Write your first Kubernetes charm for a Flask app¶
Imagine you have a Flask application backed up by a database such as PostgreSQL and need to deploy it. In a traditional setup, this can be quite a challenge, but with Charmcraft you’ll find yourself packaging and deploying your Flask application in no time.
In this tutorial we will build a Kubernetes charm for a Flask application using Charmcraft, so we can have a Flask application up and running with Juju. Let’s get started!
This tutorial should take 90 minutes for you to complete.
Note
If you’re new to the charming world: Flask applications are specifically supported with a template to quickly generate a rock (i.e., a special kind of OCI-compliant container image) and a matching template to quickly generate a charm (i.e., a software operator for cloud operations done with the Juju orchestration engine). The result is Flask applications that can be easily deployed, configured, scaled, integrated, etc., on any Kubernetes cluster.
What you’ll need¶
A local system, e.g., a laptop, with amd64 or arm64 architecture which has sufficient resources to launch a virtual machine with 4 CPUs, 4 GB RAM, and a 50 GB disk.
Familiarity with Linux.
What you’ll do¶
Create a Flask application. Use that to create a rock with
rockcraft
. Use that to create a charm with charmcraft
. Use that
to test, deploy, configure, etc., your Flask application on a local
Kubernetes cloud, microk8s
, with juju
. All of that multiple
times, mimicking a real development process.
Set things up¶
Warning
This tutorial requires version 3.2.0
or later of Charmcraft. Check the
version of Charmcraft using charmcraft --version
If you have an older
version of Charmcraft installed, use
sudo snap refresh charmcraft --channel latest/edge
to get the latest
edge version of Charmcraft.
First, install Multipass.
See also
See more: Multipass | How to install Multipass
Use Multipass to launch an Ubuntu VM with the name charm-dev
from the 24.04 blueprint:
multipass launch --cpus 4 --disk 50G --memory 4G --name charm-dev 24.04
Once the VM is up, open a shell into it:
multipass shell charm-dev
In order to create the rock, you need to install Rockcraft with classic confinement, which grants it access to the whole file system:
sudo snap install rockcraft --classic
LXD will be required for building the rock. Make sure it is installed and initialized:
lxd --version
lxd init --auto
If LXD
is not installed, install it with sudo snap install lxd
.
In order to create the charm, you’ll need to install Charmcraft:
sudo snap install charmcraft --channel latest/stable --classic
MicroK8s is required to deploy the Flask application on Kubernetes.
Let’s install MicroK8s using the 1.31-strict/stable
track:
sudo snap install microk8s --channel 1.31-strict/stable
sudo adduser $USER snap_microk8s
newgrp snap_microk8s
Several MicroK8s add-ons are required for deployment:
# Required for Juju to provide storage volumes
sudo microk8s enable hostpath-storage
# Required to host the OCI image of the application
sudo microk8s enable registry
# Required to expose the application
sudo microk8s enable ingress
Check the status of MicroK8s:
sudo microk8s status --wait-ready
If successful, the terminal will output microk8s is running
along with a list of enabled and disabled add-ons.
Juju is required to deploy the Flask application.
Install Juju using the 3.6/stable
track, and bootstrap a
development controller:
sudo snap install juju --channel 3.6/stable
mkdir -p ~/.local/share
juju bootstrap microk8s dev-controller
It could take a few minutes to download the images.
Let’s create a new directory for this tutorial and enter into it:
mkdir flask-hello-world
cd flask-hello-world
Finally, install python3-venv
and create a virtual environment:
sudo apt update && sudo apt install python3-venv -y
python3 -m venv .venv
source .venv/bin/activate
Create the Flask application¶
Let’s start by creating the “Hello, world” Flask application that will be used for this tutorial.
Create a requirements.txt
file using touch requirements.txt
.
Then, open the file in a text editor using nano requirements.txt
,
copy the following text into it and then save the file:
Flask
psycopg2-binary
Note
The psycopg2-binary
package is needed so the Flask application can
connect to PostgreSQL.
Install the packages:
pip install -r requirements.txt
In the same directory, create a file called app.py
.
Then copy and save the following code into the file:
# initial hello world Flask app
import flask
app = flask.Flask(__name__)
@app.route("/")
def index():
return "Hello, world!\n"
if __name__ == "__main__":
app.run()
Run the Flask application locally¶
Now that we have a virtual environment with all the dependencies, let’s run the Flask application to verify that it works:
flask run -p 8000
Test the Flask application by using curl
to send a request to the root
endpoint. You will need a new terminal for this; use
multipass shell charm-dev
to open a new terminal in Multipass:
curl localhost:8000
The Flask application should respond with Hello, world!
.
The Flask application looks good, so we can stop it for now from the original terminal using Ctrl + C.
Pack the Flask application into a rock¶
First, we’ll need a rockcraft.yaml
file. Using the
flask-framework
profile, Rockcraft will automate the creation of
rockcraft.yaml
and tailor the file for a Flask application.
From the /flask-hello-world
directory, initialize the rock:
rockcraft init --profile flask-framework
The rockcraft.yaml
file will automatically be created and set the name
based on your working directory.
Check out the contents of rockcraft.yaml
:
cat rockcraft.yaml
The top of the file should look similar to the following snippet:
Verify that the name
is flask-hello-world
.
Ensure that platforms
includes the architecture of your host. Check
the architecture of your system:
dpkg --print-architecture
If your host uses the ARM architecture, open rockcraft.yaml
in a
text editor and include arm64
under platforms
.
Now let’s pack the rock:
rockcraft pack
Depending on your system and network, this step can take several minutes to finish.
Once Rockcraft has finished packing the Flask rock,
the terminal will respond with something similar to
Packed flask-hello-world_0.1_amd64.rock
.
Note
If you are not on the amd64
platform, the name of the .rock
file
will be different for you.
The rock needs to be copied to the MicroK8s registry, which stores OCI archives so they can be downloaded and deployed in the Kubernetes cluster. Copy the rock:
rockcraft.skopeo --insecure-policy copy --dest-tls-verify=false \
oci-archive:flask-hello-world_0.1_$(dpkg --print-architecture).rock \
docker://localhost:32000/flask-hello-world:0.1
See also
Create the charm¶
From the /flask-hello-world
directory, let’s create a new directory
for the charm and change inside it:
mkdir charm
cd charm
Using the flask-framework
profile, Charmcraft will automate the
creation of the files needed for our charm, including a
charmcraft.yaml
, requirements.txt
and source code for the charm.
The source code contains the logic required to operate the Flask
application.
Initialize a charm named flask-hello-world
:
charmcraft init --profile flask-framework --name flask-hello-world
The files will automatically be created in your working directory. Let’s pack the charm:
charmcraft pack
Depending on your system and network, this step can take several minutes to finish.
Once Charmcraft has finished packing the charm, the terminal will
respond with something similar to
Packed flask-hello-world_ubuntu-24.04-amd64.charm
.
Note
If you are not on the amd64
platform, the name of the .charm
file will be different for you.
Deploy the Flask application¶
A Juju model is needed to handle Kubernetes resources while deploying the Flask application. Let’s create a new model:
juju add-model flask-hello-world
If you are not on a host with the amd64
architecture, you will need to include
to include a constraint to the Juju model to specify your architecture.
Set the Juju model constraints with:
juju set-model-constraints -m flask-hello-world arch=$(dpkg --print-architecture)
Now let’s use the OCI image we previously uploaded to deploy the Flask
application. Deploy using Juju by specifying the OCI image name with the
--resource
option:
juju deploy \
./flask-hello-world_ubuntu-22.04-$(dpkg --print-architecture).charm \
flask-hello-world --resource \
flask-app-image=localhost:32000/flask-hello-world:0.1
It will take a few minutes to deploy the Flask application. You can monitor its progress with:
juju status --watch 2s
It can take a couple of minutes for the app to finish the deployment.
Once the status of the App has gone to active
, you can stop watching
using Ctrl + C.
See also
See more: Juju | juju status
The Flask application should now be running. We can monitor the status of
the deployment using juju status
which should be similar to the
following output:
user@host:~$
juju status
Model Controller Cloud/Region Version SLA Timestamp
flask-hello-world dev-controller microk8s/localhost 3.6.2 unsupported 17:04:11+10:00
App Version Status Scale Charm Channel Rev Address Exposed Message
flask-hello-world active 1 flask-hello-world 0 10.152.183.166 no
Unit Workload Agent Address Ports Message
flask-hello-world/0* active idle 10.1.87.213
Let’s expose the application using ingress. Deploy the
nginx-ingress-integrator
charm and integrate it with the Flask app:
juju deploy nginx-ingress-integrator --channel=latest/stable --trust
juju integrate nginx-ingress-integrator flask-hello-world
The hostname of the app needs to be defined so that it is accessible via the ingress. We will also set the default route to be the root endpoint:
juju config nginx-ingress-integrator \
service-hostname=flask-hello-world path-routes=/
Monitor juju status
until everything has a status of active
.
Test the deployment using
curl http://flask-hello-world --resolve flask-hello-world:80:127.0.0.1
to send a request via the ingress. It should return the
Hello, world!
greeting.
Note
The --resolve flask-hello-world:80:127.0.0.1
option to the curl
command is a way of resolving the hostname of the request without
setting a DNS record.
Configure the Flask application¶
To demonstrate how to provide a configuration to the Flask application,
we will make the greeting configurable. We will expect this
configuration option to be available in the Flask app configuration under the
keyword GREETING
. Change back to the /flask-hello-world
directory using
cd ..
and copy the following code into app.py
:
# Flask app with a greeting configuration
import flask
app = flask.Flask(__name__)
app.config.from_prefixed_env()
@app.route("/")
def index():
greeting = app.config.get("GREETING", "Hello, world!")
return f"{greeting}\n"
if __name__ == "__main__":
app.run()
Increment the version
in rockcraft.yaml
to 0.2
such that the
top of the rockcraft.yaml
file looks similar to the following:
name: flask-hello-world
# see https://documentation.ubuntu.com/rockcraft/en/1.6.0/explanation/bases/
# for more information about bases and using 'bare' bases for chiselled rocks
base: [email protected] # the base environment for this Flask application
version: '0.2' # just for humans. Semantic versioning is recommended
summary: A summary of your Flask application # 79 char long summary
description: |
This is flask-hello-world's description. You have a paragraph or two to tell the
most important story about it. Keep it under 100 words though,
we live in tweetspace and your description wants to look good in the
container registries out there.
# the platforms this rock should be built on and run on.
# you can check your architecture with `dpkg --print-architecture`
platforms:
amd64:
# arm64:
# ppc64el:
# s390x:
...
Let’s pack and upload the rock:
rockcraft pack
rockcraft.skopeo --insecure-policy copy --dest-tls-verify=false \
oci-archive:flask-hello-world_0.2_$(dpkg --print-architecture).rock \
docker://localhost:32000/flask-hello-world:0.2
Change back into the charm directory using cd charm
.
The flask-framework
Charmcraft extension supports adding
configurations to charmcraft.yaml
which will be passed as
environment variables to the Flask application. Add the following to
the end of the charmcraft.yaml
file:
# configuration snippet for Flask application with a configuration
config:
options:
greeting:
description: |
The greeting to be returned by the Flask application.
default: "Hello, world!"
type: string
Note
Configuration options are automatically capitalized and -
are replaced
by _
. A FLASK_
prefix will also be added as a namespace
for app configurations.
We can now pack and deploy the new version of the Flask app:
charmcraft pack
juju refresh flask-hello-world \
--path=./flask-hello-world_ubuntu-22.04-$(dpkg --print-architecture).charm \
--resource flask-app-image=localhost:32000/flask-hello-world:0.2
After we wait for a bit monitoring juju status
the application
should go back to active
again. Verify that
the new configuration has been added using
juju config flask-hello-world | grep -A 6 greeting:
which should show
the configuration option.
Using curl http://flask-hello-world --resolve flask-hello-world:80:127.0.0.1
shows that the response is still Hello, world!
as expected.
Now let’s change the greeting:
juju config flask-hello-world greeting='Hi!'
After we wait for a moment for the app to be restarted, using
curl http://flask-hello-world --resolve flask-hello-world:80:127.0.0.1
should now return the updated Hi!
greeting.
Integrate with a database¶
Now let’s keep track of how many visitors your application has received. This will require integration with a database to keep the visitor count. This will require a few changes:
We will need to create a database migration that creates the
visitors
table.We will need to keep track how many times the root endpoint has been called in the database.
We will need to add a new endpoint to retrieve the number of visitors from the database.
Let’s start with the database migration to create the required tables.
The charm created by the flask-framework
extension will execute the
migrate.py
script if it exists. This script should ensure that the
database is initialized and ready to be used by the application. We will
create a migrate.py
file containing this logic.
Go back out to the /flask-hello-world
directory using cd ..
,
create the migrate.py
file, open the file using a text editor
and paste the following code into it:
# Adds database to Flask application
import os
import psycopg2
DATABASE_URI = os.environ["POSTGRESQL_DB_CONNECT_STRING"]
def migrate():
with psycopg2.connect(DATABASE_URI) as conn, conn.cursor() as cur:
cur.execute("""
CREATE TABLE IF NOT EXISTS visitors (
timestamp TIMESTAMP NOT NULL,
user_agent TEXT NOT NULL
);
""")
conn.commit()
if __name__ == "__main__":
migrate()
Note
The charm will pass the Database connection string in the
POSTGRESQL_DB_CONNECT_STRING
environment variable once
PostgreSQL has been integrated with the charm.
Increment the version
in rockcraft.yaml
to 0.3
such that the
top of the rockcraft.yaml
file looks similar to the following:
name: flask-hello-world
# see https://documentation.ubuntu.com/rockcraft/en/1.6.0/explanation/bases/
# for more information about bases and using 'bare' bases for chiselled rocks
base: [email protected] # the base environment for this Flask application
version: '0.3' # just for humans. Semantic versioning is recommended
summary: A summary of your Flask application # 79 char long summary
description: |
This is flask-hello-world's description. You have a paragraph or two to tell the
most important story about it. Keep it under 100 words though,
we live in tweetspace and your description wants to look good in the
container registries out there.
# the platforms this rock should be built on and run on.
# you can check your architecture with `dpkg --print-architecture`
platforms:
amd64:
# arm64:
# ppc64el:
# s390x:
...
The app code also needs to be updated to keep track of the number of visitors
and to include a new endpoint to retrieve the number of visitors to the
app. Open app.py
in a text editor and replace its contents with the
following code:
visitors_app.py
# Flask application that keeps track of visitors using a database
import datetime
import os
import flask
import psycopg2
app = flask.Flask(__name__)
app.config.from_prefixed_env()
DATABASE_URI = os.environ["POSTGRESQL_DB_CONNECT_STRING"]
@app.route("/")
def index():
with psycopg2.connect(DATABASE_URI) as conn, conn.cursor() as cur:
user_agent = flask.request.headers.get('User-Agent')
timestamp = datetime.datetime.now()
cur.execute(
"INSERT INTO visitors (timestamp, user_agent) VALUES (%s, %s)",
(timestamp, user_agent)
)
conn.commit()
greeting = app.config.get("GREETING", "Hello, world!")
return f"{greeting}\n"
@app.route("/visitors")
def visitors():
with psycopg2.connect(DATABASE_URI) as conn, conn.cursor() as cur:
cur.execute("SELECT COUNT(*) FROM visitors")
total_visitors = cur.fetchone()[0]
return f"{total_visitors}\n"
if __name__ == "__main__":
app.run()
Let’s pack and upload the rock:
rockcraft pack
rockcraft.skopeo --insecure-policy copy --dest-tls-verify=false \
oci-archive:flask-hello-world_0.3_$(dpkg --print-architecture).rock \
docker://localhost:32000/flask-hello-world:0.3
Change back into the charm directory using cd charm
.
The Flask app now requires a database which needs to be declared in the
charmcraft.yaml
file. Open charmcraft.yaml
in a text editor and
add the following section to the end of the file:
# requires snippet for Flask application with a database
requires:
postgresql:
interface: postgresql_client
optional: false
We can now pack and deploy the new version of the Flask app:
charmcraft pack
juju refresh flask-hello-world \
--path=./flask-hello-world_ubuntu-22.04-$(dpkg --print-architecture).charm \
--resource flask-app-image=localhost:32000/flask-hello-world:0.3
Now let’s deploy PostgreSQL and integrate it with the Flask application:
juju deploy postgresql-k8s --trust
juju integrate flask-hello-world postgresql-k8s
Wait for juju status
to show that the App is active
again.
Running curl http://flask-hello-world --resolve flask-hello-world:80:127.0.0.1
should still return the Hi!
greeting.
To check the total visitors, use
curl http://flask-hello-world/visitors --resolve flask-hello-world:80:127.0.0.1
which should return 1
after the previous request to the root endpoint,
This should be incremented each time the root endpoint is requested. If we
repeat this process, the output should be as follows:
user@host:~$
curl http://flask-hello-world --resolve flask-hello-world:80:127.0.0.1
Hi!
user@host:~$
curl http://flask-hello-world/visitors --resolve flask-hello-world:80:127.0.0.1
2
Tear things down¶
We’ve reached the end of this tutorial. We went through the entire development process, including:
Creating a Flask application
Deploying the application locally
Packaging the application using Rockcraft
Building the application with Ops code using Charmcraft
Deplyoing the application using Juju
Exposing the application using an ingress
Configuring the application
Integrating the application with a database
If you’d like to reset your working environment, you can run the following
in the rock directory /flask-hello-world
for the tutorial:
charmcraft clean
# Back out to main directory for cleanup
cd ..
rockcraft clean
# exit and delete the virtual environment
deactivate
rm -rf charm .venv __pycache__
# delete all the files created during the tutorial
rm flask-hello-world_0.1_$(dpkg --print-architecture).rock \
flask-hello-world_0.2_$(dpkg --print-architecture).rock \
flask-hello-world_0.3_$(dpkg --print-architecture).rock \
rockcraft.yaml app.py requirements.txt migrate.py
# Remove the juju model
juju destroy-model flask-hello-world --destroy-storage --no-prompt --force
You can also clean up your Multipass instance. Start by exiting it:
exit
And then you can proceed with its deletion:
multipass delete charm-dev
multipass purge
Next steps¶
By the end of this tutorial you will have built a charm and evolved it in a number of typical ways. But there is a lot more to explore:
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