I imagine that everyone reading this blog should be, by now, familiar with the term Infrastructure as Code (IaC). If not because we have written a few articles on this blog, probably because it is a widely extended-term nowadays.
At the same time I assume familiarity with the IaC term, I have not heard a lot of people talking about a similar concept called Diagram as Code (DaC) but focus on diagrams. I am someone that, when I arrive at a new environment, finds diagrams very useful to have a general view of how a new system works or, when given explanations to a new joiner. But, at the same time, I must recognise, sometimes, I am not diligent enough to update them or, even worst, I arrived at projects where, or they are too old to make sense or there are none.
The reasons for that can be various, it can be hard for developers to maintain diagrams, lack of time, lack of knowledge on the system, not obvious location of the editable file, only obsolete diagrams available and so on.
I have been playing lately with the DaC concept and, with a little bit of effort, all new practices require some level of it till they are part of the workflow, it can fill this gap and help developers and, other profiles in general, to keep diagrams up to date.
In addition, there are some extra benefits of using these tools such as easy version control, the need for only a text editor to modify the diagram and, the ability to generate the diagrams everywhere, even, as part of our pipelines.
This article is going to cover some of the tools I have found and play with it lately, the goal is to have a brief introduction to the tools, be familiar with their capabilities and restrictions and, try to figure out if they can be introduced on our production environments as a long term practise. And, why not, compare which tool offers the most eye-catching ones, in the end, people are going to pay more attention to these ones.
Just a quick note before we start, all the tools we are going to see are open source tools and freely available. I am not going to explore any payment tool and, I am not involved in any way in the tools we are going to be using.
Graphviz
The first tool, actually a library, we are going to see is Graphviz. In advance, I am going to say, we are not exploring this option in depth because it is too low level for my taste or the purpose we are trying to achieve. It is a great solution if you want to generate diagrams as part of your applications. In fact, some of the higher-level solution we are going to explore use this library to be able to generate the diagrams. With that said, they define themselves as:
Graphviz is open source graph visualization software. Graph visualization is a way of representing structural information as diagrams of abstract graphs and networks. It has important applications in networking, bioinformatics, software engineering, database and web design, machine learning, and in visual interfaces for other technical domains.
The Graphviz layout programs take descriptions of graphs in a simple text language, and make diagrams in useful formats, such as images and SVG for web pages; PDF or Postscript for inclusion in other documents; or display in an interactive graph browser. Graphviz has many useful features for concrete diagrams, such as options for colors, fonts, tabular node layouts, line styles, hyperlinks, and custom shapes.
https://graphviz.org
The installation process in an Ubuntu machine is quite simple using the package manager:
sudo apt install graphviz
As I have said before, we are not going to explore deeper this library, we can check on the documentation for some examples built in C and, the use of the command line tools it offers but, for my taste, it is a too low-level solution to directly use it when implementing DaC practises.
PlantUML
The next tool is PlantUML. Regardless of what the name seems to imply, the tool is able to generate multiple types of diagrams, all of them listed on their web page. Some examples are:
The diagrams are defined using a simple and intuitive language and, images can be generated in PNG, SVG or, LaTeX format.
They provide an online tool it can be used for evaluation and testing purposes but, in this case, we are going to be installing it locally, especially to test how hard it is and how integrable is in our CI/CD pipelines as part of our evaluation. By the way, this is one of the tools it uses Graphviz behind the scenes.
There is no installation process, the tool just needs the download of the corresponding JAR file from their download page.
Now, let’s use it. We are going to generate a State Diagram. It is just one of the examples we can find on the tool’s page. The code used to generate the example diagram is the one that follows and is going to be stored in a TXT file:
@startuml
scale 600 width
[*] -> State1
State1 --> State2 : Succeeded
State1 --> [*] : Aborted
State2 --> State3 : Succeeded
State2 --> [*] : Aborted
state State3 {
state "Accumulate Enough Data\nLong State Name" as long1
long1 : Just a test
[*] --> long1
long1 --> long1 : New Data
long1 --> ProcessData : Enough Data
}
State3 --> State3 : Failed
State3 --> [*] : Succeeded / Save Result
State3 --> [*] : Aborted
@enduml
Now, let’s generate the diagram:
java -jar ~/tools/plantuml.jar plantuml-state.txt
The result is going to be something like:

As we can see, the result is pretty good, especially if we consider that it has taken us around five minutes to write the code without knowing the syntax and we have not had to deal with positioning the element on a drag and drop screen.
Taking a look at the examples, the diagrams are not particularly beautiful but, the easy use of the tool and the variety of diagrams supported makes this tool a good candidate for further exploration.
WebSequenceDiagrams
WebSequenceDiagrams is just a web page that allows us to create in a quick and simple way Sequence Diagrams. It has some advantages such as offering multiple colours, there is no need to install anything and, having only one purpose, it covers it quite well in a simple way.
We are not going to explore this option further because it does not cover our needs, we want more variety of diagrams and, it does not seem integrable on our daily routines and CI/CD pipelines.
Asciidoctor Diagram
I assume everyone is more or less aware of the existence of the Asciidoctor project. The project is a fast, open-source text processor and publishing toolchain for converting AsciiDoc content to HTML5, DocBook, PDF, and other formats.
Asccidoctor Diagram is a set of Asciidoctor extensions that enable you to add diagrams, which you describe using plain text, to your AsciiDoc document.
The installation of the extension is quite simple, just a basic RubyGem that can be installed following the standard way.
gem install asciidoctor-diagram
There are other options of usage but, we are going to do an example using the terminal and, using the PlantUML syntax we have already seen.
[plantuml, Asciidoctor-classes, png]
....
class BlockProcessor
class DiagramBlock
class DitaaBlock
class PlantUmlBlock
BlockProcessor <|-- DiagramBlock
DiagramBlock <|-- DitaaBlock
DiagramBlock <|-- PlantUmlBlock
....
The result been something like:

One of the advantages of this tool is that it supports multiple diagram types. As we can see, we have used the PlantUML syntax but, there are many more available. Check the documentation.
Another of the advantages is it is based on Asciidoctor that is a very well known tool and, in addition to the image it generates an HTML page with extra content if desired. Seems worth it for further exploration.
Structurizr
I was going to skip this one because, despite having a free option, requires some subscription for determinate features and, besides, it does not seem as easy to integrate and use as other tools we are seeing.
Despite all of this, I thought it was worth it to mention it due to the demo page they offer where, with just some clicking, you can see the diagram expressed on different syntaxes such as PlantUML or WebSequenceDiagrams.
Diagrams
Diagrams is a tool that seems to have been implemented explicitly to follow the Diagram as Code practice focus on infrastructure. It allows you to write diagrams using Python and, in addition to support and having nice images for the main cloud providers, it allows you to fetch non-available images to use them in your diagrams.
Installation can be done using any of the available common mechanism in Python, in our case, pip3.
pip3 install diagrams
This is another one of the tools that, behind the scenes, uses Graphviz to do its job.
Let’s create our diagram now:
from diagrams import Cluster, Diagram
from diagrams.onprem.analytics import Spark
from diagrams.onprem.compute import Server
from diagrams.onprem.database import PostgreSQL
from diagrams.onprem.inmemory import Redis
from diagrams.onprem.aggregator import Fluentd
from diagrams.onprem.monitoring import Grafana, Prometheus
from diagrams.onprem.network import Nginx
from diagrams.onprem.queue import Kafka
with Diagram("Advanced Web Service with On-Premise", show=False):
ingress = Nginx("ingress")
metrics = Prometheus("metric")
metrics << Grafana("monitoring")
with Cluster("Service Cluster"):
grpcsvc = [
Server("grpc1"),
Server("grpc2"),
Server("grpc3")]
with Cluster("Sessions HA"):
master = Redis("session")
master - Redis("replica") << metrics
grpcsvc >> master
with Cluster("Database HA"):
master = PostgreSQL("users")
master - PostgreSQL("slave") << metrics
grpcsvc >> master
aggregator = Fluentd("logging")
aggregator >> Kafka("stream") >> Spark("analytics")
ingress >> grpcsvc >> aggregator
And, let’s generate the diagram:
python3 diagrams-web-service.py
With that, the result is something like:

As we can see, it is easy to understand and, the best part, it is quite eye-catching. And, everything looks in place without the need to mess with a drag and drop tool to position our elements.
Conclusion
As always, we need to evaluate which tool is the one that best fit our use case but, after seeing a few of them, my conclusions are:
- If I need to generate infrastructure diagrams I will go with the Diagrams tools. Seems very easy to use been based on Python and, the results are very visually appealing.
- For any other type of diagram, I will be inclined to use PlantUML. It seems to support a big deal of diagram types and, despite not being the most beautiful ones, it seems the results can be clear and useful enough.
Asciidoctor Diagrams seems a good option if your team or organisation is already using Asciidoctor and, it seems a good option if we want something else than just a diagram generated.