Protect Azure OpenAI using Azure Web Application Firewall on Azure Front Door

Άρθρο
10/16/2024

There are a growing number of enterprises using Azure OpenAI APIs, and the number and complexity of security attacks against web applications is constantly evolving. A strong security strategy is necessary to protect Azure OpenAI APIs from various web application attacks.

Azure Web Application Firewall (WAF) is an Azure Networking product that protects web applications and APIs from various OWASP top 10 web attacks, Common Vulnerabilities and Exposures (CVEs), and malicious bot attacks.

This article describes how to use Azure Web Application Firewall (WAF) on Azure Front Door to protect Azure OpenAI endpoints.

Prerequisites

If you don't have an Azure subscription, create a free account before you begin.

Create Azure OpenAI instance using the gpt-35-turbo model

First, create an OpenAI instance.

Create an Azure OpenAI instance and deploy a gpt-35-turbo model using Create and deploy an Azure OpenAI Service resource.
Identify the Azure OpenAI endpoint and the API key.

Open the Azure OpenAI studio and open the Chat option under Playground. Use the View code option to display the endpoint and the API key.
Validate Azure OpenAI call using your favorite API test method, such as Visual Studio or Insomnia. Use the Azure OpenAPI endpoint and api-key values found in the earlier steps. Use these lines of code in the POST body:
```
{
"model":"gpt-35-turbo",
"messages": [
{
"role": "user",
"content": "What is Azure OpenAI?"
}
]
}
```
In response to the POST, you should receive a 200 OK:

The Azure OpenAI also generates a response using the GPT model.

Create an Azure Front Door instance with Azure WAF

Now use the Azure portal to create an Azure Front Door instance with Azure WAF.

Create an Azure Front Door premium optimized tier with an associated WAF security policy in the same resource group. Use the Custom create option.
1. Quickstart: Create an Azure Front Door profile - Azure portal
Add endpoints and routes.
Add the origin hostname: The origin hostname is testazureopenai.openai.azure.com.
Add the WAF policy.

Configure a WAF policy to protect against web application and API vulnerabilities

Enable the WAF policy in prevention mode and ensure Microsoft_DefaultRuleSet_2.1 and Microsoft_BotManagerRuleSet_1.0 are enabled.

Verify access to Azure OpenAI via Azure Front Door endpoint

Now verify your Azure Front Door endpoint.

Retrieve the Azure Front Door endpoint from the Front Door Manager.
Use your favorite API test method, such as Visual Studio or Insomnia to send a POST request to the Azure Front Door endpoint.
1. Replace the Azure OpenAI endpoint with the AFD endpoint in the POST request.
Azure OpenAI also generates a response using the GPT model.

Validate WAF blocks an OWASP attack

Send a POST request simulating an OWASP attack on the Azure OpenAI endpoint. WAF blocks the call with a 403 Forbidden response code.

Configure IP restriction rules using WAF

To restrict access to the Azure OpenAI endpoint to the required IP addresses, see Configure an IP restriction rule with a WAF for Azure Front Door.

Common issues

The following items are common issues you may encounter when using Azure OpenAI with Azure Front Door and Azure WAF.

You get a 401: Access Denied message when you send a POST request to your Azure OpenAI endpoint.

If you attempt to send a POST request to your Azure OpenAI endpoint immediately after you create it, you may receive a 401: Access Denied message even if you have the correct API key in your request. This issue will usually resolve itself after some time without any direct intervention.
You get a 415: Unsupported Media Type message when you send a POST request to your Azure OpenAI endpoint.

If you attempt to send a POST request to your Azure OpenAI endpoint with the Content-Type header text/plain, you get this message. Make sure to update your Content-Type header to application/json in the header section in your test.

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