Car listings parserDevelopment & Customization

A Python parser for open car listings: make, year, mileage, price and city in a table, no seller contacts

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A Python parser for open car listings: make, year, mileage, price and city in a table, no seller contacts

Example result

Example for the Standard package

Parser of a garden tools supplier's catalog into Excel

What the result looks like

ArticleNamePriceIn stockWeightPhoto
GT-1042Pruning shears, 20 mm18.90Yes0.24 kg…/gt-1042.jpg
GT-1187Folding saw, 210 mm24.50Yes0.31 kg…/gt-1187.jpg
GT-2210Hedge shears, wavy blade39.00No1.10 kg…/gt-2210.jpg
GT-3305Hand trowel, stainless9.80Yes0.18 kg…/gt-3305.jpg
GT-4120Garden hose 25 m, 1/2"42.00Yes2.90 kg…/gt-4120.jpg

The file in the example has 1,236 products from 52 list pages.

A part of the code

def product_links(list_url: str) -> Iterator[str]:
    """Product page links from every page of the list, following 'Next'."""
    url: str | None = list_url
    while url:
        page = fetch(url)
        for card in page.select("div.product-card a.title"):
            yield urljoin(url, card["href"])
        next_link = page.select_one("a.pagination-next")
        url = urljoin(url, next_link["href"]) if next_link else None


def fetch(url: str) -> BeautifulSoup:
    """One open page, at a polite pace: a pause between requests and a few tries on errors."""
    for attempt in range(3):
        time.sleep(settings.delay_seconds)
        response = session.get(url, timeout=30)
        if response.status_code == 200:
            return BeautifulSoup(response.text, "html.parser")
        log.warning("%s answered %s, try %d of 3", url, response.status_code, attempt + 1)
    raise ScraperError(f"{url} did not open after 3 tries")

Files: a ZIP archive with scraper.py, settings.ini (the start page, the pause between requests, the file name), requirements.txt and a README on installing and running it. It reads only open pages, one every 2 seconds, and checks the site's robots.txt first. The client runs it on their own computer.

Client: an online garden shop that resells a supplier's tools; the supplier has an open catalog on its website but no price list file. Task: go through the catalog's list pages, open every product page and save the article number, name, price, stock, weight and main photo link to Excel, to compare prices once a week.

The client and all details are made up.

About this service

Dealers and car buyers use this parser to see the market in one table: make, year, mileage, engine, gearbox, body, fuel, colour, price, city, date posted, link and photo links from open car listings. Set up the search on the site (make, years, price range) and send that link, one listing and one or two pages saved from your browser. We write the code in Python by those pages; you get it with a settings file and a README and run it yourself as often as you need. Seller data stays out: no names, emails or phone numbers, and no number plates or VIN. The parser reads open pages at a polite pace and never logs in or gets around captchas or protection. Whether the site's terms allow it is your decision, and a later change of its layout needs an update.

What is included

  • What you getA ZIP archive with the Python code, a settings file and a README with step-by-step instructions; the code is also shown on the order page.
  • The market in one tableSort by year, mileage or price in Excel
  • Your search linkMake, years and price range set on the site
  • No seller dataNo names, phones, plates or VIN
  • Mileage as a numberReady for filters and averages
  • Runs on your computerWindows, macOS or Linux, with Python

How it works

  1. 1
    SearchYou send a search link and one saved listing
  2. 2
    ParserWe write the code and the guide to running it
  3. 3
    RunYou run it and check a few cars against the site
  4. 4
    ChangesYou ask for changes within your package and send any error message

What we need from you

The car site and a link to a search with your filters, one listing page and roughly how many cars the search shows. The fields you need in the order of your table, e.g. make, year, mileage, engine, gearbox, price, city, link. One or two of those pages saved from your browser (File > Save page as) or screenshots. CSV or Excel, and how often you will run it.

We will ask you:

  • Which site and search?
  • The fields you need
  • How many cars roughly?
  • Anything else it should do

Compare packages

PackagesBasicListings from your links$21StandardYour search, every car$42PremiumUp to 3 car sites$75
Deadline1 day2 days3 days
Revisions123
Sites11up to 3
Kinds of page12 (search results and listing)up to 3
Fieldsup to 10up to 25up to 25 on each
Goes through the pages of a listNoYesYes
Results fileCSVExcel or CSVExcel, CSV or JSON
Duplicates removed, resumes where it stoppedNoNoYes
Order BasicOrder StandardOrder Premium

Payment protection

You pay when you order, but the money is released only for accepted work.

  • Fixed priceThe package price does not change after you pay.
  • The money is reservedWhen you pay, the amount is only reserved. It is released to the service once you accept the work.
  • Checked before deliveryEvery result goes through a quality check before it reaches you, and you see it on the order page before accepting it.
  • Free revisionsAsk for changes within your brief as many times as the package allows.
  • Acceptance after 3 daysIf within 3 days of delivery you neither accept the work nor ask for changes, it is accepted automatically. If you write in the order chat after delivery, the order waits; once we answer, we may start the 3 days again and will say so in the chat.
  • Redo or a full refundIf the result does not match your brief and the revisions did not fix it, or the work takes more than twice its deadline, write in the order chat: we will redo the work or refund the payment in full.
How it works →

Questions and answers

Will it tell me what a car is worth?

No. It collects asking prices as the listings show them. We do not value cars or give buying advice; the table is for your own comparison.

Can I get the sellers' phone numbers?

No. The parser collects no names, emails or phone numbers of people. Each row has the listing link, where you can reach the seller the way the site offers.

Can it read car ads in social networks or on Google?

No. It does not read social networks, LinkedIn, Google or Amazon: their terms forbid it and many pages need signing in. Other open car sites are fine if their terms allow it, which you decide.

What if the site hides listings behind a captcha?

Then the parser cannot read them: it never gets around captchas or other protection. If the site changes its layout later, the parser needs an update, which is a new order.

Did not find your answer?

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