n8n gives you a blank canvas.Cargo gives you a revenue engine.
n8n is excellent at connecting tools: a trigger, some nodes, a payload. Revenue work needs account state, enrichment with fallback, routing that knows territory and capacity, and CRM writes that cannot corrupt the record. In Cargo those are primitives, not things you assemble.
The difference
n8n moves payloads.Cargo understands accounts.
A node sees the record that arrived in it. A revenue decision needs the account behind that record: who owns it, what it is worth, what already happened to it, and what the CRM is allowed to be told.
n8nBuilt for
Built for
Automation across any team, any system
The revenue engine: pipeline, CRM, sales execution
Artifact
Artifact
A workflow: triggers, nodes, and payloads
An engine: models, plays, and agents
Starting point
Starting point
The webhook that just fired
Accounts, contacts, territories, and CRM state
GTM logic
GTM logic
Enrichment, scoring, and routing built by hand
Native: waterfalls, scoring, routing, CRM-safe sync
When a rule changes
When a rule changes
Find every workflow that encodes it
Change the model or the play once
Best when
Best when
The job is connecting systems
The job is deciding what happens to pipeline
Built for GTM
What a blank canvas makes you build
None of this is exotic. It is the part of a revenue workflow that is not the integration, and in n8n every item here is a project your team owns and maintains.
One account view
Accounts, contacts, deals and your own objects, connected across CRM, warehouse, product and billing. Every play and agent reads the same record.
Enrichment waterfalls
50+ providers on shared credits, with fallback order, confidence rules and provenance. No API keys to collect and no retry logic to write.
CRM-safe writes
Create, update or skip, with dedupe, protected fields and attribution preserved. Cargo writes to Salesforce and HubSpot without a governance layer you own.
Routing that knows the org
Territory, capacity, ownership, SLA and weighted distribution with fallback — a policy, rather than a switch node with eleven branches.
Scoring and readiness
Fit, intent and readiness live on the account, so one ICP change lands everywhere it is used instead of in six workflows and two CRM fields.
Record-level traces
Why a record was enriched, skipped, scored, routed, assigned, synced or blocked. Execution logs tell you a node failed, not why a rep never got the lead.
Why it gets expensive
One ICP rule changes.Six workflows change with it.
A canvas has nowhere to put a rule except inside the workflows that use it. That is fine for ten workflows and it is the whole problem at a hundred, because the rule has no single home to change.
The rule is copied, not owned
Every workflow that filters on the ICP holds its own copy of it, usually next to a CRM field and a Slack filter that hold two more. Changing the definition means finding all of them, and the cost of missing one is a lead that silently goes nowhere.
The rule lives on the account
Fit, intent, ownership and readiness are fields on the model, so plays read them instead of recomputing them. The change is one diff, reviewed before it ships and reversible after.
Choosing
When to choose which
n8n is the better automation canvas, and most teams that run Cargo keep it for exactly that. The question is only whether this particular workflow touches revenue.
Choose n8n when…
Choose Cargo when…
Migration
Move the workflows that touch pipeline
This is not a rip and replace. Take one revenue workflow across, run it alongside the n8n version, and cut over at parity.
What moves
The workflows that touch pipeline: enrichment chains, scoring, routing, CRM sync and signal-triggered outbound. Export the workflow JSON, hand it to Cargo's coding agents, and they rebuild it as models, tools and plays.
What stays in n8n
Everything that is not revenue. Finance and support automation, IT and DevOps jobs, internal alerting and one-off integrations have no reason to move, and your execution history stays where it is.
Or run both
Cargo has an API, so an n8n workflow can call it as one HTTP step and a Cargo play can post back to an n8n webhook. Plenty of teams start there and move the rest when there is a reason to.
In n8nWebhook or Cron trigger
Cargo Play trigger, or a schedule
HTTP Request node chain
Cargo Tool, with retries and rate limits
Provider node plus your API key
Cargo enrichment waterfall on shared credits
IF and Switch branches
Cargo routing rules: territory, capacity, SLA
Set and Code nodes
Cargo Model fields and TypeScript play steps
CRM node plus dedupe logic
Cargo CRM sync, with rules and approvals
AI Agent node
Cargo Agent, reading account state and context
Alma moved roughly 160 workflows onto Cargo in a weekend and published the writeup themselves.
Cargo vs n8n, in short
“Essential. Innovative. Indispensable. Cargo let you build your unique growth engine, a much-needed solution in the market today.”Guillaume Cabane
Co-Founder @Hypergrowth
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