TikTok Scraper: Script & Analyze Trends for Viral Hits!
- Trinetra Kumar
- 1 day ago
- 3 min read

Introduction
The key to success in today's cutthroat social media environment is knowing what material performs. This robust no-code automation tool enables you to automatically monitor, evaluate, and produce new ideas based on tried-and-true algorithms for competitors' TikTok content. In addition to saving many hours of research, integrating Make.com (previously Integromat) with Airtable and AI tools will yield insightful data that will help you refine your content strategy.

Setting Up Your Airtable Base
Our system requires three main tables in Airtable:
Users Table:
Fields for username, channel, profile details, and metrics
Special fields: Run Now (checkbox), Last Video Created (rollup), Oldest Post Date (formula)
A "Run TikTok" view that filters for TikTok channels with Run Now checked
Videos Table:
Fields for video content, metrics, dimensions, and transcription
Media attachments for cover image and video file
A "Generate Script" view that filters for videos with transcriptions ready for processing
Scripts Table:
Connection to the original video record
Links to generated Google Docs

Are you prepared to begin automating your process? Book a Free Automation Consultation Call at https://www.growwstacks.com/get-free-automation-consultation
Creating the Make.com Situations
Our automation consists of three main scenarios:
Scenario 1: Triggering the TikTok Scraper
The TikTok Profile Scraper from Apify receives any new records found in the "Run TikTok" view:
For the Make.com webhook, create a trigger.
Create a webhook automation in Airtable to send record IDs.
Get user information from Airtable.
Run the TikTok scraper through Appify
Update the Airtable record with the Run ID

Scenario 2: Processing Scraper Results
This scenario processes the scraped data and adds it to Airtable:
Watch for completed Appify runs
Retrieve the dataset with TikTok content
Use a router to handle different processing paths:
Download video transcriptions
Create video records with metrics and media
Update profile information
Scenario 3: Generating Viral Scripts
The final scenario generates new content based on the scraped videos:
Watch for records in the "Generate Script" view
Retrieve video details including transcription
Combine with your brand's creative brief
Create a fresh script with AI that fits your brand voice while preserving viral features.
Once the script has been linked in Airtable, save it to Google Docs.

Get started with Make.com using our special offer: 10,000 free operations when you register through our magic link: https://www.make.com/en/register?pc=growwstacks
Key Features and Best Practices
Smart Date Management - The system tracks video dates to avoid downloading duplicates
Efficient Resource Usage - Start with small batches and implement error handling
Customized Script Generation - Create a detailed brand brief for better AI outputs
Platform Flexibility - Adapt the system for Instagram, YouTube, and Facebook
Utilize performance analysis to find trends in material that works.
Have specific automation requirements? Contact our experts at admin@growwstacks.com
Expanding Your Automation
This system can be enhanced in several ways:
Include more competitors and platforms in your research
Refine your AI prompts for better script generation
Create additional analytics automations
Integrate with your publishing workflow
Set up performance tracking for generated content

Conclusion: Work Smarter, Not Harder
Your approach to competitor research and content creation is revolutionized by this automation solution. As the system takes care of the laborious tasks of data collection and preliminary script drafting, you can concentrate on strategy and creativity rather than wasting hours manually studying TikTok videos.
The result is not just time savings but also deeper insights into what's working in your niche and a structured workflow for adapting successful content formulas to your unique brand voice.
Build your automation workflow with us! Visit Us at https://www.growwstacks.com/ to learn how our team of experts can help you implement this system for your specific needs.
For content makers, automation is revolutionizing the game. In the cutthroat digital world of today, those who successfully use these technologies will have a major edge. Set up your content automation system immediately.
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