Guide · updated 2026-09-24

From a description to a loaded database, in five steps.

Hand-written seed data usually means broken foreign keys, totals that do not add up, and hours spent debugging staging. This guide shows how to get connected, realistic data out of Misata Studio, with every number you state applied exactly and checked.

Misata Modular Simulation Engine: automated server racks, patch conduits, and robotic calibration arm
Misata StudioEvery foreign key checked
Five steps

How to get a dataset you can trust

Click a step to see what to do, an example, and what to check.

Strategy Step 01Best Practice

Describe it with numbers

Say what the business is, and state every figure that matters

A sentence is enough to start, but every number you write becomes a requirement Studio applies exactly and checks: counts, shares, rates, a date window, a revenue curve, the country. What you leave out is written for the business you describe, and listed as an assumption so you can see it.

Implementation Checklist
  • Write shares as numbers (60/30/10), not 'mostly free'. Numbers are applied; adjectives are interpreted.
  • Name the country or city: names, phones, postcodes, currency, holidays and time zone follow it.
  • Give a date window or an era, so every timestamp lands inside it.
💡 A figure Studio cannot apply is listed as not applied. It is never quietly changed.
What you would write
A B2B SaaS company in Germany with 2,500 accounts
on three plans: Free 60%, Pro 30%, Enterprise 10%.
Each account has 3 to 25 users.
MRR grows from €40,000 in January 2025 to €150,000
in December 2026, with 4.2% monthly churn.
Example prompts

Start from one of these

Explore Pre-built Free Datasets
Fintech & Banking Opens in Studio

Accounts, cards and an exact fraud rate

Customers, checking, savings and credit accounts, and a card transaction ledger. Balances follow from the transactions, and the fraud rate is exact and lands on the riskier transactions.

Studio Prompt

A neobank in the UAE with 10,000 customers, checking, savings and credit accounts, 150,000 card transactions over one year across five merchant categories, and 1.8% of transactions flagged as fraud.

B2B SaaS & Billing Opens in Studio

Accounts, seats, invoices and churn

Accounts on plans, users with roles, subscriptions, MRR movements and invoices. The churn rate is exact, and ARR and current MRR always agree with the movements.

Studio Prompt

A B2B SaaS platform with 2,000 accounts on Free, Pro and Enterprise plans, users with admin, member and viewer roles, monthly invoices, and 4.2% monthly churn over 12 months.

Healthcare Opens in Studio

Patients, encounters and ICD-10 diagnoses

Patients, physicians, encounters, diagnoses with real ICD-10-CM codes that agree with each patient's sex, and claims with the denial rate you set. No real patient is involved.

Studio Prompt

An outpatient network with 5,000 patients, 40 physicians across 8 specialties, 25,000 encounters with ICD-10 diagnoses, and a 6% claim denial rate.

Machines & IoT Opens in Studio

Sensor readings that drift before a failure

Machines that wear out, sensors that drift by failure mode, the gaps and spikes real telemetry has, and failures labelled with the true time remaining.

Studio Prompt

A cold-chain fleet of 300 refrigerated trucks with temperature and compressor readings every 15 minutes for three months, and compressor and door-seal failures.

Built for you

Rather have us build it?

If your schema is large, your rules are specialised, or you simply want someone to do it, describe what you need. We reply with a proposal and a sample schema, build it with Studio’s engine, and deliver the data with its certificate.

What you get
  • Every foreign key checked
  • A recipe that rebuilds it
  • Files for your database, with a load command
  • A certificate you can share by link