Delphix ranks first in a 2026 data masking tool roundup
Original title: Top 10 Best Data Masking Tools in 2026 [Ranked & Scored]
Editorial scores, not lab tests, place Informatica and K2view second and third, citing AI training data as a driver.
A Cyber Security News ranking scores ten data masking tools on fidelity, referential integrity, delivery speed, coverage and pricing, without lab testing. Delphix, now under Perforce, leads at 9.0 for fast virtualized masked copies. Informatica scores 8.8 and K2view 8.6. The piece says masks that break cross-table joins get bypassed by developers.
Unconfirmed: Scores are editorial judgments, and the piece says Perforce packaging and pricing still need confirmation.
- Weights are integrity 30%, speed 20%, coverage 20%, technique breadth 20% and pricing 10%.
- IBM Optim and Immuta tie at 8.3; DataVeil is last at 7.3.
- Immuta is described as query-time masking for Snowflake and Databricks.
- Oracle's masking pack is scoped to Oracle estates and separately licensed.
From the original article
8 min read at cybersecuritynews.com
The fastest way to leak production data is to copy it somewhere less defended and most organizations do exactly that every sprint, cloning customer records into test, analytics, and now AI-training environments with a fraction of production’s controls. Data masking closes that gap by making the copies worthless to steal while keeping them useful to […]
By Kavichselvan · cybersecuritynews.com
A short excerpt; the article and its images belong to the publisher. Summary, key facts and assessment above are AI-written from the article and can be wrong.