Infrastructure
Proxy routing, browser execution, retries, and usage controls are operational work.
Track mentions, reviews, ratings, and discussions about your brand across Trustpilot, Reddit, app stores, and TikTok — normalized JSON for sentiment and reputation workflows.
The problem
Marketing, support, and reputation teams need to know what people say about a brand across review sites, social platforms, and app stores. Collecting it in-house means a separate parser, proxy strategy, and scheduler for each source — and constant upkeep as pages change.
Proxy routing, browser execution, retries, and usage controls are operational work.
Raw pages must become stable records before products and data teams can use them.
Use-case landing pages should map directly to buyer workflows and internal data models.
Structured public web data workflows still need clear legal, privacy, and platform boundaries.
What you can collect
Example fields may include public mention, review, and discussion signals plus the brand, source, and query context used to collect them.
Relevant Crawlora APIs
Start from the platform page or endpoint docs, then test the same route in Playground before production integration.
Business profiles and public review collection for reputation workflows.
OpenCollect a business's public Trustpilot reviews.
OpenSearch public posts and comments for brand mentions and discussion.
OpenApp ratings and public reviews for your and competitors' apps.
OpenAndroid app ratings and public review signals.
OpenSearch public videos and discussion mentioning your brand.
OpenExample workflow
Crawlora keeps the scraping execution layer behind documented APIs so your product can focus on storage, analysis, alerts, and user workflows.
01
List the brands, products, and competitors to track, and the review/social/app-store sources that matter.
02
Call the relevant endpoints from a scheduler to gather public reviews, posts, and ratings.
03
Store mention text, ratings, source, and timestamps, then run your own sentiment or theme analysis.
04
Surface rating drops, sentiment shifts, and spikes into dashboards or alerts for the right team.
API example
Illustrative example using the documented Reddit search route. Check Docs for the current parameters and response fields.
GET https://api.crawlora.net/api/v1/reddit/search?query=YourBrand&limit=20
x-api-key: YOUR_API_KEY{
"code": 200,
"msg": "OK",
"data": [
{
"id": "abc123",
"subreddit": "technology",
"title": "Has anyone tried YourBrand?",
"author": "example_user",
"score": 84,
"num_comments": 21
}
]
}What you can build
These are practical workflow patterns for SaaS products, data teams, AI agents, agencies, growth teams, and internal intelligence tools.
Aggregate ratings and reviews across Trustpilot, app stores, and more in one view.
Track brand and competitor mentions across Reddit and TikTok discussions.
Run sentiment on collected review and post text to watch trends over time.
Compare ratings, review volume, and sentiment against competitors.
Detect rating drops or mention spikes that need a fast response.
Route themes and complaints to product and support teams.
Build or buy
Custom scrapers can work for prototypes. Production web data workflows need infrastructure, monitoring, stable output, and clear failure behavior.
| DIY approach | Crawlora approach |
|---|---|
| Maintain a separate parser for Trustpilot, Reddit, app stores, and TikTok | Call documented endpoints that return normalized review and mention JSON |
| Run proxy rotation and anti-bot handling per source | Use managed proxy routing and browser-backed execution behind the API |
| Deduplicate and normalize fields across sources | Receive consistent JSON fields you can merge by brand and source |
| Build your own usage metering and cost tracking | Use API-key usage tracking and credit-based pricing |
Infrastructure
Crawlora combines platform-specific APIs with managed proxy routing, browser-backed rendering, retries, rate limits, usage tracking, and scaling controls.
Responsible use
Use brand and review data responsibly and comply with applicable laws, platform terms, and third-party rights. Crawlora is for public mention and review data and should not be used for manipulation, abusive collection, or private or personal data. Read Crawlora terms.
Related use cases
Cross-link practical workflows that often share the same data infrastructure and product buyers.
FAQ
Answers for developers and product teams evaluating Crawlora for this workflow.
A brand monitoring API returns public mentions, reviews, and ratings about a brand across sources as structured JSON, so you can track reputation and sentiment without parsing each site.
Trustpilot reviews, Reddit discussions, App Store and Google Play reviews, and TikTok mentions, where the documented endpoints expose those fields.
Yes. Crawlora returns the review and post text; you apply your own sentiment or theme analysis on top.
Yes. Collect the same fields for competitor brands and compare ratings, volume, and sentiment.
You control cadence with scheduled snapshots and compare each run to the previous one.
Crawlora uses credit-based pricing per documented endpoint call. Estimate cost from the pricing page and endpoint docs.
For supported endpoints, managed proxy routing, browser-backed execution where needed, retries, and normalization are handled behind the API.
Browse Crawlora APIs, test a request in Playground, and move from scraping infrastructure work to production data workflows.