Carbonite (Carbonite v0.1.0) View Source
Carbonite implements the Change-Data-Capture pattern on top of PostgreSQL using database triggers. It keeps a central changes table where all mutations of participating tables are recorded. Each changes row is associated to a single row in the transactions table using PostgreSQL's internal transaction id as the foreign key. This leads to the following interesting properties:
- All
changescreated within a database transaction automatically and implicitly belong to the same record in thetransactionstable, even if they're created separatedly and agnostic of each other in the application logic. This gives the developer a "natural" way to group related changes into events (more on events later). - As the
changestable is associated to thetransactionstable via a non-nullable foreign key constraint, the entry in thetransactionstable must be created before anychanges. Attempting to modify a versioned table without prior insertion into thetransactionstable will result in an error. Thetransactionstable carries transactional metadata which can be set by the developer on creation.
Consequently, much of Carbonite's logic lives in database functions and triggers. To get started, we need to create a migration using Ecto.
Migration
The following migration installs Carbonite into its "default prefix", a PostgreSQL schema aptly called carbonite_default, and installs the change capture trigger for an exemplary table called rabbits (in the public schema). In a real-world scenario, you will most likely want to install the trigger for a set of tables and optionally split the transaction log into multiple partitions.
See Carbonite.Migrations for more information on migrations.
mix ecto.gen.migration InstallCarbonite# priv/repo/migrations/20210704201534_install_carbonite.exs
defmodule MyApp.Repo.Migrations.InstallCarbonite do
use Ecto.Migration
def up do
# Creates carbonite_default schema and tables.
Carbonite.Migrations.install_schema()
# For each table that you want to capture changes of, you need to install the trigger.
Carbonite.Migrations.install_trigger(:rabbits)
end
def down do
# Remove all triggers before dropping the schema.
Carbonite.Migrations.drop_trigger(:rabbits)
# Drop the schema & tables.
Carbonite.Migrations.drop_schema()
end
endExcluded Columns
In case your table contains sensitive data or data otherwise undesirable for change capturing, you can exclude columns using the excluded_columns option. Excluded columns will not appear in the captured data. If an UPDATE on a table solely touches excluded columns, the entire UPDATE will not be recorded.
Carbonite.Migrations.install_trigger(:rabbits, excluded_columns: ["age"])If you forgot to exclude a column, you can reconfigure a trigger for a particular table using configure_trigger/2:
# in another migration
Carbonite.Migrations.configure_trigger(:rabbits, excluded_columns: ["age"])Partitioning the Transaction Log
Carbonite can install its tables into multiple database schemas using the prefix option. You can use this feature to "partition" your captured data.
Carbonite.Migrations.install_schema(prefix: "carbonite_lagomorpha")
Carbonite.Migrations.install_trigger(:rabbits, carbonite_prefix: "carbonite_lagomorpha")If desired, tables can participate in multiple partitions by adding multiple triggers on to them.
Keep in mind that each partition will need to be processed and purged separately, resulting in multiple streams of change data in your external storage.
Inserting a Transaction
In your application logic, before modifying a versioned table like rabbits, you need to first create a Carbonite.Transaction record.
With Ecto.Multi
The easiest way to do so is using Carbonite.insert/2 within an Ecto.Multi operation:
Ecto.Multi.new()
|> Carbonite.insert(meta: %{type: "rabbit_inserted"})
|> Ecto.Multi.insert(:rabbit, &MyApp.Rabbit.create_changeset(&1.params))
|> MyApp.Repo.transaction()As you can see, the Carbonite.Transaction is a great place to store metadata for the operation. A "transaction type" would be an obvious choice to categorize the transactions. A user_id would be a good candidate for an transaction log, as well.
Building a changeset for manual insertion
If you don't have the luxury of an Ecto.Multi, you can create a changeset for a Carbonite.Transaction using Carbonite.transaction_changeset/1:
MyApp.Repo.transaction(fn ->
%{meta: %{type: "rabbit_inserted"}}
|> Carbonite.transaction_changeset()
|> MyApp.Repo.insert!()
# ...
end)Setting metadata outside of the Transaction
In case you do not have access to metadata you want to persist in the Carbonite.Transaction at the code site where you create it, you can use Carbonite.put_meta/2 to store metadata in the process dictionary. This metadata is merged into the metadata given to Carbonite.insert/2.
# e.g., in a controller or plug
Carbonite.put_meta(:user_id, ...)
Link to this section Summary
Functions
Returns the currently stored metadata.
Adds an insert operation for a Carbonite.Transaction to an Ecto.Multi.
Stores a piece of metadata in the process dictionary.
Builds a changeset for a new Carbonite.Transaction.
Link to this section Types
Specs
build_option() :: {:meta, meta()}
Specs
insert_option() :: {:prefix, binary()} | build_option()
Specs
meta() :: map()
Link to this section Functions
Specs
current_meta() :: meta()
Returns the currently stored metadata.
Specs
insert(Ecto.Multi.t(), [insert_option()]) :: Ecto.Multi.t()
Adds an insert operation for a Carbonite.Transaction to an Ecto.Multi.
Specs
Stores a piece of metadata in the process dictionary.
This can be useful in situations where you want to record a value at a system boundary (say,
the user's account_id) without having to pass it through to the database transaction.
Returns the currently stored metadata.
Specs
transaction_changeset([build_option()]) :: Ecto.Changeset.t()
Builds a changeset for a new Carbonite.Transaction.