

Not from the results grid — those live on individual listing pages. You could feed the listing_url column into Crawl Pilot's Page Extractor, but respect that agent contact info is personal data covered by privacy law and Zillow's terms.

What to Try Next

You now have a list of listings with their detail-page URLs. Run the Page Extractor on the listing_url column to drill into each property — year built, lot size, price history, HOA fees — in a second pass. That two-step pipeline (List Extractor for the search grid, Page Extractor for each home) turns a search into a genuinely rich local dataset.

Ready to try it? Install Crawl Pilot and start with a single neighborhood search.

How to Scrape Zillow Real Estate Listings (No Code): A Step-by-Step Guide