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Automation

5 products in automation, ranked by the votes people cast.

n8n

Workflow automation you can self-host and extend with real code.

AutomationOpen source

Pipedream

Workflows where every step can just be a function you wrote.

AutomationFreemium

Make

Visual automations with branching, loops and error handling that hold up.

AutomationFreemium

Trigger.dev

Long-running background jobs in your own codebase, with retries that work.

AutomationFreemium

Zapier

Connect two apps that were never going to integrate on their own.

AutomationFreemium

Connecting things that were never designed to talk to each other, and running work on a schedule. The category is a spectrum from no code to all code. Zapier sits at one end with the largest catalogue of integrations and the shortest path from idea to a working connection. Make adds branching, loops and error handling on a visual canvas, which is where most people go when a linear automation stops being enough. n8n can be self-hosted and extended with real code, which matters when the data cannot leave your network. Pipedream lets any step simply be a function you wrote. Trigger.dev is the far end: long-running background jobs living in your own codebase, with retries that survive a deploy. Choosing well is mostly a question of who maintains the automation after the person who built it leaves.

Questions about automation tools

Zapier or Make?
Zapier when the automation is a straight line between two popular applications and you want it working in ten minutes. Make when it needs branches, loops, or sensible behaviour on failure. Make's canvas is harder to read at a glance and considerably more capable once the logic is real.
When should automation move into the codebase?
When it becomes load-bearing. A visual automation that silently stops is a support ticket nobody files. Once a workflow has to be versioned, tested, reviewed and monitored like the rest of your software, a job runner in your own repository is the cheaper answer.
Why self-host an automation tool?
Data residency and cost. Self-hosting keeps records inside your own network, which some industries require, and replaces per-task pricing with a server you already pay for. You take on the upgrades, backups and uptime in exchange.
What breaks automations most often?
Credentials expiring, an API changing its response shape, and rate limits under load. None of these announce themselves. Whatever you build, arrange for a failure to reach a person, because the default in most tools is that it does not.

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