Platform Architecture
Make (make.com, formerly Integromat) is a visual automation platform built around the concept of scenarios. Unlike Zapier with its linear “trigger → action” model, Make uses a directed graph: data flows through nodes, branches, transforms, and merges.
Make’s backend runs on Node.js with RabbitMQ-based queues. Each scenario compiles into a DAG (Directed Acyclic Graph), after which the scheduler distributes node execution across workers. This yields several architectural advantages over competitors.
Execution Model
A Make scenario is not just a sequence of steps. It’s a graph where each node receives a bundle from previous nodes and returns a new bundle or array of bundles:
Webhook → Router → [Branch A: HTTP → Filter → Email]
→ [Branch B: Transform → Database → Slack]
→ [Fallback: Log → Admin Alert]The Router is the key feature. It doesn’t just pass data along — it spawns parallel execution branches. Each branch processes independently, enabling complex business logic without code.
Error Handling
Make provides four levels of error handling:
- Retry — automatic retry with exponential backoff (up to 5 attempts)
- Error handler route — dedicated scenario branch for errors
- Commit/Rollback — transactional model: all nodes succeed or rollback
- DLQ (Dead Letter Queue) — unhandled errors queue for manual review
Neither Zapier (only linear retries) nor n8n (has error branches but no transactions) offer this level.
API and Custom Integrations
Make supports 2000+ ready-made connectors, but the real power is in custom ones:
HTTP Module
Make requests to any API: REST, GraphQL, SOAP. Supports OAuth 2.0, API Keys, Basic Auth. Headers, query params, body — everything configured visually.
Webhooks
Inbound (receiving data from external services) and outbound (sending data). Support signature validation, IP filtering, custom responses.
Data Store
Key-value storage within Make. Persist state between scenario runs, aggregate data, maintain counters. Essentially serverless Redis without a server.
Custom Functions
When the visual editor falls short — JavaScript/TypeScript directly in the scenario. Access to fetch, lodash, moment.js.
Scaling
| Tier | Limit | Description |
|---|---|---|
| Operations | 10K–800K/month | Each node = 1 operation |
| Scenario timeout | 40 minutes | Maximum single-run execution time |
| Data transfer | 5–500 MB/run | Data volume passing through the scenario |
Pro plan scenarios run every minute (polling) or instantly (webhook). Enterprise: custom intervals and dedicated servers.
Security
- All connections over HTTPS
- OAuth 2.0 for connecting external services
- Encryption in transit and at rest
- RBAC (Role-Based Access Control) for teams
- Full operation logging, including data (optional, for audit)
- SOC 2 Type II, GDPR-compliant
Affiliate Program
Make offers 20% commission on each referral payment for 12 months. Platform: PartnerStack. Average customer spend: $16-34/month (Core and Pro tiers). One active referral yields $38-82/year. Payout threshold: $100.
Niche: business process automation, SaaS integrations, Zapier replacement.
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