Topics / Automation & scraping
Automation & scraping: the plumbing of modern GTM
Workflow tools move data between systems, and scraping and search APIs turn the public web into structured data. Members share builds, compare self-hosted and hosted options, and trade notes on reliability and cost.
In the club
Counted across 255,431 messages from 1,844 members. Nobody is named or quoted.
Tools discussed
- n8n828 ↓
- Zapier153 ↓
- Make118
Rising threads of conversation
Browser agents for GTM work
27.8/1k now vs 18.5/1k before
What people ask for help with
- Automation, scraping & workflow builds800%
Share of 497 sampled questions
Why it matters
Automation, scraping and workflow builds are among the problems members raise most often. Reliable plumbing is what lets small teams run outbound at scale.
What practitioners should know
- 01
Self-host or hosted
Self-hosted workflow tools cut per-task costs at volume; hosted ones reduce maintenance.
- 02
Scrape responsibly
Respect site terms and rate limits, and prefer official APIs or search APIs where they exist.
- 03
Agents in the browser
Browser automation with models can handle sites without APIs, at the cost of speed and predictability.
Worth reading
- Best AI Workflow Automation Tools in 2026 | Toolradar
Comparison of Zapier, Make and n8n positioning and entry pricing for AI workflow automation.
toolradar.com
- Marketing Automation AI Agents: Make vs Zapier vs n8n
Covers how each automation platform added native AI agent capabilities during 2025 and 2026.
digitalapplied.com
- Best GTM automation tools 2026: full stack breakdown | AgentYug
Breakdown of GTM automation stacks and the shift from trigger-action chains toward AI agents.
agentyug.com
- The 9 Best Web Scraping APIs & Tools in 2026 | Bright Data
Vendor-published ranking of scraping APIs citing an independent 11-provider benchmark.
brightdata.com
- Web Scraping API for AI Agents vs Browser Automation | ClawEngine
Argues most agent web calls are read-only and cheaper via scraping APIs than browser sessions; pricing checked August 2026.
clawengine.ai
Research gathered Sep 29.
Questions to be able to answer
- Which workflow in your stack breaks most often, and why?
Public threads on this
- Openspline - host a realtime talking avatar on a commercial GPU (90+ FPS on RTX4090)r/LLMDevs
- I quit my job to vibe code a GTM automation tool from scratch, and made ~$10K 🚀 Here’s what I learned👇r/gtmengineering
- Is symbolic ai dead? [D]r/MachineLearning
- We tested Jev as a reranker against Voyage, Cohere and Qwen on 1,000 eval cases. It came within 0.003 of first place (!!)r/LLMDevs
- How much of your outbound workflow is still manual?r/gtmengineering
Club numbers as of Oct 24. Words are reviewed before they go live. Links go to their publishers.