Using OPA (Open Policy Agent) to Set Up a JSON Validation Server for Application Policies

Matías Salinas
3 min readMar 15, 2023

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Introduction:

As organizations increasingly rely on JSON for transmitting and storing data, ensuring the integrity and consistency of JSON objects becomes crucial. Open Policy Agent (OPA) is a versatile and powerful policy engine that can be employed to validate JSON objects against predefined policies. We’ll to see the process of setting up a JSON validation server using OPA and demonstrate how it can be used to validate application policies.

Step 1: Understanding Open Policy Agent

Open Policy Agent (OPA) is an open-source, general-purpose policy engine designed for cloud-native environments. It allows you to define, enforce, and audit policies across your applications and infrastructure. OPA is designed to be lightweight, high-performance, and easy to integrate with various services and tools. With its declarative language, Rego, OPA allows you to express complex policies and evaluate JSON data to ensure compliance with your requirements.

Step 2: Installing Open Policy Agent

To get started with OPA, you need to download and install it on your system. You can follow the official installation guide (https://www.openpolicyagent.org/docs/latest/#1-download-opa) to download the appropriate binary for your platform and make it executable. Alternatively, you can use Docker to run OPA as a container.

Step 3: Writing Policies with Rego

Rego is the high-level, declarative language used to express policies in OPA. You’ll need to write Rego policies to define the rules for validating JSON objects. For instance, you may want to enforce that specific fields are present, have certain values, or meet other conditions.

Create a .rego file with your policy rules. Here's a simple example that checks if a JSON object representing a user has an age field with a value greater than or equal to 18:

package example
default allow = false
allow {
input.age >= 18
}

Step 4: Setting Up the JSON Validation Server

To set up the JSON validation server, run OPA as a server with the following command:

opa run --server --addr :8181 --log-level debug

This command starts OPA as a server on port 8181 and enables debug-level logging. You can replace :8181 with your desired port number.

Step 5: Loading Policies into OPA

Once the server is running, you need to load your Rego policies into OPA. You can use the OPA REST API to create and update policies:

curl -X PUT --data-binary @your_policy_file.rego http://localhost:8181/v1/policies/your_policy_name

Replace your_policy_file.rego with the path to your Rego file and your_policy_name with a unique name for your policy.

Step 6: Validating JSON Objects

With your policies loaded into OPA, you can now use the REST API to validate JSON objects against them:

curl -X POST -H "Content-Type: application/json" -d '{"input": {"age": 19}}' http://localhost:8181/v1/data/example/allow

In this example, replace example with the package name from your Rego file and provide the JSON object you want to validate as the input field in the request body.

Conclusion:

Setting up a JSON validation server using Open Policy Agent is a powerful and flexible way to ensure that your JSON objects comply with predefined policies. By leveraging OPA and Rego, you can define and enforce complex policies for your applications and infrastructure, making it easier to maintain consistency and compliance throughout your organization.

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Matías Salinas
Matías Salinas

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