11 KiB
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Loose foreign keys
Problem statement
In relational databases (including PostgreSQL), foreign keys provide a way to link two database tables together, and ensure data-consistency between them. In GitLab, foreign keys are vital part of the database design process. Most of our database tables have foreign keys.
With the ongoing database decomposition work, linked records might be present on two different database servers. Ensuring data consistency between two databases is not possible with standard PostgreSQL foreign keys. PostgreSQL does not support foreign keys operating within a single database server, defining a link between two database tables in two different database servers over the network.
Example:
- Database "Main":
projects
table - Database "CI":
ci_pipelines
table
A project can have many pipelines. When a project is deleted, the associated ci_pipeline
(via the
project_id
column) records must be also deleted.
With a multi-database setup, this cannot be achieved with foreign keys.
Asynchronous approach
Our preferred approach to this problem is eventual consistency. With the loose foreign keys feature, we can configure delayed association cleanup without negatively affecting the application performance.
How it works
In the previous example, a record in the projects
table can have multiple ci_pipeline
records. To keep the cleanup process separate from the actual parent record deletion,
we can:
- Create a
DELETE
trigger on theprojects
table. Record the deletions in a separate table (deleted_records
). - A job checks the
deleted_records
table every 5 minutes. - For each record in the table, delete the associated
ci_pipelines
records using theproject_id
column.
NOTE: For this procedure to work, we must register which tables to clean up asynchronously.
Example migration and configuration
Configure the loose foreign key
Loose foreign keys are defined in a YAML file. The configuration requires the following information:
- Parent table name (
projects
) - Child table name (
ci_pipelines
) - The data cleanup method (
async_delete
orasync_nullify
)
The YAML file is located at lib/gitlab/database/gitlab_loose_foreign_keys.yml
. The file groups
foreign key definitions by the name of the child table. The child table can have multiple loose
foreign key definitions, therefore we store them as an array.
Example definition:
ci_pipelines:
- table: projects
column: project_id
on_delete: async_delete
If the ci_pipelines
key is already present in the YAML file, then a new entry can be added
to the array:
ci_pipelines:
- table: projects
column: project_id
on_delete: async_delete
- table: another_table
column: another_id
on_delete: :async_nullify
Track record changes
To know about deletions in the projects
table, configure a DELETE
trigger using a database
migration (post-migration). The trigger needs to be configured only once. If the model already has
at least one loose_foreign_key
definition, then this step can be skipped:
class TrackProjectRecordChanges < Gitlab::Database::Migration[1.0]
include Gitlab::Database::MigrationHelpers::LooseForeignKeyHelpers
enable_lock_retries!
def up
track_record_deletions(:projects)
end
def down
untrack_record_deletions(:projects)
end
end
Remove the foreign key
If there is an existing foreign key, then it can be removed from the database. As of GitLab 14.5,
the following foreign key describes the link between the projects
and ci_pipelines
tables:
ALTER TABLE ONLY ci_pipelines
ADD CONSTRAINT fk_86635dbd80
FOREIGN KEY (project_id)
REFERENCES projects(id)
ON DELETE CASCADE;
The migration should run after the DELETE
trigger is installed. If the foreign key is deleted
earlier, there is a good chance of introducing data inconsistency which needs manual cleanup:
class RemoveProjectsCiPipelineFk < Gitlab::Database::Migration[1.0]
enable_lock_retries!
def up
remove_foreign_key_if_exists(:ci_pipelines, :projects, name: "fk_86635dbd80")
end
def down
add_concurrent_foreign_key(:ci_pipelines, :projects, name: "fk_86635dbd80", column: :project_id, target_column: :id, on_delete: "cascade")
end
end
At this point, the setup phase is concluded. The deleted projects
records should be automatically
picked up by the scheduled cleanup worker job.
Testing
The "it has loose foreign keys
" shared example can be used to test the presence of the ON DELETE
trigger and the
loose foreign key definitions.
Simply add to the model test file:
it_behaves_like 'it has loose foreign keys' do
let(:factory_name) { :project }
end
Caveats of loose foreign keys
Record creation
The feature provides an efficient way of cleaning up associated records after the parent record is deleted. Without foreign keys, it's the application's responsibility to validate if the parent record exists when a new associated record is created.
A bad example: record creation with the given ID (project_id
comes from user input).
In this example, nothing prevents us from passing a random project ID:
Ci::Pipeline.create!(project_id: params[:project_id])
A good example: record creation with extra check:
project = Project.find(params[:project_id])
Ci::Pipeline.create!(project_id: project.id)
Association lookup
Consider the following HTTP request:
GET /projects/5/pipelines/100
The controller action ignores the project_id
parameter and finds the pipeline using the ID:
def show
# bad, avoid it
pipeline = Ci::Pipeline.find(params[:id]) # 100
end
This endpoint still works when the parent Project
model is deleted. This can be considered a
a data leak which should not happen under normal circumstances:
def show
# good
project = Project.find(params[:project_id])
pipeline = project.pipelines.find(params[:pipeline_id]) # 100
end
NOTE: This example is unlikely in GitLab, because we usually look up the parent models to perform permission checks.
A note on dependent: :destroy
and dependent: :nullify
We considered using these Rails features as an alternative to foreign keys but there are several problems which include:
- These run on a different connection in the context of a transaction which we do not allow.
- These can lead to severe performance degradation as we load all records from PostgreSQL, loop over them in Ruby, and call individual
DELETE
queries. - These can miss data as they only cover the case when the
destroy
method is called directly on the model. There are other cases includingdelete_all
and cascading deletes from another parent table that could mean these are missed.
Risks of loose foreign keys and possible mitigations
In general, the loose foreign keys architecture is eventually consistent and the cleanup latency might lead to problems visible to GitLab users or operators. We consider the tradeoff as acceptable, but there might be cases where the problems are too frequent or too severe, and we must implement a mitigation strategy. A general mitigation strategy might be to have an "urgent" queue for cleanup of records that have higher impact with a delayed cleanup.
Below are some more specific examples of problems that might occur and how we might mitigate them. In all the listed cases we might still consider the problem described to be low risk and low impact, and in that case we would choose to not implement any mitigation.
The record should be deleted but it shows up in a view
This hypothetical example might happen with a foreign key like:
ALTER TABLE ONLY vulnerability_occurrence_pipelines
ADD CONSTRAINT fk_rails_6421e35d7d FOREIGN KEY (pipeline_id) REFERENCES ci_pipelines(id) ON DELETE CASCADE;
In this example we expect to delete all associated vulnerability_occurrence_pipelines
records
whenever we delete the ci_pipelines
record associated with them. In this case
you might end up with some vulnerability page in GitLab which shows an occurrence
of a vulnerability. However, when you try to click a link to the pipeline, you get
a 404, because the pipeline is deleted. Then, when you navigate back you might find the
occurrence has disappeared too.
Mitigation
When rendering the vulnerability occurrences on the vulnerability page we could try to load the corresponding pipeline and choose to skip displaying that occurrence if pipeline is not found.
The deleted parent record is needed to render a view and causes a 500
error
This hypothetical example might happen with a foreign key like:
ALTER TABLE ONLY vulnerability_occurrence_pipelines
ADD CONSTRAINT fk_rails_6421e35d7d FOREIGN KEY (pipeline_id) REFERENCES ci_pipelines(id) ON DELETE CASCADE;
In this example we expect to delete all associated vulnerability_occurrence_pipelines
records
whenever we delete the ci_pipelines
record associated with them. In this case
you might end up with a vulnerability page in GitLab which shows an "occurrence"
of a vulnerability. However, when rendering the occurrence we try to load, for example,
occurrence.pipeline.created_at
, which causes a 500 for the user.
Mitigation
When rendering the vulnerability occurrences on the vulnerability page we could try to load the corresponding pipeline and choose to skip displaying that occurrence if pipeline is not found.
The deleted parent record is accessed in a Sidekiq worker and causes a failed job
This hypothetical example might happen with a foreign key like:
ALTER TABLE ONLY vulnerability_occurrence_pipelines
ADD CONSTRAINT fk_rails_6421e35d7d FOREIGN KEY (pipeline_id) REFERENCES ci_pipelines(id) ON DELETE CASCADE;
In this example we expect to delete all associated vulnerability_occurrence_pipelines
records
whenever we delete the ci_pipelines
record associated with them. In this case
you might end up with a Sidekiq worker that is responsible for processing a
vulnerability and looping over all occurrences causing a Sidekiq job to fail if
it executes occurrence.pipeline.created_at
.
Mitigation
When looping through the vulnerability occurrences in the Sidekiq worker, we could try to load the corresponding pipeline and choose to skip processing that occurrence if pipeline is not found.