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Tonic Structural

Tonic Structural de-identifies structured and semi-structured data for development, testing, and QA while preserving relationships.

Tonic Structural

Tonic Structural detects sensitive data, applies masking or synthesis transformations, and creates realistic test datasets from existing production data. It preserves schemas, primary and foreign key relationships, and referential integrity across supported databases, warehouses, lakehouses, and files.

Developers, QA teams, data engineers, and regulated organizations use it for test environments, CI/CD pipelines, debugging, and scheduled data refreshes. It transforms existing data rather than generating entirely new datasets from scratch. Professional and Enterprise plans use custom pricing.

Features

  • Automated PII and PHI discovery
  • Custom sensitivity rules and recommended generators
  • Masking and synthesis that preserve data relationships
  • Referentially intact database subsetting
  • Structural Agent for configuring generators with natural language
  • Role-based access control, workspace sharing, and audit trails
  • REST API, webhooks, and scheduled data generation
  • Tonic Cloud or self-hosted deployment

Use cases

  • Create realistic development and test environments
  • Generate smaller datasets for local debugging
  • Refresh test data through CI/CD pipelines
  • Protect production data in regulated industries
  • Provision isolated databases for developers
  • Maintain consistent anonymized data across environments

Pros

    Cons

      Latest updates

      • v1896 (v1896)

        MongoDB generators now work on MongoDB; Oracle tables with RAW columns now load at a rate comparable to other tables.

      • v1895 (v1895)

        Bug fixes and other internal updates.

      • v1894 (v1894)

        Fixed generation failures for conditional Categorical generators; pages now fit beside the expanded navigation sidebar and docked AI agent.

      • v1893 (v1893)

        Bug fixes and other internal updates.

      • v1892 (v1892)

        Fixed SQL Server data generation failures on temporal tables referenced by schema-bound views.

      Capabilities

      • Self-hosted — “Deploy a self-hosted instance of Structural, or work with your data in our Cloud offering.” source
      • API — “REST API” source

      Get it

      Security

      • SOC 2 — “Tonic.ai uses an independent auditor to maintain a SOC 2 report, to ensure adherence to industry standards for security and privacy.” source

      Pricing

      Prices checked
      2026-11-05
      Read
      by web search

      Professional

      Price on request

      • Up to 10TB of source data
      • Up to 10 users
      • 2 data source types
      • Unlimited workspaces, databases, and generated data
      • Deployment via Tonic Cloud
      • Authentication via Tonic Auth or Google SSO

      Enterprise

      Price on request

      • Unlimited source data
      • Unlimited users
      • Unlimited data source types
      • Unlimited workspaces, databases, and generated data
      • Deployment via Tonic Cloud or self hosted
      • RBAC, Authentication via SSO/SAML
      Official website