Securely search encrypted database fields
Designed for use with attr_encrypted
Here’s a full example of how to use it
Check out this post for more info on securing sensitive data with Rails
We use this approach by Scott Arciszewski. To summarize, we compute a keyed hash of the sensitive data and store it in a column. To query, we apply the keyed hash function (PBKDF2-SHA256 by default) to the value we’re searching and then perform a database search. This results in performant queries for equality operations, while keeping the data secure from those without the key.
Add this line to your application’s Gemfile:
gem 'blind_index'
Note: Your model should already be set up with attr_encrypted. The examples are for a
User
model withattr_encrypted :email
. See the full example if needed.
Create a migration to add a column for the blind index
add_column :users, :encrypted_email_bidx, :string
add_index :users, :encrypted_email_bidx
Next, generate a key
SecureRandom.hex(32)
Store the key with your other secrets. This is typically Rails credentials or an environment variable (dotenv is great for this). Be sure to use different keys in development and production, and be sure this is different than the key you use for encryption. Keys don’t need to be hex-encoded, but it’s often easier to store them this way.
Here’s a key you can use in development
EMAIL_BLIND_INDEX_KEY=ffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff
Add to your model
class User < ApplicationRecord
blind_index :email, key: [ENV["EMAIL_BLIND_INDEX_KEY"]].pack("H*")
end
pack
is used to decode the hex value
Backfill existing records
User.find_each do |user|
user.compute_email_bidx
user.save!
end
And query away
User.where(email: "[email protected]")
To prevent duplicates, use:
class User < ApplicationRecord
validates :email, uniqueness: true
end
We also recommend adding a unique index to the blind index column through a database migration.
You can apply expressions to attributes before indexing and searching. This gives you the the ability to perform case-insensitive searches and more.
class User < ApplicationRecord
blind_index :email, expression: ->(v) { v.downcase } ...
end
You may want multiple blind indexes for an attribute. To do this, add another column:
add_column :users, :encrypted_email_ci_bidx, :string
add_index :users, :encrypted_email_ci_bidx
Update your model
class User < ApplicationRecord
blind_index :email, ...
blind_index :email_ci, attribute: :email, expression: ->(v) { v.downcase } ...
end
Backfill existing records
User.find_each do |user|
user.compute_email_ci_bidx
user.save!
end
And query away
User.where(email_ci: "[email protected]")
If you don’t need to store the original value (for instance, when just checking duplicates), use a virtual attribute:
class User < ApplicationRecord
attribute :email
blind_index :email, ...
end
Requires ActiveRecord 5.1+
You can also use virtual attributes to index data from multiple columns:
class User < ApplicationRecord
attribute :initials
# must come before the blind_index method so it runs first
before_validation :set_initials, if: -> { changes.key?(:first_name) || changes.key?(:last_name) }
blind_index :initials, ...
def set_initials
self.initials = "#{first_name[0]}#{last_name[0]}"
end
end
Requires ActiveRecord 5.1+
The default hashing algorithm. Key stretching increases the amount of time required to compute hashes, which slows down brute-force attacks.
The default number of iterations is 10,000. For highly sensitive fields, set this to at least 100,000.
class User < ApplicationRecord
blind_index :email, iterations: 100000, ...
end
Changing this requires you to recompute the blind index.
Argon2 is the state-of-the-art algorithm and recommended for best security.
To use it, add argon2 to your Gemfile and set:
class User < ApplicationRecord
blind_index :email, algorithm: :argon2, ...
end
The default cost parameters are {t: 3, m: 12}
. For highly sensitive fields, set this to at least {t: 4, m: 15}
.
class User < ApplicationRecord
blind_index :email, algorithm: :argon2, cost: {t: 4, m: 15}, ...
end
Changing this requires you to recompute the blind index.
The variant used is Argon2i.
scrypt is also supported. Unless you have specific reasons to use it, go with Argon2 instead.
To rotate keys without downtime, add a new column:
add_column :users, :encrypted_email_v2_bidx, :string
add_index :users, :encrypted_email_v2_bidx
And add to your model
class User < ApplicationRecord
blind_index :email, key: [ENV["EMAIL_BLIND_INDEX_KEY"]].pack("H*")
blind_index :email_v2, attribute: :email, key: [ENV["EMAIL_V2_BLIND_INDEX_KEY"]].pack("H*")
end
Backfill the data
User.find_each do |user|
user.compute_email_v2_bidx
user.save!
end
Then update your model
class User < ApplicationRecord
blind_index :email, bidx_attribute: :encrypted_email_v2_bidx, key: [ENV["EMAIL_V2_BLIND_INDEX_KEY"]].pack("H*")
# remove this line after dropping column
self.ignored_columns = ["encrypted_email_bidx"]
end
Finally, drop the old column.
You can use encrypted attributes and blind indexes in fixtures with:
test_user:
encrypted_email: <%= User.encrypt_email("[email protected]", iv: Base64.decode64("0000000000000000")) %>
encrypted_email_iv: "0000000000000000"
encrypted_email_bidx: <%= User.compute_email_bidx("[email protected]").inspect %>
Be sure to include the inspect
at the end, or it won’t be encoded properly in YAML.
By default, blind indexes are encoded in Base64. Set a different encoding with:
class User < ApplicationRecord
blind_index :email, encode: ->(v) { [v].pack("H*") }
end
By default, blind indexes are 32 bytes. Set a smaller size with:
class User < ApplicationRecord
blind_index :email, size: 16
end
One alternative to blind indexing is to use a deterministic encryption scheme, like AES-SIV. In this approach, the encrypted data will be the same for matches.
This version introduces a breaking change to enforce secure key generation. An error is thrown if your blind index key isn’t both binary and 32 bytes.
We recommend rotating your key if it doesn’t meet this criteria. You can generate a new key in the Rails console with:
SecureRandom.hex(32)
Update your model to convert the hex key to binary.
class User < ApplicationRecord
blind_index :email, key: [ENV["EMAIL_BLIND_INDEX_KEY"]].pack("H*")
end
And recompute the blind index.
User.find_each do |user|
user.compute_email_bidx
user.save!
end
To continue without rotating, set:
class User < ApplicationRecord
blind_index :email, insecure_key: true, ...
end
View the changelog
Everyone is encouraged to help improve this project. Here are a few ways you can help:
- Report bugs
- Fix bugs and submit pull requests
- Write, clarify, or fix documentation
- Suggest or add new features
To get started with development and testing:
git clone https://github.com/ankane/blind_index.git
cd blind_index
bundle install
rake test