Performance volume with a hard ceiling

Status

illustrative

Industry

Cross-industry

Language

Python

Framework

Locust

CI

any

Fulfilment

BUILD_DATASET

Profile

edge-cases-core

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

Load tests need volume, but an unbounded request could exhaust a shared target.

What is requested

40,000 high-volume records (profile ceiling 50,000).

Policy gates

The profile's max_count and max_total_records are hard ceilings.

What is provisioned

A certified synthetic dataset.

Expected output

40,000: AUTO_APPROVED. 60,000: DENIED with COUNT_EXCEEDS_PROFILE_MAXIMUM.

Cleanup

Release after the load run (datanivra test-data release <id>).

Files

• request.yaml
• locustfile.py

Run

1. A tenant administrator defines and a second person approves the profile (datanivra test-data define ../../profiles/edge-cases-core.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.

# 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: load-baseline
spec:
  profile: { name: edge-cases-core, version: 1 }
  scenarios:
    - { scenario_code: CORE_HIGH_VOLUME, count: 40000 }

"""Performance volume with a hard ceiling: a Locust load script.

Acquire the data first with the CLI, then run Locust against *your application* (not DataNivra):

    ID=$(datanivra test-data request request.yaml --wait -o json | jq -r .id)
    locust -f locustfile.py --headless -u 20 -r 5 -t 5m --host https://app.example.test
    datanivra test-data release "$ID" --reason-code LOAD_TEST_FINISHED

DataNivra provisions the volume; Locust generates the load. All data is synthetic.
"""

from locust import HttpUser, between, task


class OrdersReader(HttpUser):
    """Reads pages of the provisioned synthetic orders; a slow page counts as a failure."""

    wait_time = between(0.1, 0.5)

    @task
    def list_orders(self) -> None:
        with self.client.get("/orders?limit=100", catch_response=True) as res:
            if res.status_code != 200:
                res.failure(f"status {res.status_code}")
            elif res.elapsed.total_seconds() > 0.5:
                res.failure("slower than 500 ms")

# 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: edge-cases-core
  description: Core synthetic edge cases (no industry pack)
spec:
  fulfilment: BUILD_DATASET
  build:
    business_domain: generic records
    dataset_kind: SYNTHETIC_ONLY
    target_environment_id: 00000000-0000-4000-8000-000000000001
    retention_days: 1
    max_total_records: 50000
    scenarios:
      - { scenario_code: CORE_NORMAL, kind: NORMAL, default_count: 200, max_count: 1000 }
      - { scenario_code: CORE_BOUNDARY, kind: BOUNDARY, default_count: 100, max_count: 500 }
      - {
          scenario_code: CORE_TEMPORAL_SEQUENCE,
          kind: TEMPORAL_SEQUENCE,
          default_count: 100,
          max_count: 500,
          included_by_default: false,
        }
      - {
          scenario_code: CORE_NULL_HEAVY,
          kind: NULL_HEAVY,
          default_count: 50,
          max_count: 200,
          included_by_default: false,
        }
      - {
          scenario_code: CORE_INVALID,
          kind: INVALID,
          default_count: 50,
          max_count: 200,
          included_by_default: false,
        }
      - {
          scenario_code: CORE_DUPLICATE,
          kind: DUPLICATE,
          default_count: 50,
          max_count: 200,
          included_by_default: false,
        }
      - {
          scenario_code: CORE_HIGH_VOLUME,
          kind: HIGH_VOLUME,
          default_count: 1000,
          max_count: 50000,
          included_by_default: false,
        }