Reddit Scraper

Scrape Reddit posts and comments using the Apify parseforge/reddit-posts-scraper actor.

Quick Start

Requires APIFY_API_TOKEN env var (or --token flag). Install dependency: pip install requests.

# Top posts from r/growthhacking in last week
python3 skills/reddit-scraper/scripts/search_reddit.py \
  --subreddit growthhacking --days 7 --sort top --time week

# Hot posts from multiple subreddits
python3 skills/reddit-scraper/scripts/search_reddit.py \
  --subreddit "growthhacking,gtmengineering" --days 7 --sort hot

# Keyword-filtered competitor tracking
python3 skills/reddit-scraper/scripts/search_reddit.py \
  --subreddit LLMDevs \
  --keywords "Langfuse,Arize,Langsmith" \
  --days 30

# Human-readable summary table
python3 skills/reddit-scraper/scripts/search_reddit.py \
  --subreddit growthhacking --days 7 --output summary

How the Script Works

1. Builds full Reddit URLs for each subreddit (e.g. https://www.reddit.com/r/growthhacking/top/?t=week)
2. Calls the Apify parseforge/reddit-posts-scraper actor via REST API
3. Polls until the run completes, then fetches the dataset
4. Applies client-side keyword and date filtering
5. Sorts by score (descending) and outputs JSON or summary

CLI Reference

Flag	Default	Description
--subreddit	required	Subreddit name(s), comma-separated
--keywords	none	Keywords to filter (comma-separated, OR logic)
--days	30	Only include posts from the last N days
--max-posts	50	Max posts to scrape per subreddit
--sort	top	Sort: hot, top, new, rising
--time	week	Time window for top sort: hour, day, week, month, year, all
--output	json	Output format: json or summary
--token	env var	Apify token (prefer APIFY_API_TOKEN env var)
--timeout	300	Max seconds to wait for the Apify run

Tips for Small Subreddits

Small or low-traffic subreddits (e.g. r/gtmengineering) may return zero posts with --sort hot because the hot feed is nearly empty. Use --sort top --time week (or month) instead — this scrapes the top-ranked posts over the time window and reliably returns results.

Direct API Usage

If calling the Apify API directly (e.g. via curl), note these required fields:

{
  "startUrls": [{"url": "https://www.reddit.com/r/growthhacking/top/?t=week"}],
  "maxPostCount": 50,
  "scrollTimeout": 40,
  "searchType": "posts",
  "proxyConfiguration": {"useApifyProxy": true}
}

Key differences from other Apify actors:

• Uses startUrls with full Reddit URLs (not a searches array)
• proxyConfiguration is required — omitting it causes an error
• Sort/time are controlled via the URL path (e.g. /top/?t=week), not separate input fields

Common Workflows

1. Competitor Tracking

python3 skills/reddit-scraper/scripts/search_reddit.py \
  --subreddit "LLMDevs,MachineLearning,LocalLLaMA" \
  --keywords "Langfuse,Arize,Weights & Biases,Langsmith,Braintrust" \
  --days 30 --sort top --time month

2. Pain Point Discovery

python3 skills/reddit-scraper/scripts/search_reddit.py \
  --subreddit LLMDevs \
  --keywords "frustrating,difficult,hard to,wish there was,better way" \
  --days 30

3. Brand Monitoring

python3 skills/reddit-scraper/scripts/search_reddit.py \
  --subreddit "LLMDevs,MachineLearning" \
  --keywords "YourProductName" \
  --days 7 --sort new

Important: Always Include Post URLs

When presenting Reddit results to the user, always include the original post URL for every post. This is critical for allowing users to read the full discussion, comments, and context. Never return a summary table without links.

Output Format

Posts are returned as JSON array sorted by score. Each post has:

{
  "id": "abc123",
  "title": "Post title",
  "author": "username",
  "subreddit": "growthhacking",
  "score": 42,
  "numComments": 15,
  "createdAt": "2026-02-18T12:00:00.000Z",
  "selfText": "Post body...",
  "url": "https://reddit.com/r/..."
}

Configuration

See references/apify-config.md for detailed API configuration, token setup, and rate limits.