Datasets:

misatadata
/

pepperwind

license: cc-by-4.0
language:
  - en
pretty_name: Pepperwind Trading Co., a synthetic company dataset (free preview)
version: 1.0.0
size_categories:
  - 1M<n<10M
task_categories:
  - table-question-answering
  - question-answering
  - tabular-classification
  - time-series-forecasting
tags:
  - synthetic
  - synthetic-data
  - fictional-company
  - tabular
  - multi-table
  - relational
  - sql
  - text-to-sql
  - data-warehouse
  - dbt
  - e-commerce
  - subscriptions
  - accounting
  - general-ledger
  - crm
  - product-analytics
  - benchmark
  - evaluation
  - answer-key
  - parquet
configs:
  - config_name: billing.credit_note
    data_files: data/billing/credit_note.parquet
  - config_name: billing.dispute
    data_files: data/billing/dispute.parquet
  - config_name: billing.invoice
    data_files: data/billing/invoice.parquet
  - config_name: billing.invoice_line
    data_files: data/billing/invoice_line.parquet
  - config_name: billing.payment
    data_files: data/billing/payment.parquet
  - config_name: billing.payment_attempt
    data_files: data/billing/payment_attempt.parquet
  - config_name: billing.payment_method
    data_files: data/billing/payment_method.parquet
  - config_name: billing.price
    data_files: data/billing/price.parquet
  - config_name: billing.refund
    data_files: data/billing/refund.parquet
  - config_name: billing.subscription
    data_files: data/billing/subscription.parquet
  - config_name: billing.subscription_event
    data_files: data/billing/subscription_event.parquet
  - config_name: commerce.cart
    data_files: data/commerce/cart.parquet
  - config_name: commerce.cart_item
    data_files: data/commerce/cart_item.parquet
  - config_name: commerce.customer
    data_files: data/commerce/customer.parquet
  - config_name: commerce.customer_versions
    data_files: data/commerce/customer_versions.parquet
  - config_name: commerce.order
    data_files: data/commerce/order.parquet
  - config_name: commerce.order_line
    data_files: data/commerce/order_line.parquet
  - config_name: commerce.promo_code
    data_files: data/commerce/promo_code.parquet
  - config_name: commerce.promo_redemption
    data_files: data/commerce/promo_redemption.parquet
  - config_name: commerce.referral
    data_files: data/commerce/referral.parquet
  - config_name: commerce.return
    data_files: data/commerce/return.parquet
  - config_name: commerce.return_line
    data_files: data/commerce/return_line.parquet
  - config_name: commerce.review
    data_files: data/commerce/review.parquet
  - config_name: comms.audit_log
    data_files: data/comms/audit_log.parquet
  - config_name: comms.calendar_event
    data_files: data/comms/calendar_event.parquet
  - config_name: comms.calendar_series
    data_files: data/comms/calendar_series.parquet
  - config_name: comms.chat_channel
    data_files: data/comms/chat_channel.parquet
  - config_name: comms.chat_member
    data_files: data/comms/chat_member.parquet
  - config_name: comms.chat_message
    data_files: data/comms/chat_message.parquet
  - config_name: comms.consent_record
    data_files: data/comms/consent_record.parquet
  - config_name: comms.data_incident
    data_files: data/comms/data_incident.parquet
  - config_name: comms.document
    data_files: data/comms/document.parquet
  - config_name: comms.document_versions
    data_files: data/comms/document_versions.parquet
  - config_name: comms.dsar_request
    data_files: data/comms/dsar_request.parquet
  - config_name: comms.email_message
    data_files: data/comms/email_message.parquet
  - config_name: comms.mail_item
    data_files: data/comms/mail_item.parquet
  - config_name: comms.mail_thread
    data_files: data/comms/mail_thread.parquet
  - config_name: comms.mailbox
    data_files: data/comms/mailbox.parquet
  - config_name: comms.policy
    data_files: data/comms/policy.parquet
  - config_name: comms.policy_versions
    data_files: data/comms/policy_versions.parquet
  - config_name: core.address
    data_files: data/core/address.parquet
  - config_name: core.calendar_day
    data_files: data/core/calendar_day.parquet
  - config_name: core.category
    data_files: data/core/category.parquet
  - config_name: core.employee
    data_files: data/core/employee.parquet
  - config_name: core.employee_versions
    data_files: data/core/employee_versions.parquet
  - config_name: core.market
    data_files: data/core/market.parquet
  - config_name: core.org_unit
    data_files: data/core/org_unit.parquet
  - config_name: core.org_unit_versions
    data_files: data/core/org_unit_versions.parquet
  - config_name: core.organisation
    data_files: data/core/organisation.parquet
  - config_name: core.party
    data_files: data/core/party.parquet
  - config_name: core.person
    data_files: data/core/person.parquet
  - config_name: core.position
    data_files: data/core/position.parquet
  - config_name: core.price_list
    data_files: data/core/price_list.parquet
  - config_name: core.product
    data_files: data/core/product.parquet
  - config_name: core.sku
    data_files: data/core/sku.parquet
  - config_name: core.warehouse
    data_files: data/core/warehouse.parquet
  - config_name: crm.account
    data_files: data/crm/account.parquet
  - config_name: crm.account_owner_history
    data_files: data/crm/account_owner_history.parquet
  - config_name: crm.account_versions
    data_files: data/crm/account_versions.parquet
  - config_name: crm.activity
    data_files: data/crm/activity.parquet
  - config_name: crm.contact
    data_files: data/crm/contact.parquet
  - config_name: crm.contact_merge
    data_files: data/crm/contact_merge.parquet
  - config_name: crm.crm_user
    data_files: data/crm/crm_user.parquet
  - config_name: crm.lead
    data_files: data/crm/lead.parquet
  - config_name: crm.opportunity
    data_files: data/crm/opportunity.parquet
  - config_name: crm.opportunity_history
    data_files: data/crm/opportunity_history.parquet
  - config_name: crm.quote
    data_files: data/crm/quote.parquet
  - config_name: crm.quote_line
    data_files: data/crm/quote_line.parquet
  - config_name: crm.territory
    data_files: data/crm/territory.parquet
  - config_name: hr.attendance
    data_files: data/hr/attendance.parquet
  - config_name: hr.compensation
    data_files: data/hr/compensation.parquet
  - config_name: hr.compensation_versions
    data_files: data/hr/compensation_versions.parquet
  - config_name: hr.contract
    data_files: data/hr/contract.parquet
  - config_name: hr.employment
    data_files: data/hr/employment.parquet
  - config_name: hr.expense_claim
    data_files: data/hr/expense_claim.parquet
  - config_name: hr.expense_line
    data_files: data/hr/expense_line.parquet
  - config_name: hr.leave_request
    data_files: data/hr/leave_request.parquet
  - config_name: hr.payroll_run
    data_files: data/hr/payroll_run.parquet
  - config_name: hr.payslip
    data_files: data/hr/payslip.parquet
  - config_name: hr.payslip_line
    data_files: data/hr/payslip_line.parquet
  - config_name: hr.performance_review
    data_files: data/hr/performance_review.parquet
  - config_name: hr.separation
    data_files: data/hr/separation.parquet
  - config_name: ledger.agreement_credit
    data_files: data/ledger/agreement_credit.parquet
  - config_name: ledger.agreement_demand
    data_files: data/ledger/agreement_demand.parquet
  - config_name: ledger.bank_account
    data_files: data/ledger/bank_account.parquet
  - config_name: ledger.cod_remittance
    data_files: data/ledger/cod_remittance.parquet
  - config_name: ledger.credit_note
    data_files: data/ledger/credit_note.parquet
  - config_name: ledger.credit_note_line
    data_files: data/ledger/credit_note_line.parquet
  - config_name: ledger.customer_receipt
    data_files: data/ledger/customer_receipt.parquet
  - config_name: ledger.customer_refund
    data_files: data/ledger/customer_refund.parquet
  - config_name: ledger.eu_billing_fee
    data_files: data/ledger/eu_billing_fee.parquet
  - config_name: ledger.eu_club_credit
    data_files: data/ledger/eu_club_credit.parquet
  - config_name: ledger.eu_club_invoice
    data_files: data/ledger/eu_club_invoice.parquet
  - config_name: ledger.eu_club_release
    data_files: data/ledger/eu_club_release.parquet
  - config_name: ledger.eu_credit_note
    data_files: data/ledger/eu_credit_note.parquet
  - config_name: ledger.eu_cutoff
    data_files: data/ledger/eu_cutoff.parquet
  - config_name: ledger.eu_dispute
    data_files: data/ledger/eu_dispute.parquet
  - config_name: ledger.eu_goods_issue
    data_files: data/ledger/eu_goods_issue.parquet
  - config_name: ledger.eu_goods_receipt
    data_files: data/ledger/eu_goods_receipt.parquet
  - config_name: ledger.eu_invoice
    data_files: data/ledger/eu_invoice.parquet
  - config_name: ledger.eu_invoice_line
    data_files: data/ledger/eu_invoice_line.parquet
  - config_name: ledger.eu_payout
    data_files: data/ledger/eu_payout.parquet
  - config_name: ledger.eu_refund
    data_files: data/ledger/eu_refund.parquet
  - config_name: ledger.eu_stock
    data_files: data/ledger/eu_stock.parquet
  - config_name: ledger.eu_trade_cutoff
    data_files: data/ledger/eu_trade_cutoff.parquet
  - config_name: ledger.eu_trade_invoice
    data_files: data/ledger/eu_trade_invoice.parquet
  - config_name: ledger.fx_rate
    data_files: data/ledger/fx_rate.parquet
  - config_name: ledger.gateway_settlement
    data_files: data/ledger/gateway_settlement.parquet
  - config_name: ledger.gift_card
    data_files: data/ledger/gift_card.parquet
  - config_name: ledger.gl_account
    data_files: data/ledger/gl_account.parquet
  - config_name: ledger.ic_capital
    data_files: data/ledger/ic_capital.parquet
  - config_name: ledger.ic_fx_conversion
    data_files: data/ledger/ic_fx_conversion.parquet
  - config_name: ledger.ic_invoice
    data_files: data/ledger/ic_invoice.parquet
  - config_name: ledger.ic_invoice_line
    data_files: data/ledger/ic_invoice_line.parquet
  - config_name: ledger.ic_settlement
    data_files: data/ledger/ic_settlement.parquet
  - config_name: ledger.ic_settlement_line
    data_files: data/ledger/ic_settlement_line.parquet
  - config_name: ledger.import_entry
    data_files: data/ledger/import_entry.parquet
  - config_name: ledger.import_entry_line
    data_files: data/ledger/import_entry_line.parquet
  - config_name: ledger.in_box_issue
    data_files: data/ledger/in_box_issue.parquet
  - config_name: ledger.in_club_credit
    data_files: data/ledger/in_club_credit.parquet
  - config_name: ledger.in_club_invoice
    data_files: data/ledger/in_club_invoice.parquet
  - config_name: ledger.in_club_release
    data_files: data/ledger/in_club_release.parquet
  - config_name: ledger.in_dispute
    data_files: data/ledger/in_dispute.parquet
  - config_name: ledger.journal_entry
    data_files: data/ledger/journal_entry.parquet
  - config_name: ledger.journal_line
    data_files: data/ledger/journal_line.parquet
  - config_name: ledger.material_cost
    data_files: data/ledger/material_cost.parquet
  - config_name: ledger.order_cancellation
    data_files: data/ledger/order_cancellation.parquet
  - config_name: ledger.revenue_cutoff
    data_files: data/ledger/revenue_cutoff.parquet
  - config_name: ledger.sales_invoice
    data_files: data/ledger/sales_invoice.parquet
  - config_name: ledger.sales_invoice_line
    data_files: data/ledger/sales_invoice_line.parquet
  - config_name: ledger.sku_cost
    data_files: data/ledger/sku_cost.parquet
  - config_name: ledger.sku_tariff
    data_files: data/ledger/sku_tariff.parquet
  - config_name: ledger.stock_adjustment
    data_files: data/ledger/stock_adjustment.parquet
  - config_name: ledger.trade_cutoff
    data_files: data/ledger/trade_cutoff.parquet
  - config_name: ledger.trade_sale
    data_files: data/ledger/trade_sale.parquet
  - config_name: ledger.trade_sale_line
    data_files: data/ledger/trade_sale_line.parquet
  - config_name: ledger.us_3pl_activity
    data_files: data/ledger/us_3pl_activity.parquet
  - config_name: ledger.us_3pl_invoice
    data_files: data/ledger/us_3pl_invoice.parquet
  - config_name: ledger.us_billing_fee
    data_files: data/ledger/us_billing_fee.parquet
  - config_name: ledger.us_cbp_refund
    data_files: data/ledger/us_cbp_refund.parquet
  - config_name: ledger.us_club_credit
    data_files: data/ledger/us_club_credit.parquet
  - config_name: ledger.us_club_invoice
    data_files: data/ledger/us_club_invoice.parquet
  - config_name: ledger.us_club_release
    data_files: data/ledger/us_club_release.parquet
  - config_name: ledger.us_credit
    data_files: data/ledger/us_credit.parquet
  - config_name: ledger.us_cutoff
    data_files: data/ledger/us_cutoff.parquet
  - config_name: ledger.us_dispute
    data_files: data/ledger/us_dispute.parquet
  - config_name: ledger.us_duty_statement
    data_files: data/ledger/us_duty_statement.parquet
  - config_name: ledger.us_entry
    data_files: data/ledger/us_entry.parquet
  - config_name: ledger.us_entry_line
    data_files: data/ledger/us_entry_line.parquet
  - config_name: ledger.us_goods_issue
    data_files: data/ledger/us_goods_issue.parquet
  - config_name: ledger.us_goods_receipt
    data_files: data/ledger/us_goods_receipt.parquet
  - config_name: ledger.us_ieepa_layer
    data_files: data/ledger/us_ieepa_layer.parquet
  - config_name: ledger.us_ieepa_refund
    data_files: data/ledger/us_ieepa_refund.parquet
  - config_name: ledger.us_payout
    data_files: data/ledger/us_payout.parquet
  - config_name: ledger.us_paypal_transfer
    data_files: data/ledger/us_paypal_transfer.parquet
  - config_name: ledger.us_refund
    data_files: data/ledger/us_refund.parquet
  - config_name: ledger.us_sale
    data_files: data/ledger/us_sale.parquet
  - config_name: ledger.us_sales_tax_return
    data_files: data/ledger/us_sales_tax_return.parquet
  - config_name: ledger.us_sku_tariff
    data_files: data/ledger/us_sku_tariff.parquet
  - config_name: ledger.us_stock
    data_files: data/ledger/us_stock.parquet
  - config_name: ledger.us_trade_cutoff
    data_files: data/ledger/us_trade_cutoff.parquet
  - config_name: ledger.us_trade_invoice
    data_files: data/ledger/us_trade_invoice.parquet
  - config_name: ledger.vendor
    data_files: data/ledger/vendor.parquet
  - config_name: ledger.vendor_bill
    data_files: data/ledger/vendor_bill.parquet
  - config_name: ledger.vendor_bill_line
    data_files: data/ledger/vendor_bill_line.parquet
  - config_name: ledger.vendor_payment
    data_files: data/ledger/vendor_payment.parquet
  - config_name: ledger.xb_cancellation
    data_files: data/ledger/xb_cancellation.parquet
  - config_name: ledger.xb_credit_note
    data_files: data/ledger/xb_credit_note.parquet
  - config_name: ledger.xb_cutoff
    data_files: data/ledger/xb_cutoff.parquet
  - config_name: ledger.xb_dispute
    data_files: data/ledger/xb_dispute.parquet
  - config_name: ledger.xb_invoice
    data_files: data/ledger/xb_invoice.parquet
  - config_name: ledger.xb_invoice_line
    data_files: data/ledger/xb_invoice_line.parquet
  - config_name: ledger.xb_receipt
    data_files: data/ledger/xb_receipt.parquet
  - config_name: ledger.xb_refund
    data_files: data/ledger/xb_refund.parquet
  - config_name: ledger.xb_settlement
    data_files: data/ledger/xb_settlement.parquet
  - config_name: logistics.bom_line
    data_files: data/logistics/bom_line.parquet
  - config_name: logistics.carrier
    data_files: data/logistics/carrier.parquet
  - config_name: logistics.club_box
    data_files: data/logistics/club_box.parquet
  - config_name: logistics.club_box_line
    data_files: data/logistics/club_box_line.parquet
  - config_name: logistics.club_selection
    data_files: data/logistics/club_selection.parquet
  - config_name: logistics.material
    data_files: data/logistics/material.parquet
  - config_name: logistics.packing_review
    data_files: data/logistics/packing_review.parquet
  - config_name: logistics.packing_run
    data_files: data/logistics/packing_run.parquet
  - config_name: logistics.replenishment_review
    data_files: data/logistics/replenishment_review.parquet
  - config_name: logistics.rto
    data_files: data/logistics/rto.parquet
  - config_name: logistics.shipment
    data_files: data/logistics/shipment.parquet
  - config_name: logistics.shipment_item
    data_files: data/logistics/shipment_item.parquet
  - config_name: logistics.stock_item
    data_files: data/logistics/stock_item.parquet
  - config_name: logistics.stock_movement
    data_files: data/logistics/stock_movement.parquet
  - config_name: logistics.stock_transfer
    data_files: data/logistics/stock_transfer.parquet
  - config_name: logistics.stock_transfer_line
    data_files: data/logistics/stock_transfer_line.parquet
  - config_name: logistics.tracking_event
    data_files: data/logistics/tracking_event.parquet
  - config_name: marketing.ad_spend_daily
    data_files: data/marketing/ad_spend_daily.parquet
  - config_name: marketing.campaign
    data_files: data/marketing/campaign.parquet
  - config_name: marketing.campaign_member
    data_files: data/marketing/campaign_member.parquet
  - config_name: marketing.campaign_message
    data_files: data/marketing/campaign_message.parquet
  - config_name: marketing.consent
    data_files: data/marketing/consent.parquet
  - config_name: marketing.email_event
    data_files: data/marketing/email_event.parquet
  - config_name: marketing.email_send
    data_files: data/marketing/email_send.parquet
  - config_name: marketing.utm_map
    data_files: data/marketing/utm_map.parquet
  - config_name: product.anonymous_alias
    data_files: data/product/anonymous_alias.parquet
  - config_name: product.attribution
    data_files: data/product/attribution.parquet
  - config_name: product.daily_metrics
    data_files: data/product/daily_metrics.parquet
  - config_name: product.event
    data_files: data/product/event.parquet
  - config_name: product.experiment
    data_files: data/product/experiment.parquet
  - config_name: product.experiment_assignment
    data_files: data/product/experiment_assignment.parquet
  - config_name: product.feature_flag
    data_files: data/product/feature_flag.parquet
  - config_name: product.identify
    data_files: data/product/identify.parquet
  - config_name: product.session
    data_files: data/product/session.parquet
  - config_name: product.utm_touch
    data_files: data/product/utm_touch.parquet
  - config_name: support.agent
    data_files: data/support/agent.parquet
  - config_name: support.agent_shift
    data_files: data/support/agent_shift.parquet
  - config_name: support.csat_response
    data_files: data/support/csat_response.parquet
  - config_name: support.kb_article
    data_files: data/support/kb_article.parquet
  - config_name: support.kb_article_versions
    data_files: data/support/kb_article_versions.parquet
  - config_name: support.macro
    data_files: data/support/macro.parquet
  - config_name: support.requester
    data_files: data/support/requester.parquet
  - config_name: support.sla_policy
    data_files: data/support/sla_policy.parquet
  - config_name: support.support_group
    data_files: data/support/support_group.parquet
  - config_name: support.ticket
    data_files: data/support/ticket.parquet
  - config_name: support.ticket_event
    data_files: data/support/ticket_event.parquet
  - config_name: support.ticket_message
    data_files: data/support/ticket_message.parquet
  - config_name: support.ticket_tag
    data_files: data/support/ticket_tag.parquet

Pepperwind Trading Co.

A fictional company, built as data. Every person, order, invoice and journal entry in it is synthetic, generated by Misata. This repository is the free preview. The full company is available on misata.studio for $30.

Try it before you download: query a slice in your browser with DuckDB, nothing to install, and check your answers against graded questions.

Pepperwind is a spice and tea trader from Kochi that sells in India, Europe and the United States. Over thirty-six months, from October 2023 to September 2026, it runs eleven business systems: a storefront, a subscription club, a warehouse, a general ledger in three currencies, support, CRM, marketing, product analytics, HR and payroll, and company mail and chat. The systems share keys, so a single order can be followed from the customer's session through payment, picking, shipping, the ledger and any support ticket it caused.

Most sample databases are one schema made for one tutorial. Pepperwind is closer to what you meet at work: several systems that each hold part of the story and do not always agree. It comes with an answer key, so you can check your results. Pepperwind is not real data, and nothing in it describes a real company or person.

What people use it for

Dashboards and BI demos that need more than one fact table
SQL, analytics engineering and dbt courses with joins across systems
Warehouse and pipeline projects: staging, deduplication, slowly changing dimensions, currency conversion
Finance exercises: reconciliation, intercompany, tax and currency
Churn, fraud and forecasting models on events with a known cause
Testing AI analysts and text-to-SQL features against questions with known answers

Preview and full pack

	Free preview (this repository)	Full pack
Customers	1% of consumers; B2B accounts and HR in full	all
Tables	223	223
Rows	1,818,718	79,233,785
Months	36	36
Answer key	computed on the sample	complete
KPIs with their values	on the sample	92, every month
Graded questions	129 development questions	420: 138 development, 282 held-out test
Licence	CC BY 4.0	commercial use, no resale
Price	free	$30, one payment

The preview is built the same way as the full pack, with the same tables and columns. Its answers are computed on its own rows, so they differ from the full pack's.

Systems

System	Tables	Rows in the preview	What it holds
`core`	16	18,244	markets, organisation, people, products, SKUs, price lists, warehouses
`commerce`	12	89,320	customers, carts, orders and lines, promotions, referrals, returns, reviews
`billing`	11	75,832	the subscription club: prices, subscriptions, invoices, payments, disputes, refunds
`logistics`	17	320,183	stock, transfers, packing runs, club boxes, shipments, tracking, RTO
`ledger`	93	266,688	general ledger by entity (India, EU, US, cross-border), intercompany, tax, duty, FX
`crm`	13	59,822	B2B accounts, contacts, leads, opportunities, quotes, territories
`marketing`	8	121,219	campaigns, sends, email events, consent, UTM, daily ad spend
`product`	10	422,066	web and app sessions, events, identity stitching, experiments, attribution
`support`	13	33,179	tickets, events, messages, agents and shifts, SLAs, CSAT, knowledge base
`hr`	13	233,316	employment, contracts, compensation, payroll, attendance, leave, reviews
`comms`	17	178,849	email, chat, calendar, documents, policies, consent, DSARs, audit log

Quick start

Each table is its own config in the viewer above, named <system>.<table>.

from datasets import load_dataset

orders = load_dataset("misatadata/pepperwind", "commerce.order", split="train")

Or query the Parquet files directly with DuckDB:

import duckdb

duckdb.sql("""
    SELECT channel, currency, count(*) AS orders, round(sum(total)) AS revenue
    FROM 'data/commerce/order.parquet'
    WHERE cancelled_at IS NULL
    GROUP BY ALL
    ORDER BY currency, revenue DESC
""").show()

Files

data/<system>/<table>.parquet: every table, one Parquet file each
answer_key/: the answer key on this sample: what was planted where, the incidents, and every KPI's value
tasks/public_dev.jsonl: the development questions with their gold answers
docs/: the data dictionary, one page per system, and dictionary.json
pepperwind_preview.zip: everything above in one download
SHA256SUMS: a checksum for every data file

Is any of it real?

No. Pepperwind Trading Co. is fictional and every row is synthetic. No real company, brand, person, address or phone number is used. Every email domain ends in .example, and every IP address is in a reserved documentation or benchmarking range. Its patterns come from the business plan it was built to follow, not from any real company's records, so use it to build, teach, test and demonstrate, not to draw conclusions about real markets.

Before buying the full pack, read what it is and is not. Start with this preview: if it does not fit what you are building, the full pack will not either.

Licence and citation

This preview is released under CC BY 4.0. Credit it as "Pepperwind Trading Co. by Misata". The full pack has its own licence, which allows commercial use and does not allow reselling or redistributing the dataset itself.

@misc{pepperwind2026,
  title  = {Pepperwind Trading Co.: a synthetic multi-system company dataset},
  author = {{Misata}},
  year   = {2026},
  url    = {https://huggingface.co/datasets/misatadata/pepperwind},
  note   = {Version 1.0}
}

Need data shaped to your own business? Misata builds datasets from a description or your schema, with the answer key.