Matt

n8n vs. Zapier vs. Make: The Ultimate 2025 Showdown for Workflow Automation

The daily grind of copy-pasting, manually updating spreadsheets, and nudging colleagues for updates isn’t just tedious—it’s a silent tax on your business’s potential. Every hour spent on a repetitive, manual task is an hour not spent on growing your company, serving your customers, or building the next big thing. In 2025, workflow automation isn’t a luxury; it’s the engine of efficient, scalable operations.

But entering the world of automation can feel overwhelming. The market is a crowded landscape of tools, each promising to solve all your problems. Choose the wrong one, and you’ll soon hit a wall—either a “complexity ceiling” where the tool can’t handle your real-world business logic, or a “cost ceiling” where your subscription bill balloons as your usage grows.

This is where the big three contenders enter the ring, each representing a distinct philosophy for solving the automation puzzle:

  • Zapier: The Simple Connector, famous for its ease of use.
  • Make (formerly Integromat): The Visual Powerhouse, for more complex scenarios.
  • n8n: The Open-Source Engine, built for developers and ultimate control.

This is not just another surface-level feature comparison. We’re going deep, round by round, to expose the crucial trade-offs in power, cost, complexity, and future-readiness. By the end of this showdown, you’ll have a clear verdict and the confidence to choose the right platform for your team, your tasks, and your budget.

🚀 Favorite Workflow Tool: Try n8n Now

Round 1: Ease of Use & Learning Curve

(Who gets you automating the fastest?)

Your first automation should feel like a superpower. This round is for the non-technical user or the team that needs to get up and running now.

  • Zapier: For pure, out-of-the-box simplicity, Zapier is the undisputed champion. Its linear “trigger-action” model is incredibly intuitive. You pick a starting event (like “New email in Gmail”) and define an outcome (“Create a card in Trello”). You can build your first “Zap” in minutes and master the platform in a few hours.
  • Make: Make occupies the middle ground. Its visual canvas, where you drag and connect modules, is more powerful than Zapier’s linear lists but comes with a slightly steeper learning curve. It takes a few days to get comfortable with how data flows and how to use its more advanced features like routers and iterators.
  • n8n: n8n is unapologetically built for a technical audience. While it has a visual, node-based canvas, using it effectively requires a basic understanding of how APIs work and what JSON data looks like. The learning curve is the steepest of the three, with mastery measured in weeks, not hours.

🏆 Round 1 Verdict: For anyone who prioritizes speed and simplicity above all else, Zapier wins, no contest.

Round 2: Power & Workflow Complexity

(Who can handle the gnarliest business logic?)

Simple connections are great, but real business processes are messy. They have multiple conditions, branching paths, and need to handle errors gracefully.

  • Zapier: This is where Zapier’s simplicity becomes a constraint. Complex, multi-path logic requires using a feature called “Paths,” which can feel clunky and, more importantly, quickly drives up the cost of your plan. Sophisticated error handling is also limited.
  • Make: Highly capable. The visual canvas is perfectly suited for modeling complex scenarios. You can easily add routers for conditional logic, filters to process only specific data, and error handlers to manage when things go wrong. It’s a significant step up in power from Zapier.
  • n8n: Unmatched power and flexibility. The node-based system is designed for complexity. Advanced branching, merging multiple data streams, creating loops, and building dedicated error-handling sub-workflows are all native, core features. But the ultimate trump card is the Code Node. If you can’t do it with a pre-built node, you can write custom JavaScript or Python to solve literally any problem.

🏆 Round 2 Verdict: For complex business logic and a sky-high ceiling for customization, n8n wins by a landslide.

Round 3: Pricing & Scalability

(Who won’t break the bank as you grow?)

A great automation tool should save you money, not become another crippling expense. This is where you can fall into the “scalability trap.”

  • Zapier: Uses a per-task pricing model. Every single action step inside a Zap consumes one task from your monthly allotment. This is a critical point: a single workflow with 10 steps that runs 100 times a month will burn 1,000 tasks. This model becomes prohibitively expensive for high-volume or complex, multi-step workflows.
  • Make: Uses a per-operation model, which is conceptually similar to Zapier’s task. While it’s generally considered more generous and provides better value than Zapier, the fundamental model is the same: your cost scales directly with your usage.
  • n8n: Completely changes the economic equation with two models:
    • Cloud: Charges per workflow execution, regardless of how many steps are inside. That same 10-step workflow running 100 times would only count as 100 executions, making it dramatically more cost-effective for complex automations.
    • Self-Hosted: The community edition is free to license. You only pay for the server infrastructure to run it on. For high-volume needs, this provides unbeatable economics.

🏆 Round 3 Verdict: With a far more scalable pricing model and a free, self-hosted option for ultimate control, n8n provides the best long-term value.

Round 4: Integrations vs. Extensibility

(Is it about the size of the library or what you can build with it?)

You need to connect to your apps. The question is, do you need a giant library of pre-built connections, or the power to build your own?

  • Zapier: The king of quantity. With over 7,000+ app integrations, its library is unparalleled. If a SaaS tool exists, there’s a very high chance Zapier has a ready-made connection for it. This is a massive advantage for non-technical users.
  • Make: A strong library of over 2,400+ integrations. Users often praise Make’s integrations for being “deeper,” offering more actions and triggers for a given app than Zapier’s equivalents.
  • n8n: Has the smallest native library, with around 400-1,000+ integrations. This is a deliberate design choice. n8n’s philosophy isn’t to connect to everything out of the box, but to give you the tools to connect to anything. Its powerful HTTP Request Node allows a technical user to interact with any service that has a REST or GraphQL API, making its potential for integrations effectively infinite.

🏆 Round 4 Verdict: For non-technical users who need to connect standard apps, Zapier wins. For technical teams who value the power to build custom connections to any service, n8n’s extensibility is superior.

Round 5: The AI Frontier

(Who is truly ready for the future of automation?)

AI isn’t just a buzzword; it’s the next evolution of automation. This isn’t about adding a single “AI step”—it’s about building entire AI-powered systems.

  • Zapier & Make: Both offer basic AI integrations. You can use them to enhance a single step in your workflow, like summarizing an email with OpenAI or translating text. This is useful, but it’s not designed for building complex AI applications.
  • n8n: An “AI-native” platform. n8n has a deep, first-class integration with LangChain, the leading framework for building LLM applications. It provides dozens of dedicated nodes that allow you to visually build, test, and deploy sophisticated AI systems like:
    • RAG pipelines: Chatbots that can answer questions using your private company knowledge base.
    • AI Agents: Autonomous agents that can use other software tools to complete tasks.
    • Connections to any LLM: Works with OpenAI, Gemini, Anthropic, and even local models you run yourself.

🏆 Round 5 Verdict: This isn’t even a contest. For building and orchestrating real AI applications and agents, n8n is the undisputed leader.

🚀 Try n8n for Free: Get n8n Now

The Final Verdict & Use-Case Matrix

So, who wins the showdown? The answer depends entirely on you.

Choose… …When Your Team Is… …And Your Goal Is…
Zapier Primarily non-technical (marketing, sales, ops). Speed and simplicity for connecting standard cloud apps with low-to-medium volume.
Make A mix of technical and business users who value visual clarity. To visually model complex workflows with advanced data handling, but without needing deep code access.
n8n A technical team (developers, IT, DevOps) that demands control. To build highly complex, high-volume, or custom-coded workflows, ensure data privacy via self-hosting, and orchestrate advanced AI systems.

Choose a Tool, Build a Stack

The automation landscape of 2025 is too diverse for one tool to rule them all. The smartest companies aren’t looking for a single magic bullet; they’re building a “hybrid stack” that leverages the best tool for the job.

It’s common for a mature organization to use Zapier in its marketing department for quick lead-gen tasks while the engineering team uses a self-hosted n8n instance to manage core data processes and power the company’s internal AI co-pilot.

🚀 Try n8n for Free (No Server Required)

Want to experience n8n without setting up a server?

Click Here to Sign Up for n8n Cloud →

Try it for free and build unlimited workflows with powerful automation logic.

✅ Visual automation editor
✅ Free-tier available with hosted infrastructure
✅ Upgrade anytime or self-host for unlimited use

Looking for the self-hosting path instead? Read our full guide to installing n8n on your own server and check out our n8n template maker.

Unlocking Automation Power: How to Use the n8n API for Workflow Control and Integration

The world of automation is evolving fast, and tools like n8n are changing how businesses handle repetitive tasks, integrations, and backend orchestration. While the visual interface of n8n is powerful on its own, there’s a whole new layer of flexibility available when you start working with the n8n REST API.

In this blog post, we’ll explore:

  • What the n8n API is
  • Why you should use it
  • Key endpoints and capabilities
  • Real-world use cases
  • How to get started

What Is the n8n API?

The n8n API is a RESTful interface that allows you to programmatically interact with workflows, executions, credentials, logs, and more. Available in both cloud and self-hosted versions (though disabled in the free trial), the API is ideal for advanced users looking to manage automations at scale.


Why Use the n8n API?

While the visual builder is great for creating workflows manually, the API lets you go further:

✅ Automate Workflow Creation and Management

Create, update, or delete workflows programmatically. Perfect for CI/CD pipelines or multi-tenant environments.

✅ Trigger Executions from External Apps

Fire off a workflow execution directly from your app or webhook service.

✅ Manage Credentials and Secrets

Centralize your auth and credentials securely using the /credentials and /external-secrets endpoints.

✅ Build Your Own Backend or SaaS

Use the API + Webhook nodes to turn n8n into a dynamic automation backend powering your application logic.

✅ Monitor and Audit Executions

Track automation health, error logs, and success/failure rates via /executions and /logs endpoints.


Key Endpoints to Know

Endpoint Description
/workflows Create, list, update, delete workflows
/executions Trigger and monitor workflow runs
/credentials Manage API keys, tokens, login credentials
/logs View execution logs and errors
/external-hooks Set custom hooks into workflow events
/external-secrets Manage environment-based secrets

Example Use Cases

🔄 1. Multi-Client Workflow Deployment

Have a base automation template? Use the API to duplicate and customize it for each client dynamically.

📩 2. External App Triggers

A form submission or eCommerce event can call the n8n API to start a tailored workflow that sends emails, updates CRMs, or pings a team on Slack.

🛠 3. Developer Tooling

Use GitHub Actions or a CLI script to push updated workflows to n8n after each commit—treating workflows like code.

📊 4. Workflow Health Dashboard

Use the API to pull execution stats and build a custom monitoring UI showing uptime, errors, and automation performance.


Getting Started with the API

  1. Upgrade or Self-Host: API access is restricted in the free trial. You’ll need the cloud pro plan or a self-hosted instance.
  2. Authentication: Use API keys or session tokens. Documentation includes how to set headers.
  3. Explore with the Playground: Self-hosted n8n includes a built-in Swagger-style playground to test endpoints.
  4. Use Tools Like Postman or curl: Great for rapid prototyping and scripting.

Pro Tip: Use Workflows as Custom APIs

Can’t (or don’t want to) modify the n8n backend? Use the Webhook + Respond to Webhook node combo to create custom API endpoints from workflows.

Example: Receive a webhook, process the data, and return a JSON response—just like a normal API.


Final Thoughts

The n8n API turns an already powerful tool into a programmable automation engine. Whether you’re managing hundreds of workflows, integrating with external platforms, or building your own SaaS product, the API opens doors that the visual editor alone can’t.

Ready to take control of your automations? Set up API access and start scripting your way to scalable, intelligent workflow management.

Best n8n Alternatives for Workflow Automation in 2025

If you’ve tried n8n and feel it’s not quite the right fit—whether due to complexity, setup requirements, or integration limits—you’re not alone. While n8n is a powerful open-source automation tool, it’s not perfect for everyone. In this guide, we’ll explore the top n8n alternatives in 2025, breaking down their strengths, limitations, and ideal use cases so you can pick the right tool for your workflows.


Why Look for an Alternative to n8n?

n8n is great if you’re a developer or tech-savvy user looking to self-host a workflow automation platform with scripting capabilities and custom integrations. But there are reasons users seek alternatives:

  • Too technical for beginners
  • Requires hosting and server maintenance
  • Smaller integration library (400+ apps)
  • UI is less intuitive compared to other tools

Whether you’re looking for a no-code platform, more integrations, or an easier setup experience, there are strong contenders out there.


Quick Comparison: Top n8n Alternatives

Tool Best For Key Strengths Limitations
Make No-code users, businesses Visual builder, 1,500+ integrations Usage-based pricing, no self-hosting
Zapier SaaS-heavy, fast automation Massive app library, simple UI Expensive, limited logic
Pipedream Developers & API workflows Serverless scripting, event-driven Less visual, learning curve
Activepieces Open-source, UI-focused devs Self-hosted, better UX Fewer integrations than n8n
Workflow86 Ops-heavy internal workflows Conditional forms, approval flows Not focused on external apps
Huginn Tinkerers and data scrapers Event detection, open-source agents Complex, dated UI

1. Make (Formerly Integromat)

Best for: Non-developers, startups, teams

Make is a polished, user-friendly automation tool that’s packed with integrations and templates. It’s cloud-only and ideal for users who want to set up complex workflows without writing code.

Strengths:

  • 1,500+ app integrations
  • Drag-and-drop visual editor
  • Extensive template gallery
  • Real-time and scheduled triggers
  • Strong error handling and logging

Weaknesses:

  • Usage-based pricing can become expensive
  • No self-hosted option
  • Less flexible for deeply technical use cases

2. Zapier

Best for: Quick automations, SaaS-heavy workflows

Zapier is one of the most well-known automation platforms. It’s beginner-friendly, fast to set up, and perfect for marketing and business users.

Strengths:

  • Massive integration ecosystem
  • Easy-to-use interface
  • Great for “when this happens, do that” logic

Weaknesses:

  • Pricing escalates quickly
  • Limited conditional logic compared to n8n
  • Closed platform (no self-hosting or open source)

3. Pipedream

Best for: Developers and serverless functions

Pipedream is a great tool if you love code. It enables real-time, event-driven workflows using JavaScript and offers native support for REST APIs and custom scripting.

Strengths:

  • Programmable, serverless workflow engine
  • Supports hundreds of SaaS and APIs
  • Excellent for advanced developers

Weaknesses:

  • Not visual-first (code over click)
  • May overwhelm non-technical users
  • Free tier is generous but limited for production

4. Activepieces

Best for: Developers who want open-source automation without n8n’s complexity

Activepieces is a newer, open-source automation platform with a clean UI and a growing community. It’s designed to be self-hostable and dev-friendly.

Strengths:

  • Self-hosted and open-source
  • Simpler UI than n8n
  • Growing number of integrations

Weaknesses:

  • Still early-stage (some missing features)
  • Smaller community than n8n (for now)

5. Workflow86

Best for: Internal process automation (HR, ops, forms)

Workflow86 focuses on internal business processes—things like checklists, SOPs, and approval flows—more than connecting external SaaS tools.

Strengths:

  • Visual form builder + logic flows
  • Human-in-the-loop steps (approvals, tasks)
  • Built-in documentation and SOP tracking

Weaknesses:

  • Not ideal for SaaS/API integrations
  • More suited for internal use cases

6. Huginn

Best for: Tinkerers, self-hosted power users

Huginn is like having your own personal data agent network. It’s open-source and designed to monitor events, scrape websites, detect patterns, and take action—without relying on 3rd-party cloud tools.

Strengths:

  • Open source and free
  • Event detection, scraping, data collection
  • Ideal for automation hobbyists and hackers

Weaknesses:

  • Dated UI and steep learning curve
  • Not user-friendly or intuitive
  • Lacks integrations compared to modern tools

Final Recommendations

If you want… Try…
The easiest visual experience Make
A polished no-code automation suite Zapier
Developer-grade scripting power Pipedream
Open-source with modern UI Activepieces
Form-based internal workflow builder Workflow86
A tinker-friendly automation engine Huginn

Conclusion

n8n is a fantastic tool if you’re technical and want full control. But it’s not one-size-fits-all. Whether you need more integrations, no-code simplicity, or better built-in collaboration, there’s a solid alternative out there for you.

Still exploring? Start with Make or Activepieces if you’re looking for the closest balance between ease and power. For developers, Pipedream is hard to beat. And for internal workflows, Workflow86 might surprise you.

Experiment, compare, and find the automation platform that works for the way you work.

n8n vs Make: Which Automation Tool Is Right for You?

Automation is no longer a luxury—it’s a necessity. Whether you’re running a startup, freelancing, or managing IT operations, automating repetitive tasks saves time, reduces error, and unlocks scalability. Two standout tools in this space are n8n and Make (formerly Integromat). Each has its strengths, but they cater to different audiences. This guide breaks down everything you need to know to choose the right one.


What Is n8n?

n8n is an open-source workflow automation platform that lets you connect apps, APIs, and services. You can self-host it (for free) or use their cloud plan. With strong developer features like JavaScript execution, HTTP requests, and environment variables, it’s geared toward users who need maximum flexibility and control.

Core Highlights:

  • Open-source with self-hosting options
  • 400+ integrations (and growing)
  • Full access to JavaScript, HTTP calls, and custom nodes
  • Great for devs and privacy-focused users

What Is Make?

Make is a cloud-based automation tool that offers a visual drag-and-drop builder and 1,500+ prebuilt app integrations. Formerly known as Integromat, it’s made for business users, marketers, and non-tech teams who need to automate without writing code.

Core Highlights:

  • Fully cloud-hosted
  • 1,500+ integrations and templates
  • Easy-to-use visual scenario builder
  • Built-in error handling and logs
  • Team collaboration features

Features Comparison

Feature n8n Make (Integromat)
Hosting Self-host/Cloud Cloud Only
Code Customization Full (JS, HTTP, functions) Basic (JS blocks, APIs)
Visual Workflow Builder Yes (node-based) Yes (linear drag-and-drop)
Integrations 400+ 1,500+
Templates Fewer Many ready-to-use
Triggers Webhook, Cron, Event-based Real-time, Scheduled
Support Community + Paid Cloud Official SaaS support
Open Source Yes No

🚀 Favorite Workflow Tool: Try n8n Now


Pros and Cons

n8n Pros

  • Free and open source (if self-hosted)
  • Unlimited executions
  • Great for advanced users and developers
  • Full data privacy (when self-hosted)
  • Easy to extend and customize

n8n Cons

  • Requires setup and maintenance
  • Smaller integration library
  • Learning curve for non-devs
  • Basic UI compared to Make

Make Pros

  • Extremely user-friendly
  • Huge library of integrations
  • Templates for common automations
  • Powerful error handling and monitoring
  • Team and collaboration tools

Make Cons

  • Usage-based pricing can be costly
  • No self-hosting (cloud only)
  • Limited flexibility for advanced logic
  • Vendor lock-in and privacy concerns

Where They Overlap

Both tools:

  • Offer visual builders
  • Connect to hundreds of apps
  • Support webhooks and APIs
  • Can run conditional logic
  • Automate common tasks like lead routing, CRM syncs, email alerts, and file transfers

Where They Differ

Area n8n Make
Technical Skill Best for developers Best for business users
Hosting Self-hosting available Cloud only
Custom Logic Full scripting support Limited to built-in JS functions
App Integrations 400+ 1,500+
Collaboration Basic Advanced roles and teams
Privacy Total control (if self-hosted) Dependent on Make’s policies

Use Case Recommendations

Go with n8n if:

  • You want full control and don’t mind self-hosting
  • You’re integrating custom APIs or backend systems
  • You care deeply about data privacy
  • You’re a developer or technical team

Choose Make if:

  • You want fast, no-code setup
  • Your team relies on SaaS tools
  • You prefer working from templates
  • You need robust error handling and collaboration

🚀 Try n8n for Free: Get n8n Now


FAQ

Is n8n really free?
Yes, if you self-host. The cloud version is paid.

Does Make offer unlimited automations?
No. It’s based on operation volume and plan limits.

Can I move workflows between them?
No, but many can be recreated manually.

Which is more scalable?
n8n for technical scaling (self-host). Make for SaaS scaling (pay more, do more).

Is Make easier for non-tech users?
Yes—its UI and templates are beginner-friendly.


Final Verdict

  • n8n is ideal for technical power users who need deep control, custom APIs, or private deployments.
  • Make is perfect for businesses and teams looking to automate quickly with a rich interface and strong support.

Still unsure? Test both platforms with their free tiers and see which one aligns with your team’s workflows, goals, and technical skills.

🚀 Try n8n for Free (No Server Required)

Want to experience n8n without setting up a server?

Click Here to Sign Up for n8n Cloud →

Try it for free and build unlimited workflows with powerful automation logic.

✅ Visual automation editor
✅ Free-tier available with hosted infrastructure
✅ Upgrade anytime or self-host for unlimited use

Looking for the self-hosting path instead? Read our full guide to installing n8n on your own server and check out our n8n template maker.

Inside the World’s Largest Hackathon: Why Everyone’s Talking About Bolt.new

What if the most exciting hackathon of the year didn’t care whether you could code in 10 languages—and instead just wanted to see if you could build something awesome, fast? That’s exactly what’s happening right now with the Bolt.new Hackathon, an online global event that’s breaking records with over $1 million in cash and perks on the table.

Whether you’re a seasoned developer, a creative entrepreneur, or someone with a big idea but no technical background, Bolt.new was designed for you. Their philosophy? “Build fast. Ship faster.” And this hackathon is the perfect excuse to do exactly that.


What Is Bolt.new?

Bolt.new is a lightning-fast platform for building full-stack apps with real-time previews, zero setup, and deploy-ready builds. Created by the team behind StackBlitz, it combines the best of AI-assisted coding with intuitive developer ergonomics to help you go from idea to live product in hours, not weeks.

You don’t have to be a full-time developer to use it. In fact, the hackathon welcomes “vibe coders”—creative tinkerers, marketers, product folks, and dreamers who just want to launch.


The Hackathon: Key Details

  • 📅 Deadline: June 30, 2025 at 2 PM PDT
  • 🌏 Global & Online: Anyone 18+ from most countries can enter
  • 🌟 $1M+ in Prizes: Top winners can take home up to $100,000
  • 📁 Challenge Tracks: Voice AI, Blockchain, Custom Domains, Silly Projects & more
  • 🎥 Deliverables: Public app + short video demo + Devpost submission

What Are Judges Looking For?

To win, your project should score high across four areas:

  1. Impact — Does it solve a real problem or have viral potential?
  2. Originality — Is the idea fresh, bold, or surprisingly creative?
  3. Technical Execution — Is it well built using Bolt.new?
  4. Design & UX — Is it easy and delightful to use?

No need to reinvent the wheel—just build something people actually want to use, and make it beautiful.


Why You Should Join (Even If You Don’t Win)

  • Build in public and get exposure for your project
  • Meet a global community of builders and creators
  • Win tools, credits, monitors, and cash that help you keep building
  • Launch that app idea you’ve been sitting on

This isn’t just a hackathon. It’s a gateway into the future of fast, no-barrier product development.


Ready to Jump In?

There’s still time to start something bold. Whether you’re hacking on a weekend or jamming out a dream startup, this is your sign to go for it.

🚀 Start building today at Bolt.new

🏠 Submit your project via Devpost here

The world is watching. Make something great.

AWS vs DigitalOcean: Benchmarking Guide for Developers (With $200 DO Credit)

If you’re debating between AWS and DigitalOcean for your next project, you’re not alone. Whether you’re deploying a simple web app, running a database, or spinning up containers, performance and price vary wildly between providers — even at similar instance sizes.

With DigitalOcean offering $200 in credits, now is the perfect time to run some hands-on tests to see how it stacks up against AWS for your specific use case.

Below is a breakdown of simple, practical benchmarking tests you can run to compare both platforms. These don’t require deep sysadmin skills and can be executed in minutes.


🔍 What to Test (and Why)

Test Type What It Measures Tools/Commands
CPU Performance Raw processing speed (useful for apps, builds) sysbench cpu --cpu-max-prime=20000 run
Disk I/O How fast storage reads/writes (key for DBs) dd if=/dev/zero of=testfile bs=1G count=1 oflag=dsync
Network Speed Upload/download speed to global targets speedtest-cli or iperf3
Boot Time How fast servers are provisioned and usable Timestamp date around setup script
Cost/Performance Value per dollar spent Manual calculation (see below)

🛠 Recommended Tools

These tools are open-source and easy to install on both AWS and DO servers:

bash
# Install sysbench
sudo apt-get install sysbench -y

# Install speedtest
sudo apt install speedtest-cli -y

# Install fio for advanced disk testing
sudo apt-get install fio -y

For full-suite testing, check out:

Click Here For $200 In DigitalOcean Credit & Start Testing Now


💡 Sample Benchmarking Workflow

  1. Spin up a server on DigitalOcean (e.g., Premium Intel 1 vCPU, 1GB RAM)

  2. Run:

    bash
    sysbench cpu --cpu-max-prime=20000 run
    speedtest-cli
    dd if=/dev/zero of=testfile bs=1G count=1 oflag=dsync
  3. Spin up an equivalent AWS EC2 instance (e.g., t3.micro or t4g.small)

  4. Run the same commands

  5. Record the results in a simple table:

    • Time to complete CPU task

    • Disk write speed

    • Upload/download Mbps

  6. Compare results based on hourly/monthly price


📊 Optional: Scorecard Template

Metric DigitalOcean Result AWS Result Winner
CPU (sec) 12.3 13.8 DO
Disk Write (MB/s) 720 480 DO
Network (Mbps) 880/740 620/600 DO
Boot Time (sec) 29 54 DO
Price ($/mo) $6 $8.56 DO

🔚 Final Tip

💬 Remember: The best platform isn’t just the fastest — it’s the one that performs well for your workload, scales affordably, and is simple to manage. This hands-on approach removes the guesswork.

This Open Source Workflow Helps Local Businesses Reclaim Missed Leads

Missed Calls = Missed Revenue

If you run a small business — or work with one — you know the pain of missed calls. Whether it’s a dentist’s office, a contractor, or a local gym, calls go unanswered all the time. And here’s the real problem:

62% of people won’t call back if their first call isn’t answered.

That’s a lot of leads lost to voicemail. But what if you could automatically follow up with those missed callers in real time — no expensive software, no call center needed?

That’s exactly what this open-source workflow does. Built on n8n, it gives local businesses a second shot at winning the lead.

And yes — you can download it free


Why Local Businesses Need This

Here’s a real example:

A dental clinic in town has two front desk staff. During busy hours, they’re answering questions, booking appointments, and juggling patients. When calls come in and go unanswered — the caller usually moves on to the next practice in Google Maps.

It’s not their fault — it’s a system problem. One we can fix with a simple automation.


What the Workflow Does

  1. Listens for missed call events from Twilio (or any VoIP that supports webhooks)
  2. Sends an automatic SMS like:

    “Hi! Sorry we missed your call — we’ll reach out shortly.”

  3. Logs the lead in Google Sheets with a timestamp so the team can follow up later

This entire process takes seconds, happens 24/7, and runs without manual input.

📥 Download the Workflow JSON Template


How It Works (Simple + Powerful)

Here’s the flow inside n8n:

  • Webhook Node — Receives incoming data from Twilio when a call is missed
  • Set Node — Parses the caller’s number and adds a timestamp
  • Twilio Node — Sends the SMS reply
  • Google Sheets Node — Logs the number and time to a spreadsheet

No code needed — just plug in your Twilio number and Google Sheets, and you’re ready to go.


Why You Should Use the Paid n8n Plan (Not Self-Hosted)

Feature Free Tier Starter Tier ($20/mo)
Webhook speed Shared/slow Dedicated & real-time
Monthly executions 200 5,000+
Workflow limit 2 Unlimited
Intended use Testing only Client-ready
Hosting & maintenance DIY Managed for you

While n8n is open-source and technically self-hostable, we strongly recommend using the Starter Plan for client work.

Why?

  • No server setup or maintenance
  • More reliable and faster webhooks (critical for SMS timing)
  • Peace of mind for non-technical users
  • Commercial use is fully supported

If you’re building automations for real businesses, the Starter Plan is absolutely worth the $20/month.


How to Offer This as a Simple Service

You’re not selling software. You’re solving a very common, very expensive problem.

Here’s how you can package this for clients:

  • ✅ Setup fee ($100–$300) for installation + training
  • ✅ Monthly retainer ($20–$100) for support, reporting, or expansion
  • ✅ Optional add-ons: CRM sync, email alerts, contact scoring

This works for:

  • Dentists
  • Contractors
  • Home services
  • Med spas
  • Real estate agents

Anyone who gets leads by phone and loses business when they miss a call.


Next Steps

  1. 📥 Download the free workflow template
  2. 🔗 Get an n8n Starter plan (no hosting or tech setup needed)
  3. ☎️ Connect your Twilio number
  4. 📊 Plug in your Google Sheet
  5. 🚀 Offer it to your next local client — or use it for your own business

Want Help? We’ve Got You

Opt in below and we’ll send:

  • A step-by-step onboarding guide
  • A short video walkthrough
  • A pitch script you can use to offer this to clients

👉 Get the Free Workflow + Setup Guide

Let’s help small businesses stop losing leads — and help you turn automation into income.


Frequently Asked Questions


🤔 Do I need to know how to code to use this?
No. The workflow is built in n8n, which uses a visual interface. You just need to copy and paste your Twilio credentials, Google Sheet ID, and connect the steps. We provide a free template to make setup easier.


🤔 Why not just use Zapier or Make.com for this?
You could — but you’d pay significantly more per month, especially at scale or across clients. n8n offers more flexibility, control, and hosting options. The $20/month Starter plan covers what Zapier would charge $100+/month for.


🤔 Can I sell this automation to clients?
Yes — the n8n Starter plan allows full commercial use. You’re not selling the software — you’re offering a helpful service built with it.


🤔 What do I need to run this?

  • A Twilio account (to send/receive SMS)
  • A Google Sheet for logging
  • An n8n Starter Plan account
    Optional: a basic website or Notion page to show clients what you offer.

🤔 Will this work with other phone systems?
Yes, if the phone system can send webhook events (many VoIP systems can). We used Twilio in our example because it’s easy to integrate, but others like Plivo, RingCentral, or even GoHighLevel (with some effort) can be adapted.


🤔 What if I want to add CRM support, email alerts, or more?
That’s the beauty of n8n — it’s fully modular. You can add new steps like:

  • Emailing a summary to your client
  • Adding the lead to Airtable, Notion, or a CRM
  • Sending Slack or Discord alerts

You’re only limited by your imagination (and your plan limits).

Why Bolt + Palantir’s Checkout 2.0 Could Be the Most Profitable Line of Code You Don’t Write

As developers, we obsess over performance, backend structure, and clean code. But there’s one screen that decides if our apps or client projects actually generate revenue: the checkout.

If users bounce at the final moment, everything upstream collapses. That’s why the new Checkout 2.0, born from a partnership between Bolt and Palantir, isn’t just another tool — it’s a revenue multiplier for developers who know how to use it.


What Is Checkout 2.0 (and Why Palantir Is Involved)?

Checkout 2.0 combines Bolt’s streamlined checkout infrastructure with Palantir’s real-time data modeling to create an adaptive, AI-powered payment experience. Here’s what makes it stand out:

  • Real-Time Personalization: Adjusts the checkout flow in response to a shopper’s behavior, device type, cart value, and history.
  • 🔑 Passwordless Login: Uses one-time codes and stored identities to skip traditional logins.
  • ⚖️ Fraud Detection + Risk Scoring: Palantir’s analytics engine continuously analyzes signals to block fraud without adding friction.
  • 💳 Smart Payment Routing: Dynamically chooses the best payment processor at checkout to increase approval rates and lower fees.

The result? Shoppers move faster, abandon carts less, and convert more often.


Why This Matters for Developers

If you:

  • Build checkout flows for clients
  • Run your own SaaS, product, or course
  • Launch side projects or info products
  • Help brands upgrade from outdated cart systems

…then this is the kind of tech that improves outcomes without more code.

Here’s what it enables:

  • More money per visitor with no frontend rebuild
  • Less engineering overhead with plug-and-play setup
  • A unique selling point when pitching clients: “I can help you increase conversions without touching your homepage.”

Developer Use Cases in the Wild

  • 🌐 Freelance Devs: Offer “Checkout Optimization” as a billable service
  • 🚀 Indie Hackers: Sell more with less by improving just the payment layer
  • 📄 No-Code Tool Builders: Embed Bolt via external checkout pages
  • AI Workflow Integrators: Pair Checkout 2.0 with tools like n8n, Zapier, or your own backend stack for fully automated sales

Under the Hood: How It Works

While Bolt handles the frontend, Palantir’s role is critical:

  • Behavior Modeling: Uses hundreds of signals to predict and respond to buyer intent
  • Live Optimization: Adjusts routing, layout, and even form elements based on real-time risk and conversion probabilities
  • Security & Privacy: Processes data using first-party signals, aligned with ATT and GDPR restrictions

This makes Checkout 2.0 ideal in the post-cookie, post-tracking era.


Pricing: What Checkout 2.0 Costs

Bolt doesn’t publish flat-rate pricing. Instead, they offer:

  • Custom enterprise pricing based on:
    • GMV (gross merchandise volume)
    • Transaction volume
    • Feature needs (fraud, payment routing, etc.)

Note: Reports suggest Bolt charges 2.9% + $0.30 for standard card processing (similar to Stripe), but negotiated rates are available for high-volume merchants.

For devs referring clients or consulting on builds, this opens the door for value-based pricing, where your fee is tied to conversion uplift.


How to Monetize This as a Developer

  • 📈 Pitch It as a Service: Offer “conversion-layer optimization” using Bolt
  • 🎓 Teach It: Create content around smart checkout workflows
  • 🌐 Build It Into Your Stack: Combine with Replit, n8n, or Firebase to create full AI-commerce flows
  • 💰 Sell Smart-Checkout Funnels: Bundle AI tools + Checkout 2.0 UX for clients and products

Even if Bolt doesn’t have a public affiliate program yet, the real monetization is:

  • Selling services around it
  • Using it to boost your own sales
  • Educating your audience to trust you as a conversion strategist





Conclusion: Don’t Sleep on the Last Step in Your Funnel

As devs, we spend weeks on features, flows, and design — only to lose the sale on a clunky checkout.

Bolt + Palantir’s Checkout 2.0 flips that.

It turns checkout into an AI-optimized profit layer. And if you’re building funnels, tools, or apps that rely on revenue… this might be the most profitable line of code you never write.

Meet the n8n AI Agent: Smarter Workflow Automation (That Devs Actually Want to Use)

Imagine your workflows doing more than just following instructions — imagine them thinking, adapting, and making smart decisions based on context. That’s exactly what the n8n AI Agent empowers you to do.

Whether you’re a full-stack developer, a solo founder, or an automation architect looking to scale your ops without reinventing the wheel, n8n’s new AI Agent feature gives you the power of advanced AI-driven logic — with or without code.

In this post, we’ll break down:

  • What the n8n AI Agent is and how it works
  • Common problems it solves
  • Powerful real-world use cases (for developers, too)
  • How it compares to tools like Zapier, AutoGPT, and LangChain
  • How to get started fast (for free)

Let’s dive in.


What Is the n8n AI Agent?

The AI Agent is a new feature in n8n that lets you build intelligent, decision-making workflows powered by large language models (LLMs) like GPT-4 or Claude. It’s like having a built-in assistant that can understand natural language, interpret data, and decide which actions to take next — all inside a visual workflow editor.

Under the hood, n8n integrates LangChain — a powerful AI framework — but the experience is fully no-code by default. You simply drag, drop, and configure. But if you want to drop into code, you can. JavaScript function nodes, HTTP requests, and even shell commands are just a click away.

Here’s how it works:

  • The AI Agent receives input (like an email, a user message, or a data stream)
  • It uses an LLM to reason about what to do
  • Then it selects and calls connected “tools” — like sending a Slack message, summarizing text, or updating a database

Instead of rigid “if-this-then-that” logic, your workflow can now adapt and respond like a smart assistant.


What Problems Does It Solve?

Most automation platforms break down when:

  • Input data is messy or unstructured (like raw text)
  • Decisions depend on nuance or context
  • Multiple actions could be taken based on content

The n8n AI Agent changes that by enabling workflows that can:

  • Understand and summarize natural language
  • Choose from multiple paths based on logic or sentiment
  • Automate repetitive thinking tasks like research, classification, writing, and decision-making

For developers, this means you don’t have to spin up yet another script, API, or prompt chain every time a task requires a bit of judgment. You can prototype logic visually, and only write code where it adds value.


Real Use Cases (For Developers, Too)

Here are just a few ways people are already using n8n’s AI Agent:

1. AI Chatbot for Slack or WhatsApp

Build an assistant that answers customer or team questions using your own data, OpenAI, or Claude. The agent interprets questions and responds naturally — no scripts needed.

2. Social Media Assistant

Input: a blog post or YouTube video link. Output: AI-generated tweets, LinkedIn blurbs, and image captions — auto-scheduled via Buffer or posted directly.

3. Marketing Report Generator

The agent pulls Google Ads and Analytics data, summarizes performance, and emails a weekly report. No more logging into dashboards.

4. GitHub Monitoring and DevOps Alerts

Have the AI scan commit messages or PR descriptions, summarize changes, and notify the team in Slack. Combine with GitHub Actions or CI/CD APIs.

5. Email Triage Assistant

Let the AI read and classify incoming emails, extract key info, suggest replies, or send updates to your CRM or Notion.

6. Web Research Agent

Give it a query, and it scrapes the web, summarizes findings, and drops the results in a Google Doc or Notion page.

🧠 Ready to Build Smarter AI Workflows?

Skip the glue code. With n8n’s AI Agent, you can build intelligent, multi-step automations that reason, adapt, and scale — no boilerplate required.

  • ⚡ Use GPT-4, Claude, Gemini, and more — in your own workflows
  • 🔌 Visually connect APIs, scrape the web, query databases, and trigger actions
  • 🛠️ Extend with JavaScript, HTTP, or Bash when needed — or keep it no-code

Join 100,000+ devs using n8n to automate faster, smarter, and on their own terms.

👉 Try n8n AI Agent Free 


Why n8n? How It Compares

You might be wondering: Why use n8n over something like Zapier, LangChain, or AutoGPT?

Let’s break it down:

Feature n8n AI Agent Zapier/Make AutoGPT/LangChain
No-code UI Yes Yes (limited AI) No
Multi-step AI reasoning Yes Limited Yes (but code-only)
Tool selection by AI Yes No Yes
Customizable & open-source Yes No Yes
Self-hosted option Yes No Yes
Extend with code Yes (JS, HTTP, Bash) No Yes
Pricing Free/self-hosted Pay-per-task Free, but dev-heavy

With n8n, you get the flexibility and power of a full AI agent framework, but with an interface that anyone can use — including developers who want to skip the boilerplate and jump straight into logic.


How to Get Started

Getting your first AI Agent up and running is easier than you think. Here’s how:

  1. Sign up at n8n.io or install it locally (fully open source)
  2. Add an OpenAI or Anthropic API key (free credits available)
  3. Use one of the many AI Agent templates to get going fast
  4. Customize your tools, prompts, and actions visually
  5. Extend with code nodes if needed — or keep it all no-code

Want to see what this looks like?

➡️ Launch Your AI Workflow Free – No credit card required

“It blows my mind. I was hating on no-code tools my whole life, but n8n changed everything. Made a Slack agent that can basically do everything — in half an hour.”
— Actual n8n User


Final Thoughts

AI agents are the future of automation — and now you don’t need to be a coder to use them. But if you are one, you’ll go even further.

With n8n’s AI Agent, you can:

  • Save hours of manual decision-making and context switching
  • Let AI handle reports, code summaries, workflows, and more
  • Build smarter systems that adapt, reason, and scale

Start building your AI-powered infrastructure today — the tools are free, the setup is flexible, and the output is powerful.

➡️ Try the n8n AI Agent Now (Free)

n8n vs Zapier: Which Workflow Automation Tool Is Right for You?

If you’re trying to choose between n8n and Zapier, you’re not alone. Both are powerful workflow automation tools — but they serve very different types of users. In this comparison, we’ll break down everything from pricing to features to help you make the best decision.


TL;DR: Quick Comparison Table

Feature n8n Zapier
Hosting Self-hosted or Cloud Cloud only
Pricing Free (self-hosted), $20+/mo (Cloud) Free plan available, $20–$100+/mo
Workflow Runs Unlimited (self-hosted) Limited by plan
Custom Code Support Full JavaScript in any node Limited, only on premium tiers
App Integrations 400+ native + any API via HTTP node 5,000+ prebuilt integrations
Interface Style Node-based visual editor Step-by-step interface
Data Ownership You own data (self-hosted) Stored on Zapier’s cloud
Technical Skill Medium to advanced Beginner-friendly

🚀 Favorite Workflow Tool: Try n8n Now


What Is Zapier?

Zapier is one of the most popular no-code tools for connecting apps. It’s cloud-based, intuitive, and offers thousands of ready-made “Zaps” to automate tasks between tools like Gmail, Google Sheets, Slack, Trello, Salesforce, and more.

Pros:

  • Huge app library (5,000+ integrations)
  • No coding required
  • Excellent for individuals and small teams

Cons:

  • Gets expensive quickly as usage increases
  • Limited flexibility for advanced use cases
  • Custom logic requires premium plan

What Is n8n?

n8n (short for “nodemation”) is an open-source automation platform designed for developers and technical teams. It’s self-hostable, supports unlimited workflows, and gives full control over logic, integrations, and data privacy.

You can also use n8n Cloud, their hosted version — and they offer a generous free tier to get started.

Pros:

  • Free to self-host or try via n8n Cloud
  • Unlimited executions on self-hosted setup
  • Create custom workflows using JavaScript
  • Supports any app with an API
  • Ideal for privacy, scalability, and developer control

Cons:

  • Requires some technical setup if self-hosted
  • Smaller native app catalog (but highly flexible)

🚀 Try n8n for Free: Get n8n Now


Use Case Scenarios: Which Tool Fits You Best?

Scenario Recommended Tool
Just starting with automation Zapier
Need thousands of runs per day n8n
Concerned about data privacy n8n (self-hosted)
Want plug-and-play app connections Zapier
Need full control over workflows n8n
Running automations for a business n8n
Just need simple personal automations Zapier

Final Verdict

Zapier is great if you want to get started fast with no technical learning curve. But as your automations grow, so do your costs — and your limitations. If you’re a developer, tech-savvy entrepreneur, or want full control of your automation stack, n8n is the smarter long-term choice.


🚀 Try n8n for Free (No Server Required)

Want to experience n8n without setting up a server?

Click Here to Sign Up for n8n Cloud →

Try it for free and build unlimited workflows with powerful automation logic.

✅ Visual automation editor
✅ Free-tier available with hosted infrastructure
✅ Upgrade anytime or self-host for unlimited use

Looking for the self-hosting path instead? Read our full guide to installing n8n on your own server.