ChaptersAs an application grows in popularity and usage, you'll need to scale the application to support your new users and their data. One way in which your application may need to scale is on the database level. Rails supports using multiple databases, so you don't have to store your data all in one place.
At this time the following features are supported:
- Multiple writer databases and a replica for each
- Automatic connection switching for the model you're working with
- Automatic swapping between the writer and replica depending on the HTTP verb and recent writes
- Rails tasks for creating, dropping, migrating, and interacting with the multiple databases
The following features are not (yet) supported:
- Load balancing replicas
1 Setting up Your Application
While Rails tries to do most of the work for you, there are still some steps you'll need to do to get your application ready for multiple databases.
Let's say we have an application with a single writer database, and we need to add a new database for some new tables we're adding. The name of the new database will be "animals".
The database.yml looks like this:
production:
database: my_primary_database
adapter: mysql2
username: root
password: <%= ENV['ROOT_PASSWORD'] %>
Let's add a second database called animals and replicas for both databases as well. To do
this, we need to change our database.yml from a 2-tier
to a 3-tier config.
If a primary configuration is provided, it will be used as the "default" configuration. If
there is no configuration named "primary", Rails will use the first configuration as default
for each environment. The default configurations will use the default Rails filenames. For example,
primary configurations will use schema.rb for the schema file, whereas all the other entries
will use [CONFIGURATION_NAMESPACE]_schema.rb for the filename.
production:
primary:
database: my_primary_database
username: root
password: <%= ENV['ROOT_PASSWORD'] %>
adapter: mysql2
primary_replica:
database: my_primary_database
username: root_readonly
password: <%= ENV['ROOT_READONLY_PASSWORD'] %>
adapter: mysql2
replica: true
animals:
database: my_animals_database
username: animals_root
password: <%= ENV['ANIMALS_ROOT_PASSWORD'] %>
adapter: mysql2
migrations_paths: db/animals_migrate
animals_replica:
database: my_animals_database
username: animals_readonly
password: <%= ENV['ANIMALS_READONLY_PASSWORD'] %>
adapter: mysql2
replica: true
When using multiple databases, there are a few important settings.
First, the database name for the primary and primary_replica should be the same because they contain
the same data. This is also the case for animals and animals_replica.
Second, the username for the writers and replicas should be different, and the replica user's database permissions should be set to only read and not write.
When using a replica database, you need to add a replica: true entry to the replica in the
database.yml. This is because Rails otherwise has no way of knowing which one is a replica
and which one is the writer. Rails will not run certain tasks, such as migrations, against replicas.
Lastly, for new writer databases, you need to set the migrations_paths to the directory
where you will store migrations for that database. We'll look more at migrations_paths
later on in this guide.
Now that we have a new database, let's set up the connection model. In order to use the new database we need to create a new abstract class and connect to the animals databases.
class AnimalsRecord < ApplicationRecord
self.abstract_class = true
connects_to database: { writing: :animals, reading: :animals_replica }
end
Then we need to update ApplicationRecord to be aware of our new replica.
class ApplicationRecord < ActiveRecord::Base
self.abstract_class = true
connects_to database: { writing: :primary, reading: :primary_replica }
end
If you use a differently named class for your application record you need to
set primary_abstract_class instead, so that Rails knows which class ActiveRecord::Base
should share a connection with.
class PrimaryApplicationRecord < ActiveRecord::Base
primary_abstract_class
end
Classes that connect to primary/primary_replica can inherit from your primary abstract class like standard Rails applications:
class Person < ApplicationRecord
end
By default Rails expects the database roles to be writing and reading for the primary
and replica respectively. If you have a legacy system you may already have roles set up that
you don't want to change. In that case you can set a new role name in your application config.
config.active_record.writing_role = :default
config.active_record.reading_role = :readonly
It's important to connect to your database in a single model and then inherit from that model for the tables rather than connect multiple individual models to the same database. Database clients have a limit to the number of open connections there can be, and if you do this, it will multiply the number of connections you have since Rails uses the model class name for the connection specification name.
Now that we have the database.yml and the new model set up, it's time to create the databases.
Rails 6.0 ships with all the rails tasks you need to use multiple databases in Rails.
You can run bin/rails -T to see all the commands you're able to run. You should see the following:
$ bin/rails -T
bin/rails db:create # Create the database from DATABASE_URL or config/database.yml for the ...
bin/rails db:create:animals # Create animals database for current environment
bin/rails db:create:primary # Create primary database for current environment
bin/rails db:drop # Drop the database from DATABASE_URL or config/database.yml for the cu...
bin/rails db:drop:animals # Drop animals database for current environment
bin/rails db:drop:primary # Drop primary database for current environment
bin/rails db:migrate # Migrate the database (options: VERSION=x, VERBOSE=false, SCOPE=blog)
bin/rails db:migrate:animals # Migrate animals database for current environment
bin/rails db:migrate:primary # Migrate primary database for current environment
bin/rails db:migrate:status # Display status of migrations
bin/rails db:migrate:status:animals # Display status of migrations for animals database
bin/rails db:migrate:status:primary # Display status of migrations for primary database
bin/rails db:reset # Drop and recreates all databases from their schema for the current environment and loads the seeds
bin/rails db:reset:animals # Drop and recreates the animals database from its schema for the current environment and loads the seeds
bin/rails db:reset:primary # Drop and recreates the primary database from its schema for the current environment and loads the seeds
bin/rails db:rollback # Roll the schema back to the previous version (specify steps w/ STEP=n)
bin/rails db:rollback:animals # Rollback animals database for current environment (specify steps w/ STEP=n)
bin/rails db:rollback:primary # Rollback primary database for current environment (specify steps w/ STEP=n)
bin/rails db:schema:dump # Create a database schema file (either db/schema.rb or db/structure.sql ...
bin/rails db:schema:dump:animals # Create a database schema file (either db/schema.rb or db/structure.sql ...
bin/rails db:schema:dump:primary # Create a db/schema.rb file that is portable against any DB supported ...
bin/rails db:schema:load # Load a database schema file (either db/schema.rb or db/structure.sql ...
bin/rails db:schema:load:animals # Load a database schema file (either db/schema.rb or db/structure.sql ...
bin/rails db:schema:load:primary # Load a database schema file (either db/schema.rb or db/structure.sql ...
bin/rails db:setup # Create all databases, loads all schemas, and initializes with the seed data (use db:reset to also drop all databases first)
bin/rails db:setup:animals # Create the animals database, loads the schema, and initializes with the seed data (use db:reset:animals to also drop the database first)
bin/rails db:setup:primary # Create the primary database, loads the schema, and initializes with the seed data (use db:reset:primary to also drop the database first)
Running a command like bin/rails db:create will create both the primary and animals databases.
Note that there is no command for creating the database users, and you'll need to do that manually
to support the readonly users for your replicas. If you want to create just the animals
database you can run bin/rails db:create:animals.
2 Connecting to Databases without Managing Schema and Migrations
If you would like to connect to an external database without any database
management tasks such as schema management, migrations, seeds, etc., you can set
the per database config option database_tasks: false. By default it is
set to true.
production:
primary:
database: my_database
adapter: mysql2
animals:
database: my_animals_database
adapter: mysql2
database_tasks: false
3 Generators and Migrations
Migrations for multiple databases should live in their own folders prefixed with the name of the database key in the configuration.
You also need to set the migrations_paths in the database configurations to tell Rails
where to find the migrations.
For example the animals database would look for migrations in the db/animals_migrate directory and
primary would look in db/migrate. Rails generators now take a --database option
so that the file is generated in the correct directory. The command can be run like so:
$ bin/rails generate migration CreateDogs name:string --database animals
If you are using Rails generators, the scaffold and model generators will create the abstract class for you. Simply pass the database key to the command line.
$ bin/rails generate scaffold Dog name:string --database animals
A class with the database name and Record will be created. In this example
the database is Animals so we end up with AnimalsRecord:
class AnimalsRecord < ApplicationRecord
self.abstract_class = true
connects_to database: { writing: :animals }
end
The generated model will automatically inherit from AnimalsRecord.
class Dog < AnimalsRecord
end
Since Rails doesn't know which database is the replica for your writer you will need to add this to the abstract class after you're done.
Rails will only generate the new class once. It will not be overwritten by new scaffolds or deleted if the scaffold is deleted.
If you already have an abstract class and its name differs from AnimalsRecord, you can pass
the --parent option to indicate you want a different abstract class:
$ bin/rails generate scaffold Dog name:string --database animals --parent Animals::Record
This will skip generating AnimalsRecord since you've indicated to Rails that you want to
use a different parent class.
4 Activating Automatic Role Switching
Finally, in order to use the read-only replica in your application, you'll need to activate the middleware for automatic switching.
Automatic switching allows the application to switch from the writer to replica or replica to writer based on the HTTP verb and whether there was a recent write by the requesting user.
If the application receives a POST, PUT, DELETE, or PATCH request, the application will automatically write to the writer database. If the request is not one of those methods, but the application recently made a write, the writer database will also be used. All other requests will use the replica database.
To activate the automatic connection switching middleware you can run the automatic swapping generator:
$ bin/rails g active_record:multi_db
And then uncomment the following lines:
Rails.application.configure do
config.active_record.database_selector = { delay: 2.seconds }
config.active_record.database_resolver = ActiveRecord::Middleware::DatabaseSelector::Resolver
config.active_record.database_resolver_context = ActiveRecord::Middleware::DatabaseSelector::Resolver::Session
end
Rails guarantees "read your own write" and will send your GET or HEAD request to the
writer if it's within the delay window. By default the delay is set to 2 seconds. You
should change this based on your database infrastructure. Rails doesn't guarantee "read
a recent write" for other users within the delay window and will send GET and HEAD requests
to the replicas unless they wrote recently.
The automatic connection switching in Rails is relatively primitive and deliberately doesn't do a whole lot. The goal is a system that demonstrates how to do automatic connection switching that was flexible enough to be customizable by app developers.
The setup in Rails allows you to easily change how the switching is done and what parameters it's based on. Let's say you want to use a cookie instead of a session to decide when to swap connections. You can write your own class:
class MyCookieResolver < ActiveRecord::Middleware::DatabaseSelector::Resolver
def self.call(request)
new(request.cookies)
end
def initialize(cookies)
@cookies = cookies
end
attr_reader :cookies
def last_write_timestamp
self.class.convert_timestamp_to_time(cookies[:last_write])
end
def update_last_write_timestamp
cookies[:last_write] = self.class.convert_time_to_timestamp(Time.now)
end
def save(response)
end
end
And then pass it to the middleware:
config.active_record.database_selector = { delay: 2.seconds }
config.active_record.database_resolver = ActiveRecord::Middleware::DatabaseSelector::Resolver
config.active_record.database_resolver_context = MyCookieResolver
5 Using Manual Connection Switching
There are some cases where you may want your application to connect to a writer or a replica and the automatic connection switching isn't adequate. For example, you may know that for a particular request you always want to send the request to a replica, even when you are in a POST request path.
To do this Rails provides a connected_to method that will switch to the connection you
need.
ActiveRecord::Base.connected_to(role: :reading) do
# all code in this block will be connected to the reading role
end
The "role" in the connected_to call looks up the connections that are connected on that
connection handler (or role). The reading connection handler will hold all the connections
that were connected via connects_to with the role name of reading.
Note that connected_to with a role will look up an existing connection and switch
using the connection specification name. This means that if you pass an unknown role
like connected_to(role: :nonexistent) you will get an error that says
ActiveRecord::ConnectionNotEstablished (No connection pool for 'ActiveRecord::Base' found for the 'nonexistent' role.)
If you want Rails to ensure any queries performed are read only, pass prevent_writes: true.
This just prevents queries that look like writes from being sent to the database.
You should also configure your replica database to run in readonly mode.
ActiveRecord::Base.connected_to(role: :reading, prevent_writes: true) do
# Rails will check each query to ensure it's a read query
end
6 Horizontal Sharding
Horizontal sharding is when you split up your database to reduce the number of rows on each database server, but maintain the same schema across "shards". This is commonly called "multi-tenant" sharding.
The API for supporting horizontal sharding in Rails is similar to the multiple database / vertical sharding API that's existed since Rails 6.0.
Shards are declared in the three-tier config like this:
production:
primary:
database: my_primary_database
adapter: mysql2
primary_replica:
database: my_primary_database
adapter: mysql2
replica: true
primary_shard_one:
database: my_primary_shard_one
adapter: mysql2
migrations_paths: db/migrate_shards
primary_shard_one_replica:
database: my_primary_shard_one
adapter: mysql2
replica: true
migrations_paths: db/migrate_shards
primary_shard_two:
database: my_primary_shard_two
adapter: mysql2
migrations_paths: db/migrate_shards
primary_shard_two_replica:
database: my_primary_shard_two
adapter: mysql2
replica: true
migrations_paths: db/migrate_shards
Models are then connected with the connects_to API via the shards key:
class ApplicationRecord < ActiveRecord::Base
primary_abstract_class
connects_to database: { writing: :primary, reading: :primary_replica }
end
class ShardRecord < ApplicationRecord
self.abstract_class = true
connects_to shards: {
shard_one: { writing: :primary_shard_one, reading: :primary_shard_one_replica },
shard_two: { writing: :primary_shard_two, reading: :primary_shard_two_replica }
}
end
If you're using shards, make sure to set the migrations_paths to the same path for
all the shards. When generating a migration you can pass the --database option and
use one of the shard names. Since they all set the same path, it doesn't matter which
one you choose.
$ bin/rails g scaffold Dog name:string --database primary_shard_one
Then models can swap shards manually via the connected_to API. If
using sharding, both a role and a shard must be passed:
ActiveRecord::Base.connected_to(role: :writing, shard: :default) do
@id = Person.create! # Creates a record in shard named ":default"
end
ActiveRecord::Base.connected_to(role: :writing, shard: :shard_one) do
Person.find(@id) # Can't find record, doesn't exist because it was created
# in the shard named ":default".
end
The horizontal sharding API also supports read replicas. You can swap the
role and the shard with the connected_to API.
ActiveRecord::Base.connected_to(role: :reading, shard: :shard_one) do
Person.first # Lookup record from read replica of shard one
end
7 Activating Automatic Shard Switching
Applications are able to automatically switch shards per request using the provided middleware.
The ShardSelector Middleware provides a framework for automatically
swapping shards. Rails provides a basic framework to determine which
shard to switch to and allows for applications to write custom strategies
for swapping if needed.
The ShardSelector takes a set of options (currently only lock is supported)
that can be used by the middleware to alter behavior. lock is
true by default and will prohibit the request from switching shards once
inside the block. If lock is false, then shard swapping will be allowed.
For tenant based sharding, lock should always be true to prevent application
code from mistakenly switching between tenants.
The same generator as the database selector can be used to generate the file for automatic shard swapping:
$ bin/rails g active_record:multi_db
Then in the file uncomment the following:
Rails.application.configure do
config.active_record.shard_selector = { lock: true }
config.active_record.shard_resolver = ->(request) { Tenant.find_by!(host: request.host).shard }
end
Applications must provide the code for the resolver as it depends on application specific models. An example resolver would look like this:
config.active_record.shard_resolver = ->(request) {
subdomain = request.subdomain
tenant = Tenant.find_by_subdomain!(subdomain)
tenant.shard
}
8 Granular Database Connection Switching
In Rails 6.1 it's possible to switch connections for one database instead of all databases globally.
With granular database connection switching, any abstract connection class
will be able to switch connections without affecting other connections. This
is useful for switching your AnimalsRecord queries to read from the replica
while ensuring your ApplicationRecord queries go to the primary.
AnimalsRecord.connected_to(role: :reading) do
Dog.first # Reads from animals_replica
Person.first # Reads from primary
end
It's also possible to swap connections granularly for shards.
AnimalsRecord.connected_to(role: :reading, shard: :shard_one) do
Dog.first # Will read from shard_one_replica. If no connection exists for shard_one_replica,
# a ConnectionNotEstablished error will be raised
Person.first # Will read from primary writer
end
To switch only the primary database cluster use ApplicationRecord:
ApplicationRecord.connected_to(role: :reading, shard: :shard_one) do
Person.first # Reads from primary_shard_one_replica
Dog.first # Reads from animals_primary
end
ActiveRecord::Base.connected_to maintains the ability to switch
connections globally.
8.1 Handling Associations with Joins across Databases
As of Rails 7.0+, Active Record has an option for handling associations that would perform
a join across multiple databases. If you have a has many through or a has one through association
that you want to disable joining and perform 2 or more queries, pass the disable_joins: true option.
For example:
class Dog < AnimalsRecord
has_many :treats, through: :humans, disable_joins: true
has_many :humans
has_one :home
has_one :yard, through: :home, disable_joins: true
end
class Home
belongs_to :dog
has_one :yard
end
class Yard
belongs_to :home
end
Previously calling @dog.treats without disable_joins or @dog.yard without disable_joins
would raise an error because databases are unable to handle joins across clusters. With the
disable_joins option, Rails will generate multiple select queries
to avoid attempting joining across clusters. For the above association, @dog.treats would generate the
following SQL:
SELECT "humans"."id" FROM "humans" WHERE "humans"."dog_id" = ? [["dog_id", 1]]
SELECT "treats".* FROM "treats" WHERE "treats"."human_id" IN (?, ?, ?) [["human_id", 1], ["human_id", 2], ["human_id", 3]]
While @dog.yard would generate the following SQL:
SELECT "home"."id" FROM "homes" WHERE "homes"."dog_id" = ? [["dog_id", 1]]
SELECT "yards".* FROM "yards" WHERE "yards"."home_id" = ? [["home_id", 1]]
There are some important things to be aware of with this option:
- There may be performance implications since now two or more queries will be performed (depending
on the association) rather than a join. If the select for
humansreturned a high number of IDs the select fortreatsmay send too many IDs. - Since we are no longer performing joins, a query with an order or limit is now sorted in-memory since order from one table cannot be applied to another table.
- This setting must be added to all associations where you want joining to be disabled.
Rails can't guess this for you because association loading is lazy, to load
treatsin@dog.treatsRails already needs to know what SQL should be generated.
8.2 Schema Caching
If you want to load a schema cache for each database you must set a schema_cache_path in each database configuration and set config.active_record.lazily_load_schema_cache = true in your application configuration. Note that this will lazily load the cache when the database connections are established.
9 Caveats
9.1 Load Balancing Replicas
Rails also doesn't support automatic load balancing of replicas. This is very dependent on your infrastructure. We may implement basic, primitive load balancing in the future, but for an application at scale this should be something your application handles outside of Rails.
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