Reddit Scraper
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Pay per usage
Pricing
Pay per usage
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BotFlowTech
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Reddit Personal Loan Lead Scraper
This actor searches specified Reddit subreddits for personal-loan related posts, normalizes them into a unified lead format, and can optionally filter them using a built-in heuristic (LLM-style scoring).
What it does
- Iterates over
subreddit × keywordcombinations. - Scrapes posts for each combination (you plug in Reddit API / Apify actor / HTTP logic in
scrapeReddit). - Normalizes posts to a common schema:
platform,title,body,author,url,keyword,context(subreddit),createdAt,upvotes,numComments.
- Optionally runs a simple LLM-like filter to keep only posts that look like genuine loan seekers.
Note: The current
scrapeRedditfunction is a stub returning an empty array. Replace it with Reddit API calls orActor.call()to a store Reddit scraper actor before using in production.
Input
Configured via INPUT_SCHEMA.json:
-
redditSubreddits(array, required)
Subreddits to search, e.g.["hyderabad", "personalfinanceindia"]. -
redditKeywords(array, required)
Loan-related keywords, e.g.["personal loan hyderabad", "need loan hyderabad"]. -
maxResultsPerSource(integer)
Max posts to fetch per subreddit × keyword combination. -
enableLlmFiltering(boolean)
Whentrue, only items classified as Hot/Warm loan leads by the heuristiccallLeadLlmare kept.
You can edit these inputs in the Apify Console actor input form or via the API.
Output
Each dataset item looks like:
{"platform": "Reddit","title": "Need a personal loan in Hyderabad","body": "I am looking for a 3L personal loan...","author": "some_user","url": "https://reddit.com/r/hyderabad/...","keyword": "personal loan hyderabad","context": "hyderabad","createdAt": "2026-03-18T10:00:00.000Z","upvotes": 12,"numComments": 5,"llmVerdict": {"is_genuine_loan_seeker": true,"is_hyderabad_area": true,"lead_score": "Hot","urgency": "High"}}