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End-to-end tests with Cypress |
Metabase uses Cypress for “end-to-end testing”, that is, tests that are executed against the application as a whole, including the frontend, backend, and application database. These tests are essentially scripts written in JavaScript that run in the web browser: visit different URLs, click various UI elements, type text, and assert that things happen as expected (for example, an element appearing on screen, or a network request occuring).
Metabase’s Cypress tests are located in the e2e/test/scenarios
source tree, in a structure that roughly mirrors Metabase’s URL structure. For example, tests for the admin “datamodel” pages are located in e2e/test/scenarios/admin/datamodel
.
-
Run
yarn build-hot
to continuously build the frontend -
then
yarn test-cypress-open --browser=electron
to open the Cypress application where you can execute tests you are working on
To run all Cypress tests programmatically in the terminal:
yarn run test-cypress-run
You can run a specific set of scenarios by using the --folder
flag, which will pick up the chosen scenarios under e2e/test/scenarios/
.
yarn run test-cypress-run --folder sharing
You can quickly test a single file only by using the --spec
flag.
yarn test-cypress-run --spec e2e/test/scenarios/question/new.cy.spec.js
Cypress test files are structured like Mocha tests, where describe
blocks are used to group related tests, and it
blocks are the tests themselves.
describe("homepage",() => {
it('should load the homepage and...', () => {
cy.visit("/metabase/url");
// ...
})
})
We strongly prefer using selectors like cy.findByText()
and cy.findByLabelText()
from @testing-library/cypress
since they encourage writing tests that don't depend on implementation details like CSS class names.
Try to avoid repeatedly testing pieces of the application incidentally. For example, if you want to test something about the query builder, jump straight there using a helper like openOrdersTable()
rather than starting from the home page, clicking "New", then "Question", etc.
- Introduction: https://docs.cypress.io/guides/core-concepts/introduction-to-cypress.html
- Commands: https://docs.cypress.io/api/api/table-of-contents.html
- Assertions: https://docs.cypress.io/guides/references/assertions.html
Cypress has a set of similar commands for selecting elements. Here are some tips for using them:
contains
is case-sensitive to the text in the DOM. If it’s not matching text you’d expect, check that CSS hasn’t updated the case.contains
matches substrings, so if you see “filter by” and “Add a filter”,contains(“filter”)
will match both. To avoid these issues, you can either pass a regexp that pins the start/end of the string or pass a selector in addition to the string:.contains(selector, content)
.find
will let you search within your previous selection.get
will search the entire page even if chained.
Sometimes Metabase views are a bit large for Cypress’s default 1000x660 viewport. This can require you to scroll for tests to work. To avoid that, you can increase the viewport size for a specific test by calling cy.viewport(width, height)
.
When you edit a Cypress test file, the tests will refresh and run again. However, when you edit a code file, Cypress won’t detect that change. If you’re running yarn build-hot
, the code will rebuild and update within Cypress. You’ll have to manually click rerun after the new code has loaded.
One great feature of Cypress is that you can use the Chrome inspector after each step of a test. They also helpfully provide a helper that can test out contains
and get
calls. This helper creates new UI that prevents inspecting from targeting the correct elements. If you want to inspect the DOM in Chrome, you should close this helper.
yarn build
and yarn build-hot
each overwrite an HTML template to reference the correct Javascript files. If you run yarn build
before building an Uberjar for Cypress tests, you won’t see changes to your Javascript reflected even if you then start yarn build-hot
.
You might run into problems when running Cypress on M1 machine.
This is caused by the @bahmutov/cypress-esbuild-preprocessor
that is using esbuild
as a dependency. The error might look like this. The solution is to install NodeJS using one of the Node version managers like nvm or n.
A subset of our tests depend on the external services that are available through the Docker images. At the time of this writing, those are three supported external QA databases, Webmail and LDAP server. It's tedious to have five Docker containers running locally. An escape hatch is provided for people that do not care about these tests, but still need to run specs containing them locally. Run this command:
yarn test-cypress-run --env grepTags="-@external" --spec path/to/spec/foo.cy.spec.js
Please note the minus sign before the @external
tag. For more details, consult the official documentation.
Tests that depend on Snowplow expect a running server. To run them, you need to:
- run Snowplow locally:
docker-compose -f ./snowplow/docker-compose.yml up -d
- pass env variables to the test run:
MB_SNOWPLOW_AVAILABLE=true MB_SNOWPLOW_URL=http://localhost:9090 yarn test-cypress-open
At the beginning of each test suite we wipe the backend's db and settings cache. This ensures that the test suite starts in a predictable state.
Typically, we use the default snapshot by adding before(restore)
inside the first describe
block to restore before running the whole test suite. If you want to use a snapshot besides the default one, specify the name as an argument to restore
like this: before(() => restore("blank"))
. You can also call restore()
inside beforeEach()
to reset before every test, or inside specific tests.
Snapshots are created with a separate set of Cypress tests. These tests start with a blank database and execute specific actions to put the database in predictable state. For example: signup as [email protected], add a question, turn on setting ABC.
These snapshot-generating tests have the extension .cy.snap.js
. When these tests run they create db dumps in frontend/tests/snapshots/*.sql
. They are run before the tests begin and don't get committed to git.
Cypress records videos of each test run, which can be helpful in debugging. Additionally, failed tests have higher quality images saved.
These files can be found under the “Artifacts” section for each run's summary in GitHub Actions. The example of the artifacts for a failed test in "Onboarding" directory:
Additionally, you will find a handy DeploySentinel recording link for each failed test in the logs.
Prior to running Cypress against Metabase® Enterprise Edition™, set MB_EDITION=ee
environment variable. We have a special describe
block called describeEE
that will conditionally skip or run tests based on the edition.
Enterprise instance will start without a premium token!
If you want to test premium features (feature flags), valid tokens need to be available to all Cypress tests. We achieve this by prefixing environment variables with CYPRESS_
.
You must provide two tokens that correspond to the EE/PRO
self-hosted (all features enabled) and STARTER
Cloud (no features enabled) Metabase plans. For more information, please see Metabase pricing page.
CYPRESS_ALL_FEATURES_TOKEN
CYPRESS_NO_FEATURES_TOKEN
MB_EDITION=ee CYPRESS_ALL_FEATURES_TOKEN=xxxxxx CYPRESS_NO_FEATURES_TOKEN=xxxxxx yarn test-cypress-open
If you navigate to the /admin/settings/license
page, the license input field should display the active token. Be careful when sharing screenshots!
- If tests under
describeEE
block are greyed out and not running, make sure you spun up Metabase® Enterprise Edition™. - If tests start running but the enterprise features are missing: make sure that the token you use has corresponding feature flags enabled.
- If everything with the token seems to be okay, go nuclear and destroy all Java processes: run
killall java
and restart Cypress.
Cypress allows us to tag tests, to easily find certain categories of tags. For example, we can tag all tests that require an external database with @external
and then run only those tests with yarn test-cypress-open --env grepTags="@external"
. Tags should start with @
just to make it easier to distinguish them from other strings in searches.
These are the tags currently in use:
@external
- tests that require an external docker container to run@actions
- tests that use metabase actions and mutate data in a data source
Fixing a flaky test locally doesn't mean the fix works in GitHub's CI environment. The only way to be sure the fix works is to stress-test it in CI. That's what .github/workflows/e2e-stress-test-flake-fix.yml
is made for. It allows you to quickly test the fix in your branch without waiting for the full build to complete.
Please follow these steps:
- Create a new branch with your proposed fix and push it to the remote
- Either skip opening a PR altogether or open a draft pull request
- Go to
https://github.com/metabase/metabase/actions/workflows/e2e-stress-test-flake-fix.yml
- Click on Run workflow trigger next to "This workflow has a workflow_dispatch event trigger."
- Choose your own branch in the first field "Use workflow from" (this part is crucial!)
- Copy and paste the relative path of the spec you want to test (e.g.
e2e/test/scenarios/onboarding/urls.cy.spec.js
) - you don't have to wrap it in quotes - Set the desired number of times to run the test
- Optionally provide a grep filter, according to the documentation
- Click the green "Run workflow" button and wait for the results
- It will automatically try to find and download the previously built Metabase uberjar stored as an artifact from one of the past commits / CI runs.
- It was intended to be used for pure E2E fixes that don't require new Metabase uberjar.
- If the fix required a source-code change (either backend of frontend), please open a regular PR instead and let the CI run all tests first. After this, you can trigger the stress-test workflow manually, as explained above, and it will automatically download newly built artifact from this CI run. Please, keep in mind that CI needs to fully finish running first. The workflow uses GitHub REST API which doesn't see artifacts otherwise.