Review Pain Extractor

Mine public reviews for customer complaints, missing features, severity, affected workflows, sentiment clues, and product or sales opportunities.

Review Pain Extractor is built for product, marketing, and sales teams that need usable voice-of-customer signals from public reviews. It does not simply count keywords. It extracts the complaint, the affected workflow, the requested feature, severity, and the business opportunity behind the review.

This actor is designed for focused marketplace research runs. You can give it public URLs, paste copied source text, or combine both. URL fetching is useful for public HTML pages; pasted text is useful when a site uses heavy JavaScript, login walls, CAPTCHA, or restrictive anti-bot controls that should not be bypassed.

Who Uses It

• Product managers
• SaaS founders
• App marketplace researchers
• Sales and positioning teams
• Customer research and VOC analysts

What It Extracts

• productName - Product, plugin, app, or vendor being reviewed.
• reviewSource - Marketplace, app store, review site, plugin directory, or source context.
• rating - Visible rating or sentiment rating when present.
• painTheme - Complaint theme such as support delay, missing feature, sync issue, pricing, reliability, or usability.
• complaintText - Core customer pain phrase extracted from the review.
• requestedFeature - Feature request, missing capability, or desired improvement.
• affectedWorkflow - Workflow affected by the pain, such as checkout, form submission, reporting, onboarding, or sync.
• severity - Severity based on rating, negative language, broken workflows, and urgency.
• buyerOpportunity - How a competitor, product team, or sales team can use the pain signal.
• reviewUrl - Original review page URL or synthetic URL for pasted review text.
• evidenceText - Short review sentence supporting the extracted pain.

Why This Actor Is Useful

Reviews contain sales objections, roadmap clues, and competitor weaknesses. This actor converts raw review language into structured pain signals that are easier to prioritize.

Input

• startUrls - Public pages to fetch and analyze.
• sourceTexts - Optional pasted source snippets for pages that are blocked, login-gated, JavaScript-heavy, or easier to collect manually.
• maxPagesPerStartUrl - Same-domain crawl depth for each URL. Use a low value for precise runs.
• maxConcurrency - Parallel request count.
• proxyConfiguration - Optional Apify Proxy settings for public pages that rate-limit normal requests.

Example Input

{
    "startUrls": [
        {
            "url": "https://wordpress.org/plugins/woocommerce/#reviews"
        }
    ],
    "sourceTexts": [
        "Shopify review for CartPilot rated 2 stars: merchants complain the bulk discount rules are missing, checkout campaigns fail during sales, and support takes three days to reply."
    ],
    "maxPagesPerStartUrl": 2,
    "maxConcurrency": 2
}

Example Output

{
    "productName": "CartPilot",
    "reviewSource": "Shopify",
    "rating": "2 stars",
    "painTheme": "missing feature",
    "complaintText": "bulk discount rules are missing",
    "requestedFeature": "bulk discount rules",
    "affectedWorkflow": "checkout campaigns",
    "severity": "high",
    "buyerOpportunity": "Position against checkout campaign failures and missing bulk-discount controls.",
    "reviewUrl": "pasted://review-1",
    "evidenceText": "Merchants complain the bulk discount rules are missing."
}

How It Works

1. The actor normalizes every URL and pasted text item.
2. Public URLs are fetched with a browser-like user agent and a clear timeout.
3. HTML pages are converted into readable page text while scripts, styles, iframes, and hidden noise are removed.
4. The actor applies Review Pain Extractor-specific extraction rules rather than a generic page-summary template.
5. Only rows with useful actor-specific information are saved to the dataset.
6. A run summary is saved to the key-value store for quick review.

Practical Workflows

• Mine competitor reviews before a positioning project.
• Feed feature-request evidence into product planning.
• Build sales battlecards from public complaints.
• Track recurring support or reliability pain themes.

Reliability Notes

• Best results come from public HTML pages or pasted snippets that visibly contain the target signal.
• For JavaScript-heavy sites, paste the relevant text or use URLs that return readable HTML.
• The actor does not bypass logins, paywalls, CAPTCHA, private systems, or website restrictions.
• Some fields may be empty when the source does not contain that information.
• Use smaller crawl limits for broad portals and larger limits only for well-structured sites.

Limitations

• This actor extracts public or user-provided visible text only.
• It is not a legal-access tool for restricted procurement portals, private retailer dashboards, closed review platforms, account-only changelogs, or internal documentation.
• Results should be reviewed before making procurement, legal, inventory, engineering, or sales decisions.

Search Keywords

review pain extractor, review pain extractor, product name, review source, rating, pain theme, complaint text, requested feature, affected workflow, severity, buyer opportunity, review url, evidence text