Best Test Data Management Software in 2026
Updated
Preparing usable data for software testing involves choices about how data is created, shaped, and refreshed. Compare data masking and subsetting with synthetic data generation, then consider refresh automation and API access for the workflows your team runs. Deployment model can help assess fit with your environment, while free-plan availability and paid-from pricing provide additional comparison points. Mockaroo, Synthetic Data Vault, and Tonic Fabricate are among the tools covered. Weigh the listed capabilities against the data preparation tasks and deployment needs involved in your testing work.
Test Data Management Software, one module each.A lit port is something its maker publishes; 16 of 16 with a known API signal have a public API.
- 01 FakerForge API yesFREE yesDOCS 7.2$10/mo
- 02 Mockaroo API yesFREE yesDOCS 7.2$5/mo
- 03 Synthetic Data Vault API yesFREE yesDOCS 7.2$250/mo
- 04 Tonic Fabricate API yesFREE yesDOCS 7.2$29/mo
- 05 Windocks API yesFREE yesDOCS 7.2$499/mo
- 06 Databucket API yesFREE yesDOCS 7.1Free
- 07 MOSTLY AI API yesFREE yesDOCS 7.1Free
- 08 BlazeMeter API yesDOCS 6.9$8.25/mo
- 09 Perforce Delphix Test Data Management API yesDOCS 6.9
- 10 Curiosity Software Enterprise Test Data API yesDOCS 6.8
- 11 DATPROF API yesDOCS 6.8
- 12 Informatica Product 360 API yesDOCS 6.8
- 13 Mage Data Test Data Management API yesDOCS 6.8
- 14 IRI DarkShield API yesDOCS 6.7
- 15 Synthesized API yesDOCS 6.7
- 16 GenRocket API yesDOCS 6.6
- 17 Data Maestro FREE yesDOCS 5.8$12.42/mo
- 18 Metasyn FREE yesDOCS 5.8Free
- 19 Faker.js FREE yesDOCS 5.7Free
- 20 DTM Data Generator FREE noDOCS 5.4
- 21 Datanamic Data Generator DOCS 5.3
- 22 Redgate SQL Provision DOCS 5.3
- 23 Redgate Clone DOCS 5.0
Compare all 23 in a table
| # | Platform | Score | Free plan | Paid from | Synthetic data generation | Data masking |
|---|---|---|---|---|---|---|
| 1 | FakerForge | 7.2 | Yes | 10 /mo | Yes | |
| 2 | Mockaroo | 7.2 | Yes | |||
| 3 | Synthetic Data Vault | 7.2 | Yes | |||
| 4 | Tonic Fabricate | 7.2 | No | Yes | Yes | |
| 5 | Windocks | 7.2 | Yes | 499 /mo | Yes | Yes |
| 6 | Databucket | 7.1 | ||||
| 7 | MOSTLY AI | 7.1 | Yes | |||
| 8 | BlazeMeter | 6.9 | Yes | 99 /mo | ||
| 9 | Perforce Delphix Test Data Management | 6.9 | Yes | Yes | ||
| 10 | Curiosity Software Enterprise Test Data | 6.8 | Yes | Yes | ||
| 11 | DATPROF | 6.8 | Yes | Yes | ||
| 12 | Informatica Product 360 | 6.8 | No | Yes | Yes | |
| 13 | Mage Data Test Data Management | 6.8 | Yes | Yes | ||
| 14 | IRI DarkShield | 6.7 | No | Yes | Yes | |
| 15 | Synthesized | 6.7 | Yes | |||
| 16 | GenRocket | 6.6 | No | |||
| 17 | Data Maestro | 5.8 | Yes | Yes | Yes | |
| 18 | Metasyn | 5.8 | Yes | Yes | No | |
| 19 | Faker.js | 5.7 | Yes | |||
| 20 | DTM Data Generator | 5.4 | No | Yes | Yes | |
| 21 | Datanamic Data Generator | 5.3 | No | Yes | ||
| 22 | Redgate SQL Provision | 5.3 | ||||
| 23 | Redgate Clone | 5.0 |
Is your platform on this list?
Numbered spots on this list can be sponsored, and a sponsored row is labelled as paid.