Bad data slips through
because testing is manual and time-consuming.
- Migrations and pipelines are signed off on spot-checks and hope, because full reconciliation is too slow to do by hand.
- Validation means engineers hand-writing brittle SQL for every table, every release.
- Silent mismatches surface downstream, in the reports and models the business already trusts.
DataGinii does the heavy lifting.
Point DataGinii at your source and target, and it takes over the busywork: cataloging, profiling and building the checks from prebuilt templates, then running them at scale. You stay in the loop to review and approve, turning manual, script-heavy testing into intelligent validation you can trust.
- No brittle SQL scripts to write or maintain
- Full reconciliation, not just spot-checks
- Issues caught before they reach production
- Audit-ready evidence for every sign-off
One platform,
every data-trust problem.
Each use case ships with prebuilt validation templates, so your team starts in minutes, not sprints.
ETL testing for lakehouses
Validate transformations and loads across lakehouse formats and warehouses, from Iceberg and Parquet to object storage and the modern data stack, before bad data reaches production.
Data reconciliation
Prove source and target agree, across systems and databases, without hand-writing a single reconciliation script. The Smart Diff engine finds and classifies every mismatch.
Migration testing & reconciliation
De-risk a migration end to end: pre- and post-load checks plus full source-to-target reconciliation, so you cut over with evidence instead of anxiety.
Data readiness for ML & AI
Certify that the datasets feeding your models are complete, consistent and trustworthy, with a readiness score, so your AI initiatives build on solid ground.
The process you know,
the work done for you.
Follow the familiar data-testing workflow. AI does the labour; you stay in control at every gate.
Connect
Securely connect your databases, warehouses, lakehouses and files. Only metadata leaves your environment. Your data never does.
Catalog & profile
DataGinii discovers schemas, profiles your columns and scores data readiness, building a unified catalog in minutes.
AI generates
Gen AI authors the test plan, maps the columns, builds the test cases and assembles them into suites, all from prebuilt templates. The heavy lifting, done for you.
Validate & reconcile
The Smart Diff engine executes your test cases across source and target, classifying every mismatch it finds.
Review & approve
Drill from executive summary down to the exact row, then approve. Humans decide; AI just clears the path.
Meet DataGinii,
your data-trust engine.
Every capability you need to prove your data moved correctly, with AI doing the heavy lifting.
Unified metadata catalog
Auto-discover, profile and understand every dataset, all in one place.
- Automatic schema discovery and column profiling
- AI-enriched descriptions and PII detection
- A single pane of glass across every source
AI-generated mapping specs
AI pairs source and target columns with confidence scores. You approve.
AI-built test plans & suites
AI drafts the test plans, builds the test cases and assembles them into suites.
Out-of-the-box templates
A growing library of dialect-aware validation checks. No SQL to write.
DQ Studio
A visual workspace to author, review and orchestrate everything.
Smart Diff engine
Reconcile source vs target across any system, and classify every mismatch.
Scales to your data volume
Scale out and up, with horizontal and vertical scaling that grows with your data.
Drill-down reporting
From executive summary all the way down to the exact mismatched row.
Data readiness score
Certify that datasets are trustworthy and AI/ML-ready.
See it
work.
The end-to-end flow: AI drafts the mappings and tests, your team reviews and approves, then DataGinii reconciles source against target and reports.
Total transparency,
down to the test case.
Every run, every AI call, every dollar, logged and visible. No black boxes.
Full execution logs
Step-by-step logs for every job: orchestration and each AI call, streamed in real time.
AI spend to the test case
Tokens, latency and cost for every LLM interaction, attributed down to the individual test case.
Run health at a glance
Live KPIs: running now, failed runs, success rate, scheduled flows and month-to-date AI spend.
Privacy and security,
built in by design.
DataGinii is engineered to earn the trust of the teams whose data it validates.
Deploy in your own environment
Run DataGinii on-premises or in your own cloud VPC, your choice. Only metadata is extracted; comparison and reconciliation jobs run inside your infrastructure, so your data never leaves it.
Automatic PII detection
During enrichment, DataGinii flags personal and sensitive columns, so privacy risks surface before they ever spread.
Encrypted and access-controlled
Credentials are encrypted at rest, with role-based access for viewers, operators, stewards and admins.
Deterministic and auditable
Every result is traceable from executive summary to the exact row. Evidence you can stand behind.
Today AI assists. Next, it takes the wheel.
DataGinii is in private beta. Human-in-the-loop is how we start, and here’s where we’re going.
Agent network
Autonomous agents that plan and run validation end to end, escalating only the decisions that need you.
Continuous monitoring & alerting
Scheduled validation with proactive alerts the moment data drifts out of tolerance.
Self-adapting checks
Validation logic that learns your data and proposes its own updates, with your approval.
Solving real business problems, leveraging Data & AI.
ZettaVyre is an Australian product studio that builds data- and AI-driven software to solve real business problems. DataGinii is our first product, engineered by practitioners who have lived through enterprise data failures and are determined to make them a thing of the past.
Meet the teamGrow your network
with ours.
We’re actively growing our network of partners: consultancies, systems integrators, and technology partners who help teams trust their data. If you’d like to partner with ZettaVyre and DataGinii, we’d love to hear from you. Get in touch if you’re interested.
Frequently asked
questions.
Everything you need to know about DataGinii and ZettaVyre.