Roadmap
What we shipped. What we're building. What's coming next.
Public, real-time roadmap. If a feature here matters to you, talk to us — we prioritize what customers ask for.
Shipped
Available in production today
ORM-level multi-tenancy
Auto-inject tenant_id on every query via SQLAlchemy event listener.
Automatic PII detector
Identifies SSN, email, credit cards, and addresses with 12 locales.
38 database connectors
Full support for PostgreSQL, MySQL, Oracle, SQL Server, MongoDB, and 33 more.
Hyperscale masking
Mask 100M+ rows via Celery chord. 50K-row chunks, no OOM.
Immutable audit log
Complete record of masking, access, and provisioning, exportable for auditors.
Granular RBAC
Default roles (admin, dev, viewer, requester) + tenant-scoped custom roles.
In progress
Beta with select customers
SSO with OIDC + SAML
Integration with Okta, Azure AD, Google Workspace. JIT user provisioning.
Ephemeral VDBs in PRs
Official GitHub Action to provision a VDB per pull request, with auto-TTL.
CDC for SQL Server
Replication via Change Tracking + native MSSQL CDC.
Planned
Confirmed for the coming months
Time-travel queries
Query past states of a VDB. Useful for bug reproduction.
Synthetic data generation
Generate realistic data from scratch when you can't mirror production.
Rules marketplace
Pre-built rule packs for HIPAA, PCI-DSS, GDPR, LGPD, and more.
Self-hosted (Kubernetes)
Official Helm chart with operator for on-premise / private cloud deploys.
Official MCP Server
AI agents (Claude, Cursor) can provision VDBs and apply masking via MCP.
Something important missing? We want to hear it.
The roadmap isn't static. Customers who request features influence priority. Send your suggestion and we'll discuss it next sprint planning.