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⚡ AI Lessons

Dev.to · mian po
🔧 Backend Engineering
1mo ago
Build a TikTok Hashtag and Creator Research Pipeline in Node.js
Use public TikTok hashtag, video, and creator metadata with safe retries and cursor handling.

Dev.to · mian po
📣 Digital Marketing & Growth
⚡ AI Lesson
1mo ago
Engineering Reliable Pagination for Public TikTok Data
A practical Node.js workflow for real cursor pagination, duplicate-safe page merging, native raw JSON, explicit null semantics, and HTTP-first TikTok data colle

Dev.to · mian po
📣 Digital Marketing & Growth
⚡ AI Lesson
2mo ago
Why Xiaohongshu xsec_token Links Expire and How to Recover
A practical workflow for copying a current public RedNote URL, validating it locally, and recovering cleanly when its xsec_token expires.

Dev.to · mian po
🔧 Backend Engineering
⚡ AI Lesson
2mo ago
Process A Larger Xiaohongshu Note Batch Asynchronously
Submit up to 50 public RedNote URLs, poll without holding a gateway request open, and preserve partial successes safely.

Dev.to · mian po
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Retrieve Rich Xiaohongshu Note Data With Python
Validate a public RedNote URL, retrieve normalized note detail, preserve null values, and handle temporary upstream failures correctly.

Dev.to · mian po
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Engineering Reliable Cursor Workflows for Public RedNote Data
A practical Python workflow for normalized Xiaohongshu note data, duplicate-safe cursor pagination, explicit null semantics, and structured retries through Rapi
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