You describe the schema. We build the generator. You receive up to 5 million rows of relational, watermarked, compliance-ready synthetic data — without writing a line of code.
Three steps from schema description to delivered dataset. No engineering required on your end.
Tell us what tables you need, column types, relationships, constraints, and any domain-specific rules. Upload an ER diagram, SQL DDL, or describe it in plain text.
Our engineers craft a custom RealityDB pack with deterministic seeds, referential integrity, temporal logic, statistical distributions, and compliance mappings.
Get your data in CSV, JSON, SQL, Parquet, or SQLite format — watermarked with buyer identity, quality-assessed, and ready for immediate use.
Adjust the parameters below for an instant quote. Volume discounts apply automatically.
Provide your schema details and contact information. We respond within 24 hours with a confirmed quote and timeline.
What happens after you submit your request.
How we compare to building in-house or using managed platforms.
Your schema description is only used to build your generator. We never store your actual production data. Generation happens on our secure infrastructure — or we can deliver the pack to run on-premise.
Building a custom synthetic data generator typically takes 3-6 weeks of engineering time. We deliver in 1-7 business days because RealityDB's CLI framework handles the heavy lifting.
Every delivery includes quality assessment reports and optional compliance documentation for EU AI Act Article 10, DORA, and GDPR — ready for auditor review.
| Factor | Build In-House | Scale AI / Appen | RealityDB Consulting |
|---|---|---|---|
| Time to dataset | 3-6 weeks | 2-4 weeks | 1-7 business days |
| Cost for 1M rows | $15K-$40K (eng time) | $50K-$150K (enterprise) | $850 - $3,825 |
| Relational integrity | Manual effort | Limited | 100% enforced |
| Your schema privacy | On-premise | Uploaded to platform | NDA + on-prem option |
| Compliance reports | Build separately | Available (extra cost) | Included |
| On-premise generation | Yes | No | Yes |
Questions about the custom dataset service, delivery, and pricing.
The minimum order is $95, which covers up to 100,000 rows at the Simple complexity tier. There is no minimum row count — if your dataset is smaller, the minimum fee still applies to cover engineering time.
No. We only need your schema description (table names, column types, relationships, constraints). If you have sample data you'd like us to match statistically, you can share a small anonymized sample — but it is never required.
CSV, JSON (with nested relationships), SQL INSERT statements, Apache Parquet, and SQLite database files. All formats are included at no extra charge. Multiple formats can be delivered in a single order.
Every generated dataset includes a _realitydb_meta block embedded with your organization name, email, a unique generation ID, and content hash. Professional and Enterprise tiers include Ed25519 cryptographic signing, creating a tamper-evident provenance chain.
Yes. For an additional fee, we can deliver the custom RealityDB pack as a runnable CLI command that executes entirely on your infrastructure. This is popular with EU enterprises subject to GDPR data residency requirements.
Each order includes one round of revisions at no charge if the delivered data does not match the agreed schema specification. Additional revision rounds are billed at 25% of the original order cost. Rush orders include priority revision handling.
Use the calculator above for an instant estimate, or email us directly for complex enterprise requirements.
Mpingo Systems LLC — Precision Tools Built to Stay