Welcome to the deep dive where we cut through the noise and get straight to the
insights you need
Have you ever found yourself writing, you know a handy script maybe to automate a
report or manage some data
Oh, absolutely all the time and then you wish it could be more than just well a
script like maybe it had a button or
Proper web interface. Yeah, or could easily talk to other services
Exactly without you having to suddenly become like a full stack developer overnight.
Uh-huh. That's the dream
Well today we're diving into something that might just make that dream a reality
But before we unpack this exciting solution just quick word from our supporter
Safe server cares about the hosting of this software and they are here to support
you in your digital transformation
You can find more info at www safe server dot DE
Okay, so our mission for you today is really a shortcut a shortcut to understanding
how this
Powerful open source platform can literally transform how you build and automate
things and we're really talking about turning those one-off scripts
Those little helpers into genuinely powerful scalable internal tools, right?
Even if you're maybe just starting out in the world of development or you know
infrastructure
We've pulled insights directly from its github repository and the official windmill
website. So we've got the ground truth here
Okay, let's get into it. We're talking about windmill for someone new to this space
Maybe just looking for like smarter ways to automate their work. What is windmill
exactly? Why should it grab their attention?
Okay. So what's really fascinating here is that windmill is fundamentally an open-source
developer platform think of it as your
Comprehensive toolkit. It lets you take those everyday scripts
You write could be Python for data bash for servers
Maybe type script write the usual suspect exactly and it lets you instantly
transform them into incredibly useful things like web hooks or
Robust workflows or even you know fully interactive user interfaces Wow
It's core promise really is to drastically speed up your development
They talk about helping you write and deploy software up to like 10 times faster 10
times
that's a big claim it is but it's also about running it with high reliability and
Crucially deep observability. So, you know what's going on
Observability always important definitely and for people familiar with other tools
in this space
Maybe things like retool or temporal pipe dream super blocks
Windmill positions itself as a really compelling open source alternative. Okay, so
if I'm getting this right
it's not just another automation tool, it's more like a a
Developer superpower for building internal stuff. That's a good way to put it. Yeah.
So for you listening right now
Maybe you're looking to streamline tasks build internal apps
But you don't want to get bogged down in weeks of setup or figuring out complex
front-end stuff
Yeah, this sound like it's seriously lowers that barrier to entry exactly. Is that
where the 10x speed claim comes?
Yeah, just removing all those traditional hurdles precisely. Yeah that 10x speed
isn't just about like raw code execution being faster, though
It is fast. It's really about eliminating the friction friction
Okay, think about all the time you normally spend building basic ui's setting up
API's managing deployments trying to connect different services
Yeah, the plumbing right windmill consolidates a lot of that
It kind of takes away the need to manually stitch together all these separate bits
Scripting scheduling API's UI and lets you just focus on the logic the problem you
actually want to solve that is a powerful promise
Okay, this is where it gets really interesting for me
How does windmill actually do this? How does it work?
What are the main concepts the building blocks someone needs to grasp to turn their
scripts into these tools?
Well, it breaks down into a few core
Very flexible components. Yeah at its heart windmill is all about letting you
define minimal generic scripts minimal and generic
Oh, when I say generic, I mean really polyglot
You can write these scripts in a huge range of languages Python typescript go bash
SQL even things like PHP rust
C-shop was quite a list it is and you can write them right inside their web IDE
Which is super handy or if you prefer your own setup, you can just sync them
directly with your github repo
Okay, so you write the script then what then comes one of the really clever bits
Especially if you aren't a fan of front-end development, uh-huh guilty as charged
sometimes right so windmill
Automatically parses your scripts parameters the inputs it needs and it generates a
basic front-end UI for it automatically automatically
Imagine you write a Python script. It takes maybe a user's email and a message
string
Okay, and poof windmill just gives you a simple web form with input fields for that
email and message
It instantly turns your code into a shareable tool that even non-technical people
can use that's fascinating
So I just write my script to find the inputs
Yeah, and windmill kind of figures out the UI doesn't guess input types like this
should be text. This should be a number exactly
Yeah, it intelligently infers the types. It gives you sensible defaults and you can
tweak them if needed. Okay, cool
So once I have these individual smart scripts, what's the next step? How do I build
something more complex, right?
So you've got these building blocks. The next step is chaining them together
You can link your own scripts or even pull in community shared scripts from
something they call windmill hub
Ah a community aspect too. Yeah, and you combine these into flows
think of flows like a
Sophisticated recipe or workflow diagram. Okay, technically they're directed a cyclic
graphs or DAGs
Which is just a fancy way of saying it's a sequence of steps that run in the right
order
No loops going backward, you know
Like you mix ingredients before you bake the cake got it makes sense and this lets
you build really powerful automations
It has built-in stuff for proper error handling automatic retries if a step is flaky
Loops for processing lists of things conditional branches like if this then do that
all the logic you need
It's a real workflow orchestration basically
Absolutely, and then beyond those auto-generated ui's for single scripts if you
need something more polished or custom for say a whole process
There's a low code app editor loco to yeah, it's drag-and-drop
You get over 60 built-in component buttons tables charts inputs
And you can visually build quite rich data intensive applications right on top of
your scripts and flows
You can go from just a script to a pretty decent internal app surprisingly fast
That's quite a spectrum from simple script UI to low-code apps it really is and
finally these scripts and flows
They don't just sit there waiting for you to click a button. They can be triggered
the automation part exactly
You can run them on standard cron schedules like run this every hour
They can be triggered by web hooks and get this every script and flow automatically
gets its own web hook URL generated
Oh, that's huge for integrations totally or you can trigger them via a command line
interface the CLI or even integrate them with things
Like slack or incoming emails. It's designed to fit into how you already work. That
is incredible
Okay, so let me recap you write a bit of code in your favorite language
Windmill instantly gives it a UI like a button
Uh-huh, you can then string those buttons those scripts together into complex flows
to automate whole processes
Or even build a full application around them using the low code editor
Oh all without becoming a front-end wizard or an orchestration expert. You've got
it. That's the core value proposition
Simplifying all that complexity. It really does sound like it simplifies things
Especially for someone who's maybe strong on scripting but less so on the UI or
infrastructure side
But it makes me wonder with all that power and flexibility
What's actually driving it? What's under the hood making it tick? How are they
getting that speed and
Importantly security. Yeah excellent question because the architecture underneath
is actually a big differentiator for windmill
They really pride themselves on being quote the fastest self-hostable workflow
engine out there fastest
Yeah, they published benchmarks showing it can be significantly faster up to 13
times faster
They claim than alternatives like say Apache airflow 13 times Wow
And that applies apparently to both lightweight really quick tasks and those long-running
heavy background jobs
That raw speed means your automations just run more efficiently tasks finish faster
Less waiting fewer resources tied up. So what's the secret sauce there? What's the
tech stack?
Okay delving into the tech stack. The back end is primarily written in rust rust
known for performance and safety
Exactly using rust gives them that speed memory safety reliability fewer unexpected
crashes
They use Postgres a rock-solid database for storage standard robust choice
Yep, and the front end the UI you interact with is built with svelte, which is
known for creating really fast responsive interfaces
Okay, and for running the scripts themselves. That's key to for JavaScript
They use things like denna core which leverages Google's v8 engine for TypeScript
They use bun and Dino again very modern fast runtimes and for other languages like
Python or go
They use standard battle tested runtimes
This choice of modern high-performance components is absolutely crucial to how they
achieve that speed and flexibility and that polyglot support
You mentioned Python go TypeScript whatever being able to just use what you know
best sounds like a huge productivity win
How does it handle dependencies like if my Python script needs specific libraries?
Yeah, that's managed really smoothly to when you define a script
You can specify its dependencies right there like a requirements dot txt for Python
or a package dot JSON for node and TypeScript
Okay, and windmill just handles it
It sets up the right environment make sure those dependencies are installed and
available when the script runs
You're not messing around with virtual environments or NPM install on the server
yourself. Oh nice abstraction
Exactly. It takes care of that setup letting you focus just on your code and this
makes it really easy to mix languages in a flow
Because each script runs in its own kind of defined isolated environment isolation
Yeah, that brings up security
Especially with internal tools potentially touching sensitive systems or data. How's
that handled? Yeah, absolutely critical
They take it very seriously script executions are sandboxed using something called
Google's ends jail
Sandboxed like contained precisely sandboxing means each script runs in its own
little isolated mini environment like a secure container
So if one script messes up or has some weird vulnerability, it can't easily affect
other scripts or the main windmill system
That's vital. It really is. It's the same kind of tech that fly.io uses for example
for their production environments
It's considered multi-tenant grade secure. Okay, and what about secrets API keys
passwords?
Good point for sensitive data like credentials windmill uses an encryption key
specific to each workspace to encrypt those secrets before storing them and they
also strongly recommend as a best practice
Encrypting the entire Postgres database itself for an extra layer. That's actually
what they do for their own cloud offering Wow
Okay, that sounds like a really solid approach to both performance and security
So let's bring it back to the practical side for someone listening may be thinking.
Okay, this sounds cool
I want to try it, but maybe they're intimidated by server setup
How easy is it to actually get started to just experiment or run a small internal
project, right?
And this is another area where windmill really shines, especially for learners or
smaller teams
It's designed to be incredibly easy to self-host easy self-hosting. Tell me more
for a quick start
Seriously, you can deploy the whole thing with just three configuration files using
Docker compose. It's literally a single command
No way. Yeah, you just need Docker running on your machine Mac Windows Linux
Whatever you grab the Docker dash compose dot AML a caddy file for networking and
in dot ENV file for settings from
Their github repo. Okay, then you just run Docker compose up DE in your terminal
and a voila as they say
It's up and running available right there at HTTP local host. That's it
That's basically it for a basic local setup
The default admin login is admin at windmill dev with the password change obviously
change that password
But you can log in and start building flows like within minutes
That is genuinely minimal setup for what sounds like maximum impact. It really
lowers the barrier now for more serious or production
Setups. It also supports kubernetes deployment using Helm charts and you can even
run it from pre-compiled binaries if you don't want to use Docker
So it scales up to oh, yeah
It's designed to scale from you know
Your laptop or a single virtual machine all the way up to large kubernetes clusters
managing potentially hundreds or even a thousand worker nodes
It can grow with your needs and for local development if I want to code scripts in
my own editor
They've got you covered there too. There's a powerful command line interface the CLI
and also a VS code extension
these let you sync scripts directly from files on your computer or your github repos
and
Test and run them locally against your windmill instance. It integrates into a
typical developer workflow quite nicely
Okay, one last crucial question on the practical side
Licensing it's open source. You said yes fully open source under the AGPL v3
license AGPL v3
Yeah, what does that mean for someone using it internally good question?
AGPL basically means if you modify windmill and then distribute that modified
version to others like offering it as a service
You generally need to share your modifications under the same AGPL license. It
ensures the core stays open
However, they also have what they call the community addition
This is what you get from the Docker images or the github binary releases
It actually includes some extra proprietary features built on top of the open
source core
ah, so there's a bit more in the easy-to-install versions exactly and
Importantly this community edition is free to use internally within your own
organization
Although there might be certain quotas on some of the advanced proprietary features
Okay, so if we're just building internal tools for my company, I'm generally good
to go
absolutely the main time you'd need a commercial license is if you are planning to
take parts of windmill and like
re-expose them as a core feature of your own commercial product that you sell to
others
But for simply using windmill internally to run your automations build your ui's
use its API's
No commercial license needed. It makes it super accessible for learning
Experimenting and just running your internal operations
It really sounds like they've put a ton of thought into lowering that barrier to
entry even though it's pretty comprehensive platform
That's a massive plus for you know, the learner
We talked about somebody who wants to experiment and build powerful stuff without
getting tangled in a massive scary setup
Definitely being able to go from zero to building flows in minutes is a game
changer
Okay, so let's zoom out again for you are curious listener hearing all this
What's the biggest takeaway? Why should windmill be on your radar right now?
What kind of real tangible impact could have on your journey with automation or
building internal tools?
Yeah, connecting it back to the bigger picture. I think windmill offers huge value
in a few key ways
Yes, like we said, it just significantly accelerates your development process the
speed factor again, right?
Imagine that critical report pipeline that used to take a week of coding testing
Maybe some basic UI with windmill because the UI is instant and the workflow part
is built in
Maybe that's a day or two instead. That's a serious difference
It is and it helps reduce that feeling of infrastructure sprawl where you have
scripts here scheduled tasks
There may be a separate UI tool it consolidates the one platform to rule them all
kind of maybe not rule but certainly simplify
Second that ability to auto generate you eyes and also build low code apps is
genuinely transformative
I think so it means people who aren't developers can easily interact with and
trigger potentially complex automations that you've built
It breaks down those silos between say
engineering and marketing or sales
Empowerment for other teams exactly. I've seen scenarios where like a simple button
on a windmill app
Let's the sales team generate their own custom reports instantly without needing to
file a ticket with engineering that saves everyone time and hassle
I can definitely see the value there and finally the open source aspect. That means
total transparency. You can see the code
there's a community contributing improvements and
You have the ultimate flexibility to self-host it customize it own your data own
your operations full control full control
Which is just invaluable, especially today
It's really about empowering you the user to build smarter faster and with much
more control over your technology stack
Okay
So for your final thought today something to chew on after this deep dive
Think about your own work your own projects or processes
What complex or slow or just annoying manual task?
Could you imagine turning into a one-click button or a fully automated workflow
using something like windmill?
Consider the possibilities that open up when scripting automation and UI building
aren't these separate difficult hurdles anymore
But they become integrated superpowers right at your fingertips. What could you
build then?
We really hope this deep dive into windmill has given you some valuable insights
and maybe spark some ideas
Until next time keep exploring and once again a huge
Thank you to safe server for supporting this deep dive and helping with your
You can find more information at www.safeserver.de
You can find more information at www.safeserver.de
