Pricing

from $9.99 / 1,000 results

SoftwareAdvice Review Scraper

Scrapes Software Advice product ratings and recent reviews from JSON-LD data, with meta-tag fallbacks. Extracts product details, ratings, review text, reviewer names, dates, and sentiment, with review or product output modes.

Pricing

from $9.99 / 1,000 results

Rating

0.0

(0)

Developer

Jamshaid Arif

Actor stats

Bookmarked

Total users

Monthly active users

2 days ago

Last modified

Input

{
  "products": [
    "project-management/notion",
    "https://www.softwareadvice.com/crm/hubspot-profile/"
  ],
  "outputMode": "reviews",
  "includeSentiment": true,
  "requestDelaySecs": 2
}

category/slug shorthand is expanded to the full profile URL (-profile/ appended automatically).

Output modes

reviews (default) — one dataset row per review (type: "review", with product name/category attached) plus one product-summary row per page (type: "product"). Best for tabular analysis: filter the dataset by type.
product — one row per product with reviews nested.

Fields

Product: name, category (from URL), description, aggregate rating, review_count, best_rating, reviews_scraped, and avg_review_sentiment.

Review: rating, title, body, reviewer first name, date (month-year granularity — that's all SoftwareAdvice publishes), and a lexicon sentiment score in [-1, 1] (toggleable, no ML dependencies).

Coverage note (honest limits)

The JSON-LD embeds roughly the 15 most recent review bodies per profile page. Deeper review history is loaded client-side by JavaScript and is not reachable with plain HTTP — so this actor gives you the aggregate stats plus a recent-reviews sample, not the full 2,000+ review archive. For trend tracking, schedule it and accumulate: new reviews enter the JSON-LD window as they're posted.

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