Realistic data kits forBusiness Intelligence

Buy production-ready synthetic data kits built with Star and Snowflake schemas for analytical modeling. Each Kit covers a complete fictional company across multiple business scenarios, in Parquet and CSV with guaranteed referential integrity.

Star & Snowflake Schemas
Guaranteed Referential Integrity
Multi-Domain Data Kits
Analytics-Ready Datasets
Realistic Business Scenarios
Ready-to-Use Datasets
Browse Data Kits
FACT_PATIENT_VISITS
VisitKeyPK
PatientKeyFK
ProviderKeyFK
ChargeAmountDEC
•••
DIM_PATIENT
PatientKeyPK
NameTEXT
•••
DIM_PROVIDER
ProviderKeyPK
SpecialtyTEXT
•••
DIM_DIAGNOSIS
DiagnosisKeyPK
CodeTEXT
•••
DIM_PROCEDURE
ProcedureKeyPK
CategoryTEXT
•••
DIM_FACILITY
FacilityKeyPK
TypeTEXT
•••
DIM_DATE
DateKeyPK
MonthTEXT
•••
Healthcare
Statistical Engine

Analytical Distribution Patterns

Go beyond random data. Our data kits include real-world statistical properties that stress-test your DAX, SQL, and visualization logic.

Pareto Distributions

80/20 splits for customer revenue concentration, product profitability, and market share modeling.

top_20_pct: 0.8

Seasonality & Trends

Black Friday spikes, weekend dips, holiday patterns, and configurable YoY growth rates.

peak_month: 12

Normal Distributions

Age demographics, transaction times, and delivery durations following natural bell curves.

mean: 35, std: 12

Data Quality Markers

Configurable nulls, late-arriving dimensions, and edge cases to test ETL robustness.

null_rate: 0.02
Technical Capabilities

Engineered for Analytics

Build, validate, and showcase complex analytical solutions using data kits that mirror real-world business structures, relationships, and constraints.

F
D

Relational Modeling

Every kit is a complete dimensional model: fact and dimension tables with the keys that join them, ready to load.

Deterministic Integrity

Strict enforcement of primary and foreign key relationships.

100%

High-Volume

Data Kits with millions of rows available.

1M+ rows

Platform Ready

Parquet and CSV that load clean into modern BI tools.

Power BI
Tableau
Qlik
Looker

Rebase the Dates

Every kit ships a date-shift script wired to its tables. Rebase to today whenever you want.

PY · SQL
shift-dates --months 12
"Sales data with seasonality"

Business-Driven Design

Data Kits built from real business logic and scenarios, delivering contextually accurate datasets.

Practical Applications

Built for Real World BI

Designed to replicate real business data structures and distributions, our data kits let you practice the analytical challenges and modeling decisions encountered in production environments.

BI Practitioners

Build dashboards that answer real business questions. Revenue, margin, and operational KPIs slice the way production data does.

Trainers & Educators

Set exercises that test modeling and analytical thinking instead of tool trivia. Every student works the same rich dataset.

Analysts & Storytelling

Practice explaining insights and defending metric definitions. The numbers hold up under follow-up questions.

Interview Prep

Rehearse realistic scenarios before the real thing. The data has enough texture to demand judgment and enough structure to reward it.

Teams & Sandbox

Experiment without touching production. Test performance assumptions and what-if scenarios on data nobody depends on.

Learners

Go end to end, from raw tables to a finished model. One coherent company to practice dimensional modeling on.