Stocktwits Trending Symbols Scraper
Pricing
from $7.50 / 1,000 results
Stocktwits Trending Symbols Scraper
Pull trending tickers from the Stocktwits public feed with symbol, watchlist_count, message_count, sentiment, last_price, and change. Optionally filter by tickers like AAPL or TSLA. Useful for retail sentiment tracking, momentum screening, and meme stock research.
Pricing
from $7.50 / 1,000 results
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0.0
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ParseForge
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5
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3
Monthly active users
6 days ago
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💬 Stocktwits Trending Symbols Scraper
🚀 Export Stocktwits trending tickers in seconds, including watchlist count, message volume, sentiment skew, last price and change, straight from the public api.stocktwits.com trending stream.
The Stocktwits Trending Symbols Scraper turns the public Stocktwits trending message stream into a ticker-level sentiment dataset. It walks the most recent trending messages, aggregates how many bullish vs bearish posts each symbol got, and emits one row per ticker.
| 🎯 Target Audience | 💡 Primary Use Cases |
|---|---|
| 📊 Retail flow analysts | Detect meme-stock momentum |
| 💱 Quant teams | Sentiment-as-a-feature backtests |
| 🏢 Hedge funds | Crowded-position risk monitoring |
| 🤖 ML researchers | NLP-sentiment training labels |
| 📰 Financial journalists | Track retail mood shifts |
| 👩💻 Developers | Build sentiment dashboards |
📋 What the Stocktwits Trending Symbols Scraper does
- Calls
https://api.stocktwits.com/api/2/streams/trending.json. - Aggregates messages per symbol with bullish/bearish counts.
- Computes a net sentiment label.
- Optionally filters to a list of tickers.
- Exports as CSV, Excel, JSON, JSONL, XML, RSS, or HTML.
💡 Why it matters: Stocktwits is the largest dedicated retail trading community. Sentiment skew on trending tickers is a leading indicator for short-term momentum.
📊 Data fields
Each record includes: change, last_price, message_count, results, scrapedAt, sentiment, symbol, title, url, watchlist_count. These field names come straight from the actor's dataset schema, so what you see here is what lands in your dataset.
⚠️ Good to Know: The trending endpoint is rate-limited. Each call returns up to ~30 most recent trending messages.
🚀 How to use
- Click Try for free.
- Optional
symbolFilter. - Click Start.
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💡 Pro Tip: browse the complete ParseForge collection for 900+ scrapers.
Disclaimer: This actor scrapes only publicly available data. ParseForge is not affiliated with, endorsed by, or sponsored by any of the third-party services referenced. Users are responsible for complying with the target site's terms of service and applicable law. Create a free account w/ $5 credit.
🆘 Need Help?
If you hit a bug, have questions about setup, or need a scraper we haven't built yet, open our contact form or write to parseforge@protonmail.com. We also take on paid custom data projects.
For faster answers, join our Discord. It's the best place to get support and suggest new actors.
