Example 12

Privacy: masked fields and leakage canaries

A masked dataset must not leak source values into logs, exports or error messages of the application.

Status
illustrative
Industry
Privacy
Language
Python
Framework
pytest
CI
any
Fulfilment
LEASE_CERTIFIED_VERSION
Profile
warehouse-migration

About this example

All data is synthetic. DataNivra provisions approved test data into a customer-controlled target; it does not run these tests. Credentials for the target are never returned by DataNivra — your runner holds its own.

Why test data matters

A masked dataset must not leak source values into logs, exports or error messages of the application.

What is requested

A lease of the certified masked version.

Policy gates

Certified version only; customer-runner-only delivery (masked data is not exported to third parties).

What is provisioned

The masked copy in an approved target.

Expected output

AUTO_APPROVED (with dataset.provision); your test seeds synthetic canary strings and asserts they never appear in application logs.

Cleanup

Fixture releases the lease.

Files

  • request.yaml
  • example.py
  • test_with_datanivra.py

Run

  1. A tenant administrator defines and a second person approves the profile (datanivra test-data define ../../profiles/warehouse-migration.yaml --submit, then datanivra policies approve).
  2. datanivra test-data validate request.yaml && datanivra test-data plan request.yaml
  3. Run the example with DATANIVRA_BASE_URL and a session or workload token.

Files

Exactly as they are in the examples repository. Every value is a synthetic placeholder; nothing here is a credential.

request.yaml

# yaml-language-server: $schema=../../../../packages/contracts/schemas/v1/manifests/test-data-request.schema.json
# DataNivra test-data-request manifest (apiVersion datanivra.io/v1alpha1). Validate: datanivra test-data validate <file>
apiVersion: datanivra.io/v1alpha1
kind: TestDataRequest
metadata:
  name: leakage-canary
spec:
  profile: { name: warehouse-migration, version: 1 }
  ttl_seconds: 1800

examples/test-data-api/scenarios/12-privacy-leakage-canary/request.yaml

example.py

"""Privacy: masked fields and leakage canaries — provision approved test data through the Python SDK.

``provision`` only asks DataNivra for data from the approved ``warehouse-migration`` profile; your own test
suite runs against the approved target with its own, separately managed database access.
"""

from __future__ import annotations

from pathlib import Path

from datanivra_contracts.testdata import TestDataRequest
from datanivra_sdk import DataNivraClient
from datanivra_sdk.testdata import TestDataClient

REQUEST = Path(__file__).with_name("request.yaml")


def provision(api: DataNivraClient, *, idempotency_key: str | None = None) -> TestDataRequest:
    """Create (or, for the same key, return) the request; DENIED raises ``DataNivraApiError``."""
    return TestDataClient(api).request(REQUEST, idempotency_key=idempotency_key)

examples/test-data-api/scenarios/12-privacy-leakage-canary/example.py

test_with_datanivra.py

"""Privacy: masked fields and leakage canaries (pytest).

Run in your CI with ``DATANIVRA_BASE_URL`` and a token (``datanivra login --workload-identity ...``
or ``DATANIVRA_TOKEN``). The data is released after the session, even when tests fail.
"""

from __future__ import annotations

import os
from collections.abc import Iterator

import pytest
from datanivra_contracts.testdata import TestDataRequest
from datanivra_sdk import DataNivraClient
from datanivra_sdk.testdata import TestDataClient
from example import REQUEST


@pytest.fixture(scope="session")
def test_data() -> Iterator[TestDataRequest]:
    api = DataNivraClient(os.environ["DATANIVRA_BASE_URL"], token=os.environ["DATANIVRA_TOKEN"])
    with TestDataClient(api).acquire(REQUEST, idempotency_key=os.environ.get("CI_RUN_KEY")) as request:
        yield request


def test_no_canary_in_application_logs(test_data: TestDataRequest) -> None:
    # Your assertions run against your application and the approved target environment
    # ``test_data.environment_id``; DataNivra only returns metadata (ids, states, digests).
    assert test_data.state.value == "READY"

examples/test-data-api/scenarios/12-privacy-leakage-canary/test_with_datanivra.py

The profile it uses: warehouse-migration

A tenant administrator defines this profile and a second person approves it; requests can only ask for what it allows. All profiles

warehouse-migration.yaml

# yaml-language-server: $schema=../../../packages/contracts/schemas/v1/manifests/test-data-profile.schema.json
# DataNivra test-data-profile manifest (apiVersion datanivra.io/v1alpha1). Validate: datanivra test-data validate <file>
# Placeholder ids (00000000-0000-4000-8000-0000000000NN): replace with your ids.
# 01 = approved target environment, 11 = certified dataset, 21 = customer agent,
# 99 = workload identity trust (datanivra workload-identities list).
apiVersion: datanivra.io/v1alpha1
kind: TestDataProfile
metadata:
  name: warehouse-migration
  description: Certified, masked warehouse slice leased for schema-migration rehearsals
spec:
  fulfilment: LEASE_CERTIFIED_VERSION
  lease:
    dataset_id: 00000000-0000-4000-8000-000000000011
    agent_id: 00000000-0000-4000-8000-000000000021
    provider_kind: POSTGRESQL_CONTAINER
    default_ttl_seconds: 1800
    max_ttl_seconds: 7200
    target_pool:
      - vault://ci/warehouse-migration-db-1
      - vault://ci/warehouse-migration-db-2

examples/test-data-api/profiles/warehouse-migration.yaml