Your first three Zapier automations cost nothing. Your eighth costs $300 a month. By month 12, you're asking why a platform designed to connect apps is costing more than the apps themselves. This isn't a pricing complaint. It's the math of per-task billing hitting automation scaling. Every workflow adds tasks. Tasks multiply across environments and test runs. A single lead capture might fire 15 tasks: create contact, match to account, send email, log to CRM, webhook to accounting, retry on fail, send Slack alert, log event, check duplicate, update field, fetch related records, create task, send SMS, fire webhook, add to segment. At $0.65 per 100 tasks, that's $0.10 per lead—on top of your CRM, email, and SMS costs. The operations teams hitting this wall typically work in Southeast Asia time zones, run 8–15 simultaneous workflows, and can't afford to hire a developer. By month 8, they're looking at alternatives. Track your actual Zapier spend—where the math breaks Zapier's pricing model is simple: $20–$99/month base, plus overage fees when you hit task limits. The confusion starts because you don't pay per workflow; you pay per task execution. Here's what a real operations workflow looks like, month by month: Month 1–2: Lead capture → CRM create → email send. ~50 leads/week × 3 tasks = 600 tasks/month. Cost: within free tier or $20/month starter. Month 3–4: Add SMS confirmation, lead scoring webhook, Slack notifications. Same 50 leads, now 7 tasks each = 1,400 tasks/month. Still $20–$30/month tier. Month 5–6: Add duplicate detection, field mapping, webhook retry logic. 50 leads × 12 tasks = 2,400 tasks/month. Slide into $99/month tier. Month 7–8: Add accounting integration, dynamic field routing, conditional branches for different lead types. 50 leads × 18 tasks = 3,600 tasks/month. Hit overage: $99 base + $130 overage = $229/month. Month 9–12: Add a second workflow (customer data sync), third workflow (invoice automation), expand to 80 leads/week. Total tasks: 7,200+/month. Overage balloons to $400–$600/month. The problem isn't the first workflow. It's that each new automation—even small ones—resets the math. A single invoice reconciliation workflow runs 50 times/month but might execute 25 tasks per run (fetch invoice, match PO, check account, update GL, log, retry, notify, etc.). That's 1,250 tasks from one workflow alone. Add it to lead capture, and suddenly you're $300+ in overages. Real data: A Singapore logistics operations team tracked spend across 6 months. Month 1–3: $30–$40/month. Month 6: $280/month. Month 9: $580/month. Total spend: $1,840. They had not added a single new app integration; they'd just added conditional logic and error handling to existing workflows. Why n8n self-hosted cuts costs by 70% n8n pricing is flat: €240/month for self-hosted, unlimited workflows and executions. No per-task overage. No surprises at month 8. The same logistics team above, rebuilding their 6 workflows in n8n: Month 1: €240/month (self-hosted setup). Month 6: €240/month (added 2 workflows, no cost change). Month 12: €240/month (added 1 more workflow, 3× the task volume, no cost change). Total 12-month cost: €2,880 (n8n) vs. $1,840 (Zapier, lower-spend example). But at the $400–$600/month spend tier, Zapier costs $4,800–$7,200 annually. n8n breaks even by month 4. The tradeoffs: Setup: n8n requires a server (AWS EC2 $15–$30/month, or Heroku $15/month). You need to manage updates and backups. Zapier is plug-and-play. Integrations: n8n has 350+ native connectors. Zapier has 6,000+. If you need obscure SaaS APIs, Zapier wins. For standard ERP, CRM, accounting, and messaging tools, n8n covers most workflows. Debugging: n8n shows execution logs visually. Zapier's error logs are hidden behind zaps and buried in the UI. Debugging is faster in n8n but requires comfort with JSON and HTTP. n8n wins when you have 5+ workflows running regularly and the integrations you need are standard (Stripe, Xero, HubSpot, Slack, Airtable, Google Sheets). Make: the middle ground between Zapier and n8n Make (formerly Integromat) lands between them. Pricing: $10–$19/month base, then $0.10 per operation (similar to Zapier's task model but with different counting rules). Real spend comparison for the same 6-workflow scenario: Zapier: $4,800–$7,200/year at 400–600 tasks/month overage. Make: $2,000–$3,000/year (10–15 operations per execution, 50 executions/day, cloud-hosted). n8n (self-hosted): €2,880/year + $200 server cost = $3,280/year total, but flat-rate after month 4. Make's advantage: it's not as complicated as n8n but cheaper than Zapier at scale. Disadvantage: you're still counting operations and hitting overages if task volume explodes. Make makes sense if you expect 5–10 workflows and can live within $200–$250/month spend. Beyond that, n8n's flat rate wins. Native automation: when your platform does it for free Most CRM and operations platforms now include built-in workflow automation. HubSpot, Pipedrive, and Orin's native automa