n8n

n8n is the backbone of JMK's automation stack, and it's earned that spot. We first picked it up when a DTC client's Zapier bill crossed $800/month on what should've been straightforward order routing. n8n solved the cost problem, but what kept us was the flexibility — you can mix visual workflow building with actual JavaScript when things get complex, and that balance is rare in this space.

n8n is the backbone of JMK's automation stack, and it's earned that spot. We first picked it up when a DTC client's Zapier bill crossed $800/month on what should've been straightforward order routing. n8n solved the cost problem, but what kept us was the flexibility — you can mix visual workflow building with actual JavaScript when things get complex, and that balance is rare in this space.

Where It Excels

The execution-based pricing model is the headline feature for our clients. A 15-step workflow costs the same as a 1-step workflow on n8n — one execution. On Zapier, that's 15 tasks. For ecommerce clients processing thousands of orders, the savings are dramatic. We've seen clients go from $600/month on Zapier to effectively $30/month on a self-hosted n8n instance running on a basic VPS.

The other thing that sets n8n apart is how well it handles complex branching logic. If/else nodes, merge nodes, error handling with retry logic — these are first-class citizens in n8n, not afterthoughts. We've built everything from multi-vendor order routing systems to AI classification pipelines that call Claude or GPT-4 within n8n workflows. The HTTP Request node is incredibly flexible for connecting to any API that doesn't have a native integration.

Where It Falls Short

n8n's learning curve is steeper than Zapier or Make. It's not a tool you hand to a marketing coordinator and expect them to build workflows independently. The UI has improved a lot, but error messages can still be cryptic, and debugging multi-branch workflows requires some technical comfort. Self-hosting also means you own the uptime — we've had to set up monitoring and alerting on client instances to catch when workflows silently fail.

The community node ecosystem, while growing, doesn't match Zapier's 8,000+ integrations. For niche SaaS tools, you'll often end up using the HTTP Request node and building the integration yourself. That's fine for us, but it adds scoping time to engagements.

How JMK Uses It

n8n is our default automation layer. We deploy it across Automation Systems and Data Engineering engagements. Typical builds include: Shopify order → BigQuery logging → Klaviyo segment update → Slack notification chains; HubSpot deal stage changes triggering multi-step onboarding workflows; and AI-powered lead scoring pipelines that call LLM APIs for classification. We self-host on DigitalOcean or Railway for most clients, with a standard monitoring setup that alerts to a shared Slack channel.

For clients who need managed hosting or aren't comfortable with self-hosting, we use n8n Cloud's Pro plan as a stepping stone, but most graduate to self-hosted once workflows stabilize.

Who It's Right For

• Growth-stage ecommerce or SaaS companies running 500+ automated tasks per month where Zapier costs are becoming a problem.
• Teams with at least one technical operator comfortable with API concepts and basic JavaScript.
• Businesses building AI-augmented workflows that need to call LLM APIs, process data, and route results programmatically.
• Companies that want to own their automation infrastructure without vendor lock-in.

Who Should Look Elsewhere

• Non-technical teams with no developer support — Zapier's simplicity will serve you better for basic integrations.
• Businesses running fewer than 50 simple automations per month — the setup overhead isn't worth it at that scale.
• Companies that need a fully managed, zero-maintenance solution with guaranteed SLAs.