zapier-make-patterns – Coding skill for AI agents

Zapier & Make Patterns

No-code automation democratizes workflow building. Zapier and Make (formerly

Integromat) let non-developers automate business processes without writing

code. But no-code doesn't mean no-complexity - these platforms have their

own patterns, pitfalls, and breaking points.

This skill covers when to use which platform, how to build reliable

automations, and when to graduate to code-based solutions. Key insight:

Platform selection depends on current integration support, account plans, data flow and credit/task pricing; compare the actual workflow rather than fixed app counts or cost claims.

Critical distinction: No-code works until it doesn't. Know the limits.

Detailed Guide

Read [the detailed guide](references/detailed-guide.md) before executing this skill. It retains the complete procedure and reference material. Treat its safety, prerequisites, and validation requirements as mandatory. For focused work, load the relevant sections; for end-to-end work, read the guide completely.

Zapier Example

"""

Zap Name: "Gmail New Email → Todoist Task"

TRIGGER: Gmail - New Email

• From: [email protected]
• Has attachment: yes

ACTION: Todoist - Create Task

• Project: Inbox
• Content: {{Email Subject}}
• Description: From: {{Email From}}
• Due date: Tomorrow

"""

Make Example

"""

Scenario: "Gmail to Todoist"

[Gmail: Watch Emails] → [Todoist: Create a Task]

Gmail Module:

• Folder: INBOX
• From: [email protected]

Todoist Module:

• Project ID: (select from dropdown)
• Content: {{1.subject}}
• Due String: tomorrow

"""

Best Practices:

• Use descriptive Zap/Scenario names
• Test with synthetic or authorized minimized sample data
• Use filters to prevent unwanted runs

Multi-Step Sequential Pattern

Chain of actions executed in order

When to use: Multi-app workflows, data enrichment pipelines

MULTI-STEP SEQUENTIAL:

"""

[Trigger] → [Action 1] → [Action 2] → [Action 3]

Each step's output available to subsequent steps

"""

When to Use

• User mentions or implies: zapier
• User mentions or implies: make
• User mentions or implies: integromat
• User mentions or implies: zap
• User mentions or implies: scenario
• User mentions or implies: no-code automation
• User mentions or implies: trigger action
• User mentions or implies: workflow automation
• User mentions or implies: connect apps
• User mentions or implies: automate

Limitations

• Use this skill only when the task clearly matches the scope described above.
• Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
• Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.

Deployment and reliability boundaries

Examples are design sketches, not importable or verified live workflows. Confirm current plan features, module fields and billing before enabling. Explicitly authorize outgoing messages, writes and recurring schedules; test in isolated targets with minimized data. A search-then-create deduplication sequence races under concurrent runs: use an atomic unique event claim plus idempotent downstream actions and reconciliation. Retrying an uncertain send can duplicate effects, and rollback cannot recall email or undo arbitrary third-party calls. Configure bounded retries/dead letters, budgets, credential ownership and an off switch. Verify error-route support in the installed editor; a normal downstream step does not automatically receive an upstream failure. n8n licensing and hosted limits require separate review; “self-hosted” does not guarantee unlimited cost or resources.