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11 contributions to AI AUTOMATION INSIDERS
Lead Qualification System Issue
Hi, I built this workflow that qualifies leads in n8n (see screenshot). I can't load all leads at once because my server then just crashes (runs out of RAM) and in order to run it I have to separate the main spreadsheet into multiple sheets and load them in manually every time the previous one finishes. ChatGPT keeps on telling me that I am supposed to make it so that it takes leads from the spreadsheet in batches instead of all at once so it's not so heavy on RAM, but I can't seem to figure out how to do this. Is this even a thing? If so, how would I do it please? Do we have any resources on it? Thanks for your time, Jan
Lead Qualification System Issue
0 likes • 23d
Batch at the input boundary rather than splitting the spreadsheet manually: in Google Sheets Get Row(s), turn off Return All and fetch a small page (for example 25 rows) using a stable row ID or offset, then process that page through Loop Over Items with Batch Size 1–10. Connect the loop output back to the loop node and only aggregate after it finishes; write a processed flag or cursor so the next run resumes instead of loading the whole sheet. If the AI or enrichment call is the real RAM spike, also cap n8n concurrency and add a short Wait between batches.
Scraping Data l Best practice
Hi everyone, I'm looking for the best way to scrape online data for research. My goal is to collect things like: - Sentiment from Reddit, X, forums, and other communities - Discussions around specific topics or industries - Business, marketing, and trading strate - gies people are sharing - Trends and recurring patterns - Is Apify the best platform for this? If so, which Apify actors or apps would you recommend for these use cases? Or are there better alternatives that you've had success with? Thanks in andvance!
0 likes • 23d
For this mix, I’d separate collection from analysis: use the appropriate actor or API per source, then normalize every item to source, canonical URL, author, timestamp, text, and engagement before sending it to a classifier. Dedupe on canonical URL plus a normalized-text hash, then label sentiment, topic, and intent with a cheap model and reserve a stronger model for low-confidence rows. In n8n, keep raw JSON in object storage and write only normalized rows to Postgres or Supabase, with a cursor per source so retries do not re-scrape everything. Treat X and forum rate limits as a design constraint—back off on 429s instead of increasing concurrency.
0 likes • 23d
For a DKIM generator workflow, first execute the node with a hard-coded domain and selector and inspect the output before wiring the rest of the template; expressions that resolve to an empty domain or include `https://` are a common failure. Make sure the private key stays multiline (use an n8n credential or environment variable rather than pasting it through a JSON field), then publish the returned public key at `selector._domainkey` in DNS. Finally, verify the TXT/CNAME lookup externally and allow propagation—generating the key alone will not make mail pass DKIM.
Trouble connecting fal.ai api
Hi, I've been trying to connect the fal ai api with n8n and nothing I do gets it to connect. Any suggestions?
0 likes • 23d
I’d isolate the connection with an n8n HTTP Request node first: use POST, send `Authorization: Key <FAL_KEY>` and `Content-Type: application/json`, and match the JSON body to the specific fal model’s input schema. Queue-based models return a request ID, so poll the status/result endpoints instead of expecting the image or output in the first response. Also paste the key into a credential without quotes or trailing spaces, then run one hard-coded test prompt before adding expressions from earlier nodes.
Calendar Subscription AIA
Is there a calendar subscription for Google for AIA? I just added the Lead Gen Insiders calendar, could not find one over here. Thanks!
0 likes • 23d
You’re not missing a separate Google calendar subscription here—the community calendar is the source for AIA events, while the Lead Gen Insiders calendar is separate. I’d keep the Calendar tab bookmarked and enable event notifications so new sessions show up without having to check the feed manually.
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Yousef H
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@yousef-halel-2063
Co-Founder at Vendo (YC S26). UC Berkeley honors grad at 19, Stanford MS. Building software that lets companies agentify products vendo.run is the web

Active 3m ago
Joined Aug 23, 2026
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