Data engineering / Field notesNovember 2026 edition
Synthetic Data PlatformsTHE BUYER’S REFERENCE

PROVIDER PROFILE

Tonic

Synthetic generation and test-data products.

This profile explains where to start a comparison; it is not a hands-on performance review or a claim that this provider is the best for every buyer.

What to evaluate.

Choose the specific Tonic product: generation, structured masking and text de-identification have different pricing.

Published facts.

FieldPublished scopeSource
Work it coversFabricate generates relational and unstructured data; Structural manages protected test dataOfficial source ↗
Access / deploymentFabricate cloud; enterprise/self-hosted options vary by productOfficial source ↗
Published price or buying routeFabricate Free: $5 monthly credits; Plus $29/month with $25 creditsOfficial source ↗
Scope or limit to checkExtra usage is metered; do not apply Fabricate's tariff to StructuralOfficial source ↗

Published terms checked 2026-11-10. These are vendor statements, not independent test results. The plan and billing unit matter.

Fit within synthetic data platforms.

Test data and model-training data are not interchangeable. Define the schema, fidelity requirements and privacy controls, then validate the generated output against its downstream use.

Bring these questions to the conversation.

  • How does the proposed implementation meet our output and task fit requirement? Which parts are included, configurable or a separate engagement?
  • How does the proposed implementation meet our fidelity tests requirement? Which parts are included, configurable or a separate engagement?
  • How does the proposed implementation meet our privacy controls requirement? Which parts are included, configurable or a separate engagement?
  • How does the proposed implementation meet our integration and reproducibility requirement? Which parts are included, configurable or a separate engagement?

Compare the full scope.

Confirm current product availability, terms and commercial scope directly with the provider. A public product description does not establish your exact price, deployment commitments or the outcome of your own trial.

Source.

Tonic — official product information ↗

Editorial scope: company-published information and original procurement questions. Reviewed 10 November 2026.