Give your Dify workflows TikTok Shop, AliExpress and video transcript tools

Description and use

The TubeText plugin adds four tools to Dify that automatically fetch TikTok Shop product data, AliExpress search results, and video transcripts, enabling fast LLM workflows with minimal cost.

Problem

Integrating real-time product, price, stock, and video transcript data into Dify LLM workflows is difficult because Dify lacks built‑in connectors for these sources.

Outcome

Using TubeText, a single workflow can fetch video transcripts, product details, and price data in under 30 seconds, with parallel execution and minimal cost (~$0.007 for a full test round).

Workflow

• Create an Apify account and copy the API token
• Install the TubeText plugin in Dify
• Authorize the plugin with the token
• Use the TubeText tools (TikTok Shop Products, AliExpress Search, Video Transcript, Get Run Results) as nodes in a Dify workflow
• Pass the tool outputs to an LLM node for processing or summarization
• Optionally use Get Run Results for long runs that exceed the Max Wait time

Evidence

Dify is great at the LLM part of a workflow. The hard part is getting real data in: a product's sales and stock, AliExpress prices, or what a video actually says.

Source

The TubeText plugin adds four tools to Dify for exactly that. Each one runs an Apify Actor with your own token and returns clean JSON.

Source

In my test, one call with one YouTube link and one TikTok link took 26 seconds.

Source

The plugin is free. Runs bill per result on your Apify account (Apify free-plan prices): YouTube transcripts: $4 per 1,000. TikTok transcripts: $3 per 1,000. AI transcription: $0.006 per minute, and only if you turn it on.

Source

The plugin only calls api.apify.com. It never logs in to TikTok, AliExpress or YouTube.

Source