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What is Policy as Code?

Navdeep Singh Gill | 27 February 2025

What is Policy as Code?
8:41
policy as code

Before we describe Policy as Code, let us start with what a policy is. 

What is Policy?

A policy is a rule or plan related to and associated with particular situations. It contains a comprehensive plan that embraces acceptable procedures used as a rule or process. The policy is a way to enforce conditions and rules that prevent unauthorized access to resources such as databases, services, storage, or the environment. For multiple areas of your operating environment, policies could be created. You can achieve stability and security in your environment; you can monitor who has access to what.

Exploring the Different Types of Policies in Organizations

  1. Compliance Policies: Ensure compliance standards like PCI-DSS, SOC, or GDPR.
  2. Security Policies: Internal cloud security policies for security, infrastructure principles, and data.
  3. Operational Excellence: Policies for service interruption or degradation.

Understanding Policy as Code: A Modern Approach

Policy as code is the writing code plan as a high-level language to manage and automate the policies. Like the concept of Infrastructure-as-Code (IaC), Policy-as-Code (PaC) is the concept of codification of your policies.

 

For implementing the policies created by high-level language, you need first to have a policy engine that will take the policy, query, and desired data as input and give out the query result based upon the policy attached/issued. Some of the policy engines available are Open Policy Agent and Hashicorp's Sentinel.

 

By enforcing policies in code, organizations can improve cloud security architecture, ensuring security, compliance, and operational efficiency across cloud environments.

Policy as Code AWS, Azure, and Google Cloud Security

  • Policy as Code AWS: AWS provides tools like AWS Config, OPA, and AWS Policy Generator to enforce governance and AWS cloud security.
  • Azure Cloud Security: Azure implements policy as code using Azure Policy and Azure Blueprints to manage compliance and security policies.
  • Google Cloud Security: Google Cloud Security Command Center integrates policy as code to enforce security controls and best practices.

Examples of Policy as Code Implementations

OPA (Open Policy Agent)

package terraform

import input as tfplan

threshold = 15

weights = {

  "aws_autoscaling_group": {"create": 8}

}

resource_types = {"aws_autoscaling_group”}

default auth = false

auth {

  score < threshold

}

score = s {

  all := [ x |

      some resource_type

      crud := weights[resource_type];

    cre := crud["create"] * n_create[resource_type];

      x := cre

  ]

  s := sum(all)

}

#List Available Resources

resources[resource_type] = all {

  some resource_type

  resource_types[resource_type]

  all := [name |

    name:= tfplan.resource_changes[_]

    name.type == resource_type

  ]}

Terraform Sentinel

import "tfplan-functions" as plan

import "aws-functions" as aws

param mandatory_tags default ["Name", "ttl", "owner", "se-region", "purpose", "terraform"]

allAWSResourcesWithStandardTags = aws.find_resources_with_standard_tags()

violatingAWSResources = plan.filter_attribute_not_contains_list(allAWSResourcesWithStandardTags, "tags", mandatory_tags, true)

# Main rule

main = rule {

 length(violatingAWSResources["messages"]) is 0

}

Why Implement Policy as Code?

The motive behind policy as code is the same as the idea behind Infrastructure as Code, which revolves around writing the codified state's policies/configurations. Cost savings, enhanced compliance, effective implementations, fine-grained infrastructure control, and better use of native tools from cloud providers can be achieved through proper policies.

 

For example, suppose a service is assigned using any policy. In that case, you can run a series of tests against it to make sure it meets your rules/procedure standards rather than manually testing and verifying each service.

The Benefits of Adopting a Policy as Code Framework

Policy as Code extends Infrastructure as Code principles and offers following benefits-

Governance and Compliance

Policy as Code strengthens Cloud Governance by enforcing policies at scale and ensuring compliance with industry standards.

Codification

Having Policy as Code, all the operations, rules, procedures to comply with, and logic are stated and written in code. Proper documentation and comments can be easily understood by anyone rather than making them understand verbally.

Version Control

As policies are being used as code, we have the power to store and integrate them into some version control system, which will keep a check on all desired processes like pull requests, history, and many more. 

Integration with Automation

Policies are used and stored as a text file; there is an upper hand in using them with automation tools. For example, you can integrate a policy for your infrastructure setup configuration, which will enforce some rules before setting up the infrastructure.

Best Practices

Policy as code enables you to deploy best practices as policies. You can also package solutions based on the operational criteria in packages or regulation sets. This provides the tools you deploy with repeatable and fine-grained power. Rule Packs can be deployed as Policy classes or rules on individual resource stacks or several stacks.

Real-World Use Cases for Leveraging Policy-as-Code

Access Control

Having a policy containing the rules about the authorization for any service can be very useful. Here we can take the example of OPA(open policy agent) that integrates policy enforcement across a stack and allows you to specify policy as code and easy APIs to load policy decisions from your software. 

OPA(Open policy agent) can be used to enforce policies on microservices, Kubernetes pipelines, CI/CD pipelines, and more. Rego, a declarative language, is being used for querying the data.

Kubernetes

We can manage Kubernetes clusters with policies. The policies will contain rules for various kubernetes objects like pods, namespace, deployments, nodes, and many more. For example, we can enforce docker images being used to be fetched from the trusted source used in the pods and deployments.

Infrastructure Provisioning

Attachment of infrastructure policies with resources like databases and services to limit unauthorized access or even enforce cost optimization policies related to infrastructure. You can define rules and regulations regarding the access that needs to be met before using the services/storage.

Frequently Asked Questions About Policy as Code
  1. What is policy as code in AWS?
    In AWS, Policy as code is implemented by an Open Policy Agent (OPA) that provides a complete framework for managing policies in a cloud-native environment. Read More
  2. What is Policy as code in Azure? 
    In Azure, Policy as code is implemented using a workflow. The workflow makes it possible to manage, automate and control policies. 
  3. What is Compliance As Code?
    Compliance-as-Code means using programmatic methods (code) for automating the implementation, validation, remediation, monitoring, and reporting of the required compliance standards that an organization needs to be compliant with across the entire organization's ecosystem. 
  4. What is a programming language used for the Policy As Code?
    Programming languages used for the policy as code are Python, YAML, or Rego
  5. What does Everything as Code mean?
    As the name suggests, everything as a code is an approach to IT operations that uses code to define and manage resources, including infrastructure, policies, compliance, etc.

 Embracing Policy as Code for Improved Governance

Policy as code attempts to reduce overhead and documentation. It would help if you still had well-documented rules to specify how accepted and controlled changes are and checklists for processes that can not be automated. 

However, most protocols uses codified and automatic compliance policies. This and acceptance gates are applied by automatic rules and requirements, depending on the automated pipeline and software to ensure that all steps are taken.

 

We also speak about Policy as Code in terms of repeatability, versioning, and checking, which directly supports developers and operators.

Policy as code uses codified and automatic compliance policies. This approach applies to infrastructure as code, offering related advantages. Avoiding a ticketing workflow allows organizations to provide more end-to-end integration and self-service capabilities, minimizing problems for developers and operators.

Next Steps in Policy as Code Adoption

Talk to our experts about implementing Policy as a Code solutions. Learn how industries and different departments use codified policies and compliance automation to become security-centric. Utilize AI to automate and optimize policy enforcement and governance, improving efficiency and adaptability.

More Ways to Explore Us

Getting Started with Compliance as Code - Complete Guide

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Infrastructure as Code Best Practices and Benefits

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IaC Security Services

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Table of Contents

navdeep-singh-gill

Navdeep Singh Gill

Global CEO and Founder of XenonStack

Navdeep Singh Gill is serving as Chief Executive Officer and Product Architect at XenonStack. He holds expertise in building SaaS Platform for Decentralised Big Data management and Governance, AI Marketplace for Operationalising and Scaling. His incredible experience in AI Technologies and Big Data Engineering thrills him to write about different use cases and its approach to solutions.

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