let’s build a twitter scraper that finds viral content ideas for...

let’s build a twitter scraper that finds viral content ideas for you, step-by-step using n8n.

i used this exact workflow to grow my account from 0 to 12k followers in 45 days.

1 / what this workflow actually does

drop in a keyword like “ai agents” or “email marketing”:
- it scrapes X (Twitter) for recent high-performing tweets
- pulls tweet content, likes, replies, RTs, link
- sorts it all into a clean Google Sheet for you to analyze, repurpose, or build off of

you’re left with a data-backed swipe file of viral hooks, ideas, and formats - ready to plug into tweets, threads, videos, or ads.

2 / what you’ll need:

– an n8n cloud account (or self-hosted if you’re fancy)
– a free Apify account
– a twitter . io api key
– a Google Sheet to store your scraped content
– 10 minutes to set it all up

3 / set up your Apify actor:

go to Apify and search for “Twitter Scraper”

- configure it with your keyword(s), number of results (I usually pull 50–100), and any filters (like recent or popular)
- test the actor manually first to make sure it returns tweet content and engagement data

pro tip: you can run the actor with a schedule trigger, which makes automation seamless inside n8n.

4 / build the n8n flow

inside n8n, build a flow that does the following:

Webhook trigger (or manual trigger to start the scrape)

HTTP Request – hits your Apify actor and runs it with your keyword

Function Node – clean + extract the tweet data (text, link, likes, etc.)

Google Sheets Node – pushes everything to a spreadsheet

this flow runs in under 2 minutes and gives me ready-to-use insights every time.

5 / how I use it

once scraped, I sort tweets by format, hook type, and engagement.
then I study what made them work - and remix the angles in my own voice.
i use this for:
– threads
– hooks
– ads
– video scripts
– email subject lines
it’s like having a viral copy cheat sheet on demand.

6 / recap

this workflow gives you:
– zero-scroll research
– data-backed content ideas
– a living swipe file that updates as often as you want
every growth marketer, creator, or founder should have this running.

full video walkthrough of build here as well: x.com/VibeMarketer_/…