Product reviews parserDevelopment & Customization

A Python parser that collects open product reviews into a table: text, rating and date only, no names

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A Python parser that collects open product reviews into a table: text, rating and date only, no names

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

To see what buyers like and dislike about your products or a competitor's, this parser collects open reviews into a table: the product and its link, and for each review only the text, the rating and the date. Reviewers' names, nicknames, photos and profile links are left out, so the table holds no personal data. Send the shop's site, a product page with reviews and one or two pages saved from your browser; when reviews open with a «show more» button, the parser follows it. You get Python code, a settings file and a README and run it on your computer. It does not read Amazon, Google, LinkedIn or social networks, never logs in or gets around captchas or protection, and keeps a polite pace. You decide whether the site's terms allow it; 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.
  • Three facts per reviewText, rating and date, nothing about the person
  • Linked to the productEach review row carries the product name and link
  • All review pagesFollows «show more» and the review pages
  • Polite paceA pause between pages, set in the settings
  • Runs on your computerWindows, macOS or Linux, with Python

How it works

  1. 1
    PagesYou give the shop, the products and a saved page with reviews
  2. 2
    ParserWe write the code and the guide to running it
  3. 3
    RunYou run it and check the review count of one product
  4. 4
    ChangesYou ask for changes within your package and send any error message

What we need from you

The shop's site and the exact pages: a list of product links or a category link, and roughly how many products and reviews there are. The product fields you need besides the review text, rating and date, e.g. product name, code, link, average rating. One or two pages with reviews saved from your browser (File > Save page as) or screenshots. CSV or Excel.

We will ask you:

  • Which shop and products?
  • Product fields
  • How many reviews roughly?
  • Only some reviews?

Compare packages

PackagesBasicReviews of your products$22StandardA category, every review$42PremiumUp to 3 shops$76
Deadline1 day2 days3 days
Revisions123
Sites11up to 3
Kinds of page12 (product list and reviews)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

Can it collect the reviewer's name or city?

No. Each review keeps only its text, rating and date. Names, nicknames, cities, photos and profile links are personal data and stay out.

Will it sort reviews into good and bad?

It saves the rating, so you can filter by it in Excel. It does not judge the text; reading it is yours to do.

May I post these reviews on my site?

No, not as your own: they belong to their authors and the shop, and showing them as yours would mislead buyers. Use them to study what people say.

Can it read reviews on Amazon, Google Maps or social networks?

No. Amazon, Google, LinkedIn and social networks are out: their terms forbid it. For other shops you decide whether their terms allow it.

What if reviews load as I scroll?

Then the parser uses a browser library (Playwright), which the README covers. If the shop changes its layout later, the parser needs an update.

Did not find your answer?

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