Ying Ting Loo
02/18/2025, 9:28 AMMarvin
02/18/2025, 9:28 AMvalueFrom
field in your Kubernetes job configuration. Here's a basic example from the documentation:
yaml
work_pool:
name: kubernetes-prd-internal-tools
job_variables:
env:
- name: MYENVFROM
valueFrom:
secretKeyRef:
name: "your-secret-name"
key: "your-secret-key"
In this configuration, MYENVFROM
will be populated with the value from the specified Kubernetes secret. You will need to ensure that your Kubernetes environment has access to the secret and that it is properly configured.
For more detailed guidance, you can refer to the Prefect Kubernetes deployment examples.
Additionally, you can also use Helm to manage Prefect workers in Kubernetes, as shown in this example. It includes instructions for creating a Kubernetes secret and deploying a Prefect worker using Helm.Ying Ting Loo
02/18/2025, 9:30 AMMarvin
02/18/2025, 9:30 AMjob_configuration
section of the base job template. Here's a basic outline of how you can do it:
1. Access the Base Job Template: You can modify the base job template through the Prefect UI or by editing the JSON configuration directly.
2. Edit the job_configuration
Section: In the job_configuration
, you can specify environment variables and use valueFrom
to reference Kubernetes secrets.
Here's a JSON example to guide you:
json
{
"job_configuration": {
"template": {
"spec": {
"containers": [
{
"name": "your-container-name",
"env": [
{
"name": "MYENVFROM",
"valueFrom": {
"secretKeyRef": {
"name": "your-secret-name",
"key": "your-secret-key"
}
}
}
]
}
]
}
}
}
}
3. Variables Section: The variables
section of the base job template allows you to define fields that can be customized per deployment or flow run. You can use placeholders in the job_configuration
to reference these variables.
For further details, you can refer to the Prefect documentation on infrastructure concepts.Ying Ting Loo
02/18/2025, 10:16 AMMarvin
02/18/2025, 10:16 AMyaml
job_configuration:
template:
spec:
containers:
- name: your-container-name
env:
- name: MYENVFROM
valueFrom:
secretKeyRef:
name: your-secret-name
key: your-secret-key
To use this YAML configuration in Prefect, you would typically convert it to JSON, as JSON is the expected format for the base job template in Prefect's configuration.
For more details on configuring work pools and base job templates, you can refer to the Prefect documentation on work pools.Ying Ting Loo
02/18/2025, 10:24 AMMarvin
02/18/2025, 10:24 AMvariables
section of the base job template. Here's how you can do it:
1. Define Variables: In the variables
section of your base job template, define the fields that can be customized.
2. Use Placeholders: In the job_configuration
section, use placeholders to reference these variables.
Here's a JSON example illustrating this:
json
{
"variables": {
"MY_VARIABLE": {
"type": "string",
"default": "default_value"
}
},
"job_configuration": {
"template": {
"spec": {
"containers": [
{
"name": "your-container-name",
"env": [
{
"name": "MY_ENV_VAR",
"value": "{{ MY_VARIABLE }}"
}
]
}
]
}
}
}
}
In this example, {{ MY_VARIABLE }}
is a placeholder in the job_configuration
that will be replaced with the value specified in the variables
section or overridden at deployment time.
For more information, you can refer to the Prefect documentation on work pools and job templates.Ying Ting Loo
02/18/2025, 10:25 AMMarvin
02/18/2025, 10:26 AMprefect.yaml
file or by passing variables directly through the CLI or API.
Here’s how you can do it using the prefect.yaml
file:
1. Define Job Variables in prefect.yaml
: Add a job_variables
section to your deployment definition to specify the values you want to override.
yaml
deployments:
- name: demo-deployment
job_variables:
MY_VARIABLE: "new_value"
2. Deploy with Overridden Variables: Run the deployment using the Prefect CLI, and the specified variables will override the defaults in your base job template.
bash
prefect deploy -n demo-deployment
3. Using the CLI Directly: You can also pass job variables directly via the CLI using the -jv
or --job-variable
flag.
bash
prefect deploy -n demo-deployment --job-variable MY_VARIABLE=new_value
These methods allow you to customize the environment for each deployment, ensuring that placeholders in the job template are replaced with the specified values. For more details, check the Prefect documentation on customizing deployments.Ying Ting Loo
02/18/2025, 10:27 AMMarvin
02/18/2025, 10:27 AMyaml
job_configuration:
template:
spec:
containers:
- name: your-container-name
image: "{{ IMAGE_NAME }}"
2. Set Up CI/CD Pipeline: In your CI/CD pipeline, dynamically set the IMAGE_NAME
variable to the new image tag/version. You can do this by updating the prefect.yaml
file or passing it directly through the CLI.
3. Automate Deployment with Prefect CLI: Use the Prefect CLI to deploy with the updated image. You can use the --job-variable
flag to overwrite the image placeholder:
bash
prefect deploy -n your-deployment --job-variable IMAGE_NAME=new-image:latest
4. Integrate with CI/CD Tools: Ensure your CI/CD tool runs the above command whenever a new image is built. This can be done through scripts or CI/CD platform-specific configuration.
5. Use Prefect Automations: Optionally, you can set up Prefect automations to trigger deployments based on events or schedules, providing flexibility in how and when deployments occur.
For more detailed guidance, you may refer to the Prefect documentation on automations and triggers.