# Pseudonymizer **(ULTIMATE)** > [Introduced](https://gitlab.com/gitlab-org/gitlab/merge_requests/5532) in [GitLab Ultimate][ee] 11.1. As GitLab's database hosts sensitive information, using it unfiltered for analytics implies high security requirements. To help alleviate this constraint, the Pseudonymizer service is used to export GitLab's data in a pseudonymized way. CAUTION: **Warning:** This process is not impervious. If the source data is available, it's possible for a user to correlate data to the pseudonymized version. The Pseudonymizer currently uses `HMAC(SHA256)` to mutate fields that shouldn't be textually exported. This ensures that: - the end-user of the data source cannot infer/revert the pseudonymized fields - the referential integrity is maintained ## Configuration To configure the pseudonymizer, you need to: - Provide a manifest file that describes which fields should be included or pseudonymized ([example `manifest.yml` file](https://gitlab.com/gitlab-org/gitlab/tree/master/config/pseudonymizer.yml)). A default manifest is provided with the GitLab installation. Using a relative file path will be resolved from the Rails root. Alternatively, you can use an absolute file path. - Use an object storage and specify the connection parameters in the `pseudonymizer.upload.connection` configuration option. **For Omnibus installations:** 1. Edit `/etc/gitlab/gitlab.rb` and add the following lines by replacing with the values you want: ```ruby gitlab_rails['pseudonymizer_manifest'] = 'config/pseudonymizer.yml' gitlab_rails['pseudonymizer_upload_remote_directory'] = 'gitlab-elt' # bucket name gitlab_rails['pseudonymizer_upload_connection'] = { 'provider' => 'AWS', 'region' => 'eu-central-1', 'aws_access_key_id' => 'AWS_ACCESS_KEY_ID', 'aws_secret_access_key' => 'AWS_SECRET_ACCESS_KEY' } ``` NOTE: **Note:** If you are using AWS IAM profiles, be sure to omit the AWS access key and secret access key/value pairs. ```ruby gitlab_rails['pseudonymizer_upload_connection'] = { 'provider' => 'AWS', 'region' => 'eu-central-1', 'use_iam_profile' => true } ``` 1. Save the file and [reconfigure GitLab](restart_gitlab.md#omnibus-gitlab-reconfigure) for the changes to take effect. --- **For installations from source:** 1. Edit `/home/git/gitlab/config/gitlab.yml` and add or amend the following lines: ```yaml pseudonymizer: manifest: config/pseudonymizer.yml upload: remote_directory: 'gitlab-elt' # bucket name connection: provider: AWS aws_access_key_id: AWS_ACCESS_KEY_ID aws_secret_access_key: AWS_SECRET_ACCESS_KEY region: eu-central-1 ``` 1. Save the file and [restart GitLab](restart_gitlab.md#installations-from-source) for the changes to take effect. ## Usage You can optionally run the pseudonymizer using the following environment variables: - `PSEUDONYMIZER_OUTPUT_DIR` - where to store the output CSV files (defaults to `/tmp`) - `PSEUDONYMIZER_BATCH` - the batch size when querying the DB (defaults to `100000`) ```bash ## Omnibus sudo gitlab-rake gitlab:db:pseudonymizer ## Source sudo -u git -H bundle exec rake gitlab:db:pseudonymizer RAILS_ENV=production ``` This will produce some CSV files that might be very large, so make sure the `PSEUDONYMIZER_OUTPUT_DIR` has sufficient space. As a rule of thumb, at least 10% of the database size is recommended. After the pseudonymizer has run, the output CSV files should be uploaded to the configured object storage and deleted from the local disk. [ee]: https://about.gitlab.com/pricing/