Policy Testing Edit

OPA gives you a high-level declarative language (Rego) to author fine-grained policies that codify important requirements in your system.

To help you verify the correctness of your policies, OPA also gives you a framework that you can use to write tests for your policies. By writing tests for your policies you can speed up the development process of new rules and reduce the amount of time it takes to modify rules as requirements evolve.

The examples in this section try to represent the best practices. As such, they make use of keywords that are meant to become standard keywords at some point in time, but have been introduced gradually. See the docs on future keywords for more information.

Getting Started

Let’s use an example to get started. The file below implements a simple policy that allows new users to be created and users to access their own profile.

example.rego:

package authz

import rego.v1

allow if {
	input.path == ["users"]
	input.method == "POST"
}

allow if {
	input.path == ["users", input.user_id]
	input.method == "GET"
}

To test this policy, we will create a separate Rego file that contains test cases.

example_test.rego:

package authz_test

import rego.v1

import data.authz

test_post_allowed if {
	authz.allow with input as {"path": ["users"], "method": "POST"}
}

test_get_anonymous_denied if {
	not authz.allow with input as {"path": ["users"], "method": "GET"}
}

test_get_user_allowed if {
	authz.allow with input as {"path": ["users", "bob"], "method": "GET", "user_id": "bob"}
}

test_get_another_user_denied if {
	not authz.allow with input as {"path": ["users", "bob"], "method": "GET", "user_id": "alice"}
}

Both of these files are saved in the same directory.

$ ls
example.rego      example_test.rego

To exercise the policy, run the opa test command in the directory containing the files.

$ opa test . -v
data.authz_test.test_post_allowed: PASS (1.417µs)
data.authz_test.test_get_anonymous_denied: PASS (426ns)
data.authz_test.test_get_user_allowed: PASS (367ns)
data.authz_test.test_get_another_user_denied: PASS (320ns)
--------------------------------------------------------------------------------
PASS: 4/4

The opa test output indicates that all of the tests passed.

Try exercising the tests a bit more by removing the first rule in example.rego.

$ opa test . -v
FAILURES
--------------------------------------------------------------------------------
data.authz_test.test_post_allowed: FAIL (277.306µs)

  query:1                 Enter data.authz_test.test_post_allowed = _
  example_test.rego:3     | Enter data.authz_test.test_post_allowed
  example_test.rego:4     | | Fail data.authz_test.allow with input as {"method": "POST", "path": ["users"]}
  query:1                 | Fail data.authz_test.test_post_allowed = _

SUMMARY
--------------------------------------------------------------------------------
data.authz_test.test_post_allowed: FAIL (277.306µs)
data.authz_test.test_get_anonymous_denied: PASS (124.287µs)
data.authz_test.test_get_user_allowed: PASS (242.2µs)
data.authz_test.test_get_another_user_denied: PASS (131.964µs)
--------------------------------------------------------------------------------
PASS: 3/4
FAIL: 1/4

Enriched Test Report With Variable Values

Sometimes, e.g. when testing rules with complex output, it can be useful to know more about the circumstances that caused a certain expression to fail a test. The --var-values flag can be used to enrich the test report with the exact expression that caused a test rule to fail, including the values of any variables or references used in the expression.

Consider the following utility module:

package authz

import rego.v1

allowed_actions(user) := [action |
	user in data.actions[action]
]

with accompanying tests:

package authz_test

import data.authz
import rego.v1

test_allowed_actions_all_can_read if {
	users := ["alice", "bob", "jane"]
	r := ["alice", "bob"]
	w := ["jane"]
	p := {"read": r, "write": w}

	every user in users {
		"read" in authz.allowed_actions(user) with data.actions as p
	}
}

Exercising the tests with the --var-values flag:

opa test . --var-values
FAILURES
--------------------------------------------------------------------------------
data.authz_test.test_allowed_actions_all_can_read: FAIL (904µs)

  util_test.rego:13:
    "read" in authz.allowed_actions(user) with data.actions as p
              |                     |                          |
              |                     |                          {"read": ["alice", "bob"], "write": ["jane"]}
              |                     "jane"
              ["write"]

SUMMARY
--------------------------------------------------------------------------------
util_test.rego:
data.authz_test.test_allowed_actions_all_can_read: FAIL (904µs)
--------------------------------------------------------------------------------
FAIL: 1/1

The test failed because it expected users with write permission to implicitly also have the read permission, an expectation the function under test didn’t meet. By including the failing expression and its local variable assignments in the test report, we make troubleshooting easier for the developer, as it’s immediately apparent what assertion and combination of parameters caused the test to fail.

Test Format

Tests are expressed as standard Rego rules with a convention that the rule name is prefixed with test_. It’s a good practice for tests to be placed in a package suffixed with _test, but not a requirement.

package mypackage_test

import rego.v1

import data.mypackage

test_some_descriptive_name if {
	# test logic
}

Test Discovery

The opa test subcommand runs all of the tests (i.e., rules prefixed with test_) found in Rego files passed on the command line. If directories are passed as command line arguments, opa test will load their file contents recursively.

Specifying Tests to Run

The opa test subcommand supports a --run/-r regex option to further specify which of the discovered tests should be evaluated. The option supports re2 syntax

Test Results

If the test rule is undefined or generates a non-true value the test result is reported as FAIL. If the test encounters a runtime error (e.g., a divide by zero condition) the test result is marked as an ERROR. Tests prefixed with todo_ will be reported as SKIPPED. Otherwise, the test result is marked as PASS.

pass_fail_error_test.rego:

package example_test

import rego.v1

import data.example

# This test will pass.
test_ok if true

# This test will fail.
test_failure if 1 == 2

# This test will error.
test_error if 1 / 0

# This test will be skipped.
todo_test_missing_implementation if {
	example.allow with data.roles as ["not", "implemented"]
}

By default, opa test reports the number of tests executed and displays all of the tests that failed or errored.

$ opa test pass_fail_error_test.rego
data.example_test.test_failure: FAIL (253ns)
data.example_test.test_error: ERROR (289ns)
  pass_fail_error_test.rego:15: eval_builtin_error: div: divide by zero
--------------------------------------------------------------------------------
PASS: 1/3
FAIL: 1/3
ERROR: 1/3

By default, OPA prints the test results in a human-readable format. If you need to consume the test results programmatically, use the JSON output format.

opa test --format=json pass_fail_error_test.rego
[
  {
    "location": {
      "file": "pass_fail_error_test.rego",
      "row": 4,
      "col": 1
    },
    "package": "data.example_test",
    "name": "test_ok",
    "duration": 618515
  },
  {
    "location": {
      "file": "pass_fail_error_test.rego",
      "row": 9,
      "col": 1
    },
    "package": "data.example_test",
    "name": "test_failure",
    "fail": true,
    "duration": 322177
  },
  {
    "location": {
      "file": "pass_fail_error_test.rego",
      "row": 14,
      "col": 1
    },
    "package": "data.example_test",
    "name": "test_error",
    "error": {
      "code": "eval_internal_error",
      "message": "div: divide by zero",
      "location": {
        "file": "pass_fail_error_test.rego",
        "row": 15,
        "col": 5
      }
    },
    "duration": 345148
  }
]

Data and Function Mocking

OPA’s with keyword can be used to replace the data document or called functions with mocks. Both base and virtual documents can be replaced.

When replacing functions, built-in or otherwise, the following constraints are in place:

  1. Replacing internal.* functions, or rego.metadata.*, or eq; or relations (walk) is not allowed.
  2. Replacement and replaced function need to have the same arity.
  3. Replaced functions can call the functions they’re replacing, and those calls will call out to the original function, and not cause recursion.

Below is a simple policy that depends on the data document.

authz.rego:

package authz

import rego.v1

allow if {
	some x in data.policies
	x.name == "test_policy"
	matches_role(input.role)
}

matches_role(my_role) if input.user in data.roles[my_role]

Below is the Rego file to test the above policy.

authz_test.rego:

package authz_test

import rego.v1

import data.authz

policies := [{"name": "test_policy"}]
roles := {"admin": ["alice"]}

test_allow_with_data if {
	authz.allow with input as {"user": "alice", "role": "admin"}
		with data.policies as policies
		with data.roles as roles
}

To exercise the policy, run the opa test command.

$ opa test -v authz.rego authz_test.rego
data.authz_test.test_allow_with_data: PASS (697ns)
--------------------------------------------------------------------------------
PASS: 1/1

Below is an example to replace a rule without arguments.

authz.rego:

package authz

import rego.v1

allow1 if allow2

allow2 if 2 == 1

authz_test.rego:

package authz_test

import rego.v1

import data.authz

test_replace_rule if {
	authz.allow1 with authz.allow2 as true
}
$  opa test -v authz.rego authz_test.rego
data.authz_test.test_replace_rule: PASS (328ns)
--------------------------------------------------------------------------------
PASS: 1/1

Here is an example to replace a rule’s built-in function with a user-defined function.

authz.rego:

package authz

import rego.v1

import data.jwks.cert

allow if {
	[true, _, _] = io.jwt.decode_verify(input.headers["x-token"], {"cert": cert, "iss": "corp.issuer.com"})
}

authz_test.rego:

package authz_test

import rego.v1

import data.authz

mock_decode_verify("my-jwt", _) := [true, {}, {}]
mock_decode_verify(x, _)        := [false, {}, {}] if x != "my-jwt"

test_allow if {
	authz.allow with input.headers["x-token"] as "my-jwt"
		with data.jwks.cert as "mock-cert"
		with io.jwt.decode_verify as mock_decode_verify
}
$  opa test -v authz.rego authz_test.rego
data.authz_test.test_allow: PASS (458.752µs)
--------------------------------------------------------------------------------
PASS: 1/1

In simple cases, a function can also be replaced with a value, as in

test_allow_value if {
	authz.allow 
		with input.headers["x-token"] as "my-jwt"
		with data.jwks.cert as "mock-cert"
		with io.jwt.decode_verify as [true, {}, {}]
}

Every invocation of the function will then return the replacement value, regardless of the function’s arguments.

Note that it’s also possible to replace one built-in function by another; or a non-built-in function by a built-in function.

authz.rego:

package authz

import rego.v1

replace_rule if {
	replace(input.label)
}

replace(label) if {
	label == "test_label"
}

authz_test.rego:

package authz_test

import rego.v1

import data.authz

test_replace_rule if {
	authz.replace_rule with input.label as "does-not-matter" with replace as true
}
$ opa test -v authz.rego authz_test.rego
data.authz_test.test_replace_rule: PASS (648.314µs)
--------------------------------------------------------------------------------
PASS: 1/1

Coverage

In addition to reporting pass, fail, and error results for tests, opa test can also report coverage for the policies under test.

The coverage report includes all of the lines evaluated and not evaluated in the Rego files provided on the command line. When a line is not covered it indicates one of two things:

  • If the line refers to the head of a rule, the body of the rule was never true.
  • If the line refers to an expression in a rule, the expression was never evaluated.

It is also possible that rule indexing has determined some path unnecessary for evaluation, thereby affecting the lines reported as covered.

If we run the coverage report on the original example.rego file without test_get_user_allowed from example_test.rego the report will indicate that line 8 is not covered.

opa test --coverage --format=json example.rego example_test.rego
{
  "files": {
    "example.rego": {
      "covered": [
        {
          "start": {
            "row": 3
          },
          "end": {
            "row": 5
          }
        },
        {
          "start": {
            "row": 9
          },
          "end": {
            "row": 11
          }
        }
      ],
      "not_covered": [
        {
          "start": {
            "row": 8
          },
          "end": {
            "row": 8
          }
        }
      ],
      "covered_lines": 6,
      "not_covered_lines": 1,
      "coverage": 85.7
    },
    "example_test.rego": {
      "covered": [
        {
          "start": {
            "row": 3
          },
          "end": {
            "row": 4
          }
        },
        {
          "start": {
            "row": 7
          },
          "end": {
            "row": 8
          }
        },
        {
          "start": {
            "row": 11
          },
          "end": {
            "row": 12
          }
        }
      ],
      "covered_lines": 6,
      "coverage": 100
    },
    "covered_lines": 12,
    "not_covered_lines": 1,
    "coverage": 92.3
  }
}

Ecosystem Projects

Below are ecosystem projects related to Policy Testing. Integrations are ordered by the amount of linked content.

Styra Declarative Authorization Service

Policy as Code Control Plane by Styra

DAS supports the running of tests alongside Rego policy in its UI. Read documentation about testing Rego policies in DAS.
View Details

Regal

The Linter of Rego Language by Styra

Regal is a useful step to use when testing Rego policies to ensure code is correct and free of common errors. See the README to get started.
View Regal Details

Conftest

Rego policy for configuration files

Conftest supports unit testing of policy and has a number of extra language features for working with configuration files. The functionality is documented here.
View Conftest Details

Styra Enterprise OPA

Styra

Enterprise OPA’s Live Impact Analysis (LIA) feature allows you to test changes to Rego policy on running instances.
View Styra Enterprise OPA Details

raygun

Black-box Automated Testing for Rego by PACLabs

Raygun makes it easier to test Rego code in a “real-world” facsimile.
View raygun Details

rego-test-assertions

Helper functions for unit testing Rego by Anders Eknert

The rego-test-assertions library contains various assertion functions, which will print the expected result vs. the outcome to the console on failure.
View rego-test-assertions Details

View these projects in the OPA Ecosystem.