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.

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: specific sender@example.com 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: specific sender@example.com 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.

zapier-make-patterns