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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.

🕒 Last updated: 2026-05-29 · 📊 11 fields per record · Real-time retail sentiment · Auto-aggregated bullish/bearish skew

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.

📋 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.

🎬 Full Demo

🚧 Coming soon.

⚙️ Input

Example 1:

{"maxItems":25}

Example 2:

{"symbolFilter":"AAPL,TSLA,NVDA"}

⚠️ Good to Know: The trending endpoint is rate-limited. Each call returns up to ~30 most recent trending messages.

📊 Output

Sample record:

{
"symbol":"TSLA",
"title":"Tesla Inc.",
"url":"https://stocktwits.com/symbol/TSLA",
"watchlist_count":540123,
"message_count":12,
"sentiment":"Bullish",
"bullish_messages":9,
"bearish_messages":2,
"last_price":241.5,
"change":3.21,
"scrapedAt":"2026-05-29T13:00:00.000Z",
"error":null
}

✨ Why choose this Actor

| 🆓 | Public Stocktwits trending stream, no key. | | 🎭 | Auto-aggregated bullish/bearish skew. | | 🔢 | Numeric casting. | | 🛟 | Errors surfaced cleanly. | | 🔌 | Symbol filter. | | 💾 | CSV / Excel / JSON / XML / RSS / HTML. |

📈 How it compares to alternatives

🚀 How to use

1. Click Try for free.
2. Optional symbolFilter.
3. Click Start.

💼 Business use cases

📊 Meme-stock detection. Catch breakout names before they hit mainstream news.

💼 Quant signals. Use sentiment skew as a backtestable feature.

📰 Newsroom. Spot mood swings before earnings.

🤖 ML. Train sentiment models with crowd labels.

🔌 Automating Stocktwits Trending Symbols Scraper

• Make / Zapier to Airtable / Slack.
• Cron schedule native Apify.
• Webhooks on completion.
• Pipe to BigQuery / Snowflake / Postgres.

🌟 Beyond business use cases

🎓 Education. Teach sentiment analysis.

🧪 Personal research. Track your watchlist.

🤝 Open data. Retail sentiment dashboards.

🧰 Prototyping. Quick feed.

🤖 Ask an AI assistant about this scraper

Drop this README into ChatGPT or Claude.

❓ Frequently Asked Questions

❓ API key? None.

❓ Refresh? Real-time trending stream.

❓ Filter? Yes by symbol.

❓ Cast? Yes.

❓ Errors? Clean {error} record.

❓ Schedule? Yes.

❓ Scraping or API? Public API.

❓ Schema stable? Yes.

❓ Formats? CSV, Excel, JSON, JSONL, XML, RSS, HTML.

❓ How fresh? Last ~30 trending messages.

🔌 Integrate with any app

Apify integrations with Make, Zapier, Slack, Discord, Google Drive, Google Sheets, Gmail, Airbyte, Keboola, Telegram, GitHub, REST/webhook.

🔗 Recommended Actors

💡 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.