Data Masking for Test Environments

Mask production data before you use it in testing or development. Keeps formats and relationships, removes real personal data. Free, no upload.

Quick answer: Hide sensitive values before sharing data.

How to use the Data Masking for Test Environments

Hide sensitive values before sharing data.

Data Masking hides personal data before you share a file. It detects columns that look like emails, phones, names, addresses and card numbers, suggests a method for each, and previews the result. Choose fake data, partial masking, hashing, noise, rounding or removal. Consistent masking gives the same output for the same input, so related files still line up. Your data stays in your browser.

Load your data
Check the suggested methods
Preview and download

Tips

Personal data (email, phone, names…) is detected automatically.
Consistent masking gives the same result for the same input.
Add a salt to make hashed values harder to guess.

Example

Input: production customers.csv

Output: test-safe customers.csv

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Who uses Data Utility

Frequently asked questions · Data format benchmark

Frequently asked questions

Should I use masking or synthetic data for testing?

Masking keeps your real rows with hidden values. The Synthetic Data Generator makes new rows that copy no real row. Use synthetic when you need no real data at all.

Is masking the same as anonymizing?

Not always. Combined details can still identify people, so review before sharing.

Can a hash be reversed?

Not directly, but easy-to-guess values can be matched. Use a salt.

How does Data Masking protect personal data?

It finds columns that look like emails, phones, names or card numbers, and lets you choose a method for each: fake data, partial masking, hashing, noise, rounding or removal. The same input can give the same output, so relationships between files still line up.

Can I prove a file was masked?

Yes. Save the masked file to Recent files and open Data Lineage. It lists every masked column and the method used.

Data Masking and Anonymization: Find and hide personal data (emails, phones, names, card numbers) in CSV, JSON or Excel files before sharing. Runs in your browser; nothing is uploaded.
Mask Emails in a CSV File: Hide email addresses and phone numbers in a CSV file before you share it. Detects personal columns for you. Free, in your browser.
Anonymize CSV Data: Anonymize a CSV before sharing it: hide names, emails, phones and card numbers with the method you choose. Free, in your browser.
Mask PII in Excel Files: Find and hide personal data in an Excel file before you share it, such as emails, phone numbers and names. Free, in your browser.
Mask Phone Numbers in a CSV: Hide phone numbers in a CSV, Excel or JSON file before you share it. Keep the country code or last digits, or replace with fake numbers. Runs in your browser.
Mask Credit Card Numbers in a File: Find card numbers in a CSV or Excel file and mask them, keeping only the last 4 digits. Free, private, no upload.
Mask Names in a CSV File: Replace real names in a CSV, Excel or JSON file with fake names or initials, so you can share the data safely. Free, in your browser.
Hash Columns in a CSV File: Hash email addresses, IDs or any column in a CSV so values stay matchable but unreadable. Free, in your browser, nothing uploaded.

Topic guides

Data Privacy Guides and Free Tools

Guides

Data Masking: Hide Emails, Phones and Names Before Sharing