Complete fictional companies, packaged as data. Buy a kit, download Parquet and CSV in minutes, and build.
A growing catalog across 12 industries
Build channel-mix dashboards, trace margin and shrink, model returns and loyalty, and practice the retail staples on data that behaves like a real chain.
7 kits
Regional apparel retailer with 45 Southeast stores, omnichannel sales and inventory
10 tables · 313.5K rows · 24 months of data · Parquet + CSV
Revenue
Revenue by channel
Top categories
Customer segments
Model MRR movement, plot gross adds against churn, and build the SaaS and subscription dashboards every interview asks for.
6 kits
SaaS subscriptions, MRR, churn, and product adoption
15 tables · 690.4K rows · 24 months of data · Parquet + CSV
MRR
MRR movement
MRR by segment
Logo Churn by Segment
Analyze net interest margin, loss ratios, settlement quality, and fee revenue across nine flavors of financial operation.
9 kits
Member shares, auto and consumer loans, branch finance
11 tables · 1.8M rows · 24 months of data · Parquet + CSV
Shares vs loans
Loan-to-share
Branch balances
Portfolio risk
Work capacity and boarding pressure, denials and reimbursement, turnaround against target: the operational questions health systems actually ask.
11 kits
Hospital encounters, payer mix, capacity pressure, and revenue cycle
15 tables · 9M rows · 24 months of data · Parquet + CSV
Capacity vs boarding
Open AR
Payer yield
Quality scorecard
Chart snow base against lift boardings, load factor against fares, member joins against cancellations: seasonality is the whole point here.
10 kits
Gym memberships, check-ins, classes, and churn
10 tables · 2.7M rows · 24 months of data · Parquet + CSV
Joins vs churn
Revenue vs members
Club economics
Daypart check-ins
Track four-wall margin, daypart throughput, menu mix, barrel aging, and vessel landings across five food businesses.
5 kits
Fast-casual POS, menu mix, and store P&L
13 tables · 4M rows · 24 months of data · Parquet + CSV
Sales vs margin
Store ranking
Menu mix
Sales by channel
Reconcile production to sales, chart downtime and yield, and follow asset reliability across plants, wells, mines, and grids.
8 kits
Production, quality, downtime, and component inventory
22 tables · 1.3M rows · 24 months of data · Parquet + CSV
Plant output
On-time rate
Downtime reasons
Quality yield
Measure on-time performance, cost-to-serve, charger utilization, and fleet turns across five ways of moving people and goods.
5 kits
Vehicle sales, F&I, service and parts, and inventory aging
14 tables · 679.5K rows · 24 months of data · Parquet + CSV
Units vs gross
Rooftop gross
F&I economics
APR by tier
Model rent-roll movement, renewals and turns, construction draws by phase, and move-ins against move-outs.
4 kits
Home builds, construction draws, trade costs, and closings
11 tables · 69.6K rows · 36 months of data · Parquet + CSV
Revenue trend
Revenue by community
Revenue by series
Cost by trade
Follow enrollment and attendance, course capacity, watch time and completion, and the hiring funnel end to end.
6 kits
Enrollment, attendance, course outcomes, and staffing
22 tables · 4.5M rows · 24 months of data · Parquet + CSV
Absence rates
Campus pressure
Absence by band
Course outcomes
Work utilization and realization, dispatch and work orders, billing through collection, and route tonnage.
5 kits
Chargeable hours, realization, collections, and engagement profitability
9 tables · 142K rows · 24 months of data · Parquet + CSV
Hours vs value
Realization
Delivery Cost and Gross Margin by Office
Staff leverage
Analyze permits and inspections, donation seasonality, museum admissions, and library circulation on data nobody else models.
4 kits
Circulation, holds, programs, and patron activity for a public library
8 tables · 264.7K rows · 24 months of data · Parquet + CSV
Circulation
Circulation by branch
Circulation by format
Top subjects