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E-commerce Customers (CSV, 500 rows)

A realistic e-commerce customer directory (500 rows) — part of a relational dataset (products, customers, orders) with CSV, JSON, SQL, and Parquet twins for testing joins, imports, and conversion.

Preview — first 50 linescsv
customer_id,name,email,city,country,signup_date
1,Edward Smith,reyespatricia@example.org,North Josephhaven,CU,2024-02-16
2,Ryan Rogers,michael85@example.net,Lake Michelleberg,BH,2023-10-25
3,Maria Brooks,michele55@example.com,South Katherinefurt,GQ,2024-10-31
4,Paul Smith,fcummings@example.net,North Grace,CO,2023-02-20
5,Casey Miller,peter28@example.org,Weaverfurt,BY,2024-06-09
6,William Ewing,moorewilliam@example.net,Webbmouth,FJ,2025-01-02
7,John Parker,hensonsara@example.org,Ashleymouth,NZ,2025-12-17
8,Curtis Leon,collierlawrence@example.org,Juarezport,GM,2025-03-10
9,Connie Roberts,robert67@example.com,Johnsonchester,MU,2025-06-08
10,Alexis Roberts,martinandrew@example.net,Michaelfurt,PT,2025-06-13
11,Anthony Nelson,jordanjohn@example.com,Loritown,TR,2023-11-06
12,Cory Davis,trujillobill@example.net,Williamshaven,GW,2024-06-08
13,Ricky Montoya,garciakevin@example.net,Smithfort,PY,2025-04-23
14,Stephanie Stuart,meganosborn@example.com,Rodriguezbury,PE,2025-09-14
15,Shelby Smith,wharris@example.org,Christopherfort,AR,2025-01-01
16,Heather Reid,christophergreene@example.com,Whitakerville,LT,2024-11-29
17,Lisa Huynh,michael90@example.com,Bonnietown,IN,2024-11-19
18,James Soto,brittanyreeves@example.com,South Christinaborough,MW,2025-06-18
19,Miranda Holmes,smithdaniel@example.org,East Kevin,MT,2025-01-10
20,Jennifer Spencer,craig72@example.org,Nicolefurt,BH,2024-05-01
21,Casey Davis,ymorris@example.net,Sarafort,CL,2024-03-19
22,Mary Gray,ogriffin@example.net,East Jennifer,YE,2025-11-01
23,Jessica Elliott MD,robert30@example.net,Port Amyburgh,CI,2023-06-21
24,Thomas Prince,floresamy@example.net,Mcdonaldview,NL,2023-04-24
25,Russell Ellison,amber39@example.net,East Ericaberg,CV,2023-08-16
26,Nicholas Freeman,rbryan@example.org,Donaldmouth,CG,2025-10-31
27,Nathan Ortiz,rarmstrong@example.net,Lake Laurafort,NI,2023-02-07
28,Ashley Smith,qhammond@example.org,New Jennifer,BF,2025-10-01
29,Jessica Gomez,ntran@example.com,Jonesfort,AO,2023-11-07
30,Theresa Barajas MD,roberthammond@example.net,North Michael,LV,2023-02-15
31,Brian Brooks,shelby94@example.com,Burnsstad,BI,2023-02-17
32,Michael Rice,kaitlynlewis@example.net,Lake Mariah,DJ,2024-06-20
33,Erica Maxwell,christine31@example.net,New Lori,PS,2024-10-28
34,Madison Young,melaniepierce@example.net,Longhaven,UG,2025-05-19
35,John Nelson,aliciawebb@example.net,Jillshire,GW,2025-03-10
36,Connie Wheeler,salinassally@example.org,Beckside,TO,2025-12-15
37,Joel Perez II,omurray@example.com,Walshton,ST,2024-08-01
38,Emily Cox,wblackburn@example.com,Cunninghamchester,HN,2023-05-23
39,John Sheppard,fparks@example.net,Lake Leahborough,SL,2023-03-08
40,Sandy Rodriguez,cody88@example.net,South Danielside,TH,2023-07-24
41,Katherine Coleman,rodriguezrobin@example.com,Lake Jessicashire,CD,2023-03-02
42,Craig Baker,seanacevedo@example.org,Port Bradleytown,CL,2025-05-08
43,Sarah Montgomery,michael31@example.com,Larsonside,AU,2024-09-21
44,Danny Roman,michelle01@example.com,Johnsonmouth,MU,2025-11-19
45,Kenneth Hunt,oballard@example.net,Lindseyborough,FJ,2024-06-03
46,Jonathan Wagner,craig87@example.org,Adamschester,PT,2025-12-27
47,Cynthia Mcclure,langdesiree@example.net,North Zacharyburgh,CI,2025-06-04
48,Michael Rhodes,ukey@example.com,Hicksmouth,MK,2025-07-29
49,Tracy Berger,jennifer04@example.com,Meyersmouth,PW,2024-08-29
502 lines total — download for the full file.

Specifications

Rows
500
Columns
6
Schema
customer_id, name, email, city, country, signup_date
Domain
e-commerce

What is a .csv file?

CSV (Comma-Separated Values) is a plain-text tabular format where rows are lines and fields are separated by commas, with quoting rules for values that contain delimiters, quotes, or newlines. It has no formal type system and depends on encoding and dialect conventions. It is the most portable format for tabular data exchange.

How to use this file

Use an example CSV to test parsers against quoting and embedded-delimiter edge cases, header handling, encoding detection, and import pipelines into databases or spreadsheets.

Generated by generation/data_realworld.py. Free for any use, no attribution required — license.