n8n

Workflow automation on a visual canvas, with code where you need it

n8n is a workflow automation tool built around a visual canvas of connected nodes rather than a linear step builder, with a code node for dropping into JavaScript or Python where the visual approach runs out. Much of its recent work is aimed at AI agents: agent nodes that take tool, memory and model connections, a model selector for routing between providers, and execution logs that make each step of an agent's reasoning traceable on the same canvas. It connects to hundreds of apps, falls back to plain HTTP for anything without a node, and ships a library of over 10,000 community workflow templates. It is source-available under a fair-code licence and can be self-hosted for free, with cloud plans priced by monthly workflow executions rather than per task or per seat.

  • Visual canvas of connected nodes, not a linear step builder
  • Drop into JavaScript or Python in a code node when needed
  • AI agent nodes taking tool, memory and model connections
  • Every step of an agent's reasoning traceable on the canvas
  • Hundreds of app integrations, plus HTTP for anything else
  • Over 10,000 community workflow templates
  • Self-host on your own infrastructure, or run on n8n cloud
  • Priced by monthly workflow executions, not per task or seat

Based on what people have said

Every answer links back to the mentions it came from

Why would someone choose n8n over writing custom scripts?

Proponents argue that n8n provides essential infrastructure that is tedious to build from scratch, including visual execution logs, built-in retry logic, error monitoring, and a library of pre-built connectors that handle complex authentication like OAuth. It offers visual clarity that allows non-technical stakeholders to understand and audit processes, whereas custom code can be difficult for others to interpret. Conversely, some developers find n8n bloated or slower than traditional code, arguing that modern AI coding tools can generate equivalent or more efficient scripts without the overhead of a visual platform.

10 mentions · r/n8n · r/n8n · r/AgentsOfAI · r/automation · Aug 2026 – Sep 2026

How does n8n perform when handling large volumes of data?

Experiences are mixed. Some users report that n8n handles large-scale data and high-volume iterations effectively. However, others note that it can struggle with memory management when processing tens of thousands of records, leading to timeouts or performance degradation. Some users recommend offloading heavy join logic or large-scale data processing to a database or custom scripts to avoid these bottlenecks.

6 mentions · r/n8n · r/n8n · r/n8n · Aug 2026 – Sep 2026

Is n8n still relevant in the age of AI coding agents?

There is significant disagreement. Some users believe AI coding tools like Claude Code or Cursor have made n8n obsolete by allowing them to build and deploy custom applications directly. Others maintain that n8n remains highly relevant as a stable orchestrator that separates deterministic workflow logic from probabilistic AI, providing a reliable 'glue' layer that is easier to maintain and monitor than pure AI-generated code.

8 mentions · r/n8n · r/n8nforbeginners · r/n8n · Aug 2026 – Sep 2026

What are the common complaints regarding n8n's reliability?

Users frequently cite 'silent failures' where a workflow appears successful in the UI—such as returning an empty array or showing a green status—while the actual business operation fails to complete. Others report difficulties with webhook authentication, token expiry, and the complexity of managing file paths when running n8n inside Docker containers. Some users mitigate these issues by implementing external health checks, retry queues, and read-back verification steps.

10 mentions · r/selfhosted · r/nocode · r/n8n · r/n8n · r/docker · @tray · Aug 2026 – Sep 2026

How do the costs of n8n compare to other approaches?

Users note that cloud pricing can climb rapidly based on workflow executions, leading many to prefer self-hosting to avoid scaling costs. Some argue that using AI coding agents to build custom infrastructure on a VPS is significantly cheaper than paying for n8n cloud plans, while others suggest that n8n is more cost-effective for high-frequency, repeatable tasks compared to burning tokens on AI agents for every execution.

6 mentions · r/n8n · r/AgentsOfAI · r/n8n · r/n8n · Aug 2026 – Sep 2026

These summarise counts and dates only. Read the quotes themselves under what people are saying.

What people are saying about n8n

44% neutral
“Awesome! Very cool to have this natively in n8n”
pickering_lachute · reddit ·
“n8n is great until you need to replay a run, write a test, or retry something that is not a checkbox, and at that point it is code. for a non tech client who only cares about output, start on the platform and move only the one flow that keeps breaking, that flow has already told you it needs real error handling.”
QuanTradin · reddit ·
“when should you decide work with automation website like retell or n8n or zapier to make your agent and when you decide move to code it?”
SavingsWeather1659 · reddit ·
“Has a Zapier/Make/n8n workflow ever silently stopped running on you? How did you find out?”
Numerous-Truck-5196 · reddit ·
“wow that's cool, without your permission 😂 will copy some ideas into my Wassenger based n8n workflow too 😄”
flavia-f · reddit ·
“that's almost always a test-vs-production webhook mismatch, not an n8n bug. The Active toggle needs to actually be on (separate from "published"), and whatever URL you registered with Meta's WhatsApp API has to be the production webhook, not the one you get while the editor's open.”
Great_Spacer · reddit ·
“On #1, this is almost certainly the one-webhook-per-app thing. Meta only allows one webhook subscription per app, so the test URL and the production URL keep overwriting each other.”
flowra_dev · reddit ·
“Congrats on getting it working end to end, that's honestly the hardest part.”
himiaoxin · reddit ·
“I've messed with n8n enough to probably point you in the right direction”
ExistingSky9895 · reddit ·
“Pin the image tag. A compose file with n8nio/n8n:latest restores onto whatever version is current that day, and if that's a few releases ahead of your dump you get a database migration in the middle of your recovery. Keep the exact tag in the compose file and bump it only on purpose.”
Last_Response2754 · reddit ·
“You don't need a dedicated app for this; the row-to-invoice flow is a clean n8n or Make job.”
kevin_g_g · reddit ·
“n8n still on demand.*”
pethalvoid · reddit ·
“n8n records both as successful executions, because they are. So "this comment never got a DM" and "everything worked" look identical in your executions list.”
Novel_Willow_8780 · reddit ·
“most providers expose that as one call, so make or n8n can do it with a plain http node without a dedicated integration.”
achiya-automation · reddit ·
“n8n ist ein komplett anderes Skillset: kein ML-Verständnis nötig, eher "Logik verknüpfen" statt "Modelle trainieren".”
Away-Damage-1361 · reddit ·
“Ideally it would plug into Make, Zapier or n8n, let you pick a clean invoice design, and sign and send the PDF in the same flow. Is there any app or API that already does all of this well, or are you all still stitching it together manually?”
Dry-Care1428 · reddit ·
“Bro n8n is literally archaic as is. Kind of useless and built for entry level devs”
Autist4AudiR8 · reddit ·
“Basically FreshRSS + n8n (or something home made) + a small vector database. Main collector pulls stuff in, chunks it up and puts it in the vector db for similarity search and then bundle them all up to another pipeline to generate a "report" or "newspaper" based on all that, essentially a curated list.”
simcop2387 · reddit ·
“Full template's linked below on the n8n Hub if you want to see how it's wired.”
md_faizan_u · reddit ·
“Try n8n and just compare. BTW, I’ve built https://n8n-challenges.app so you can practice there.”
Expert-Birthday7928 · reddit ·
“If you want to make money then you need a good use case that automation can solve and you invest 20-30 hours into learning n8n and webhooks.”
GuaranteedGuardian_Y · reddit ·
“Should I continue learning ML or start with n8n?”
mailord007 · reddit ·
“You can try n8n workflow with RSS trigger, then pipe items to local LLM for dedup and summarization, output to email or simple web UI. Not a ready made app but works okay”
Perfect-Mission7996 · reddit ·
“In n8n specifically, I'd make each adapter its own sub-workflow (Execute Workflow node), called from a parent that loops over platforms. Keeps auth, pagination, and rate-limit handling isolated so one platform's API changing doesn't touch the others.”
Lumpy_Fisherman_5352 · reddit ·
“honestly the cleanest thing ive found is writing a tiny middleware service that handles all the oauth crap and spits out normalized json, then n8n just calls that one endpoint. each platform still needs its own auth flow obviously but at least the workflow nodes stay simple.”
Front_Excuse_5517 · reddit ·
See what people previously said about n8n