keploy | Generate tests | Testing library

 by   keploy Go Version: v0.8.3 License: Apache-2.0

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keploy is a Go library typically used in Testing applications. keploy has no bugs, it has no vulnerabilities, it has a Permissive License and it has medium support. You can download it from GitHub.
Keploy is a no-code testing platform that generates tests from API calls. It converts API calls into testcases. Mocks are automatically generated with the actual request/responses.
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                        keploy has a medium active ecosystem.
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                        It has 1676 star(s) with 155 fork(s). There are 18 watchers for this library.
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                        There were 10 major release(s) in the last 6 months.
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                        There are 133 open issues and 85 have been closed. On average issues are closed in 40 days. There are 27 open pull requests and 0 closed requests.
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                        The latest version of keploy is v0.8.3
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                                                            keploy is licensed under the Apache-2.0 License. This license is Permissive.
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                                                                        It has 11408 lines of code, 380 functions and 30 files.
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                                                                                  keploy Key Features

                                                                                  Generates test cases from API calls. Say B-Bye! to writing unit and API test cases. Native interoperability with popular testing libraries like go-test. Code coverage will be reported with existing and Keploy recorded test cases and can also be integrated in CI pipelines/infrastructure.

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                                                                                  Community Discussions

                                                                                  Trending Discussions on Testing

                                                                                  TypeError: __init__() got an unexpected keyword argument 'as_tuple'
                                                                                  chevron right
                                                                                  Cypress component testing is not loading CSS while running testcases
                                                                                  chevron right
                                                                                  Run Gradle tests with multiple Java toolchains
                                                                                  chevron right
                                                                                  Is there a way to unit test top-level statements in C#?
                                                                                  chevron right
                                                                                  Why does this test fail if someone else runs it at the same time?
                                                                                  chevron right
                                                                                  How to fix Error: useHref() may be used only in the context of a component
                                                                                  chevron right
                                                                                  Cypress, cy.visit() failed trying to load ESOCKETTIMEDOUT
                                                                                  chevron right
                                                                                  Error running tests with flutter : "Failed to load "_test.dart": Shell subprocess ended cleanly. Did main() call exit()?"
                                                                                  chevron right
                                                                                  How to test if function is called with async keyword
                                                                                  chevron right
                                                                                  React testing library id instead of data-testid?
                                                                                  chevron right

                                                                                  QUESTION

                                                                                  TypeError: __init__() got an unexpected keyword argument 'as_tuple'
                                                                                  Asked 2022-Mar-29 at 23:24

                                                                                  While I am testing my API I recently started to get the error below.

                                                                                          if request is None:
                                                                                  >           builder = EnvironBuilder(*args, **kwargs)
                                                                                  E           TypeError: __init__() got an unexpected keyword argument 'as_tuple'
                                                                                  
                                                                                  /usr/local/lib/python3.7/site-packages/werkzeug/test.py:1081: TypeError
                                                                                  

                                                                                  As I read from the documentation in the newer version of Werkzeug the as_tuple parameter is removed.

                                                                                  Part of my test code is

                                                                                  
                                                                                  from flask.testing import FlaskClient
                                                                                  
                                                                                  @pytest.fixture(name='test_client')
                                                                                  def _test_client() -> FlaskClient:
                                                                                      app = create_app()
                                                                                      return app.test_client()
                                                                                  
                                                                                  
                                                                                  class TestPeerscoutAPI:
                                                                                      def test_should_have_access_for_status_page(self, test_client: FlaskClient):
                                                                                          response = test_client.get('/api/status')
                                                                                          assert _get_ok_json(response) == {"status": "OK"}
                                                                                  

                                                                                  Any help would be greatly appreciated.

                                                                                  ANSWER

                                                                                  Answered 2022-Mar-29 at 13:29

                                                                                  As of version 2.1.0, werkzeug has removed the as_tuple argument to Client. Since Flask wraps werkzeug and you're using a version that still passes this argument, it will fail. See the exact change on the GitHub PR here.

                                                                                  You can take one of two paths to solve this:

                                                                                  1. Upgrade flask

                                                                                  2. Pin your werkzeug version

                                                                                  # in requirements.txt
                                                                                  werkzeug==2.0.3
                                                                                  

                                                                                  Source https://stackoverflow.com/questions/71661851

                                                                                  QUESTION

                                                                                  Cypress component testing is not loading CSS while running testcases
                                                                                  Asked 2022-Mar-29 at 20:26

                                                                                  We are building web components using stencil. We compile the stencil components and create respective "React component" and import them into our projects.

                                                                                  While doing so we are able to view the component as expected when we launch the react app. However when we mount the component and execute test cases using cypress we observe that the CSS for these pre built components are not getting loaded.

                                                                                  cypress.json

                                                                                      {
                                                                                          "baseUrl": "http://localhost:3000",
                                                                                          "projectId": "263jf8",
                                                                                          "component": {
                                                                                              "componentFolder": "src",
                                                                                              "testFiles": "**/*spec.{js,jsx,ts,tsx}",
                                                                                              "viewportHight": 1200,
                                                                                              "viewportWidth": 1000
                                                                                          },
                                                                                          "retries": {
                                                                                              "runMode": 2,
                                                                                              "openMode": 0
                                                                                          }
                                                                                      } 
                                                                                  

                                                                                  sample spec file

                                                                                  import Header from './header'; 
                                                                                  describe('header', () => {
                                                                                      beforeEach(() => {
                                                                                          mount(
                                                                                              
                                                                                          )})
                                                                                          it('renders as an inline button', () => {
                                                                                               cy.get('button')
                                                                                               .should('have.class', 'nexus-btn').and('be.visible')
                                                                                               cy.get('.nexus-hamburger-icon').should('have.text','Close Menu').and('be.visible')
                                                                                               cy.get('.nexus-menu > .nexus-btn').should('have.text','Close Menu')
                                                                                               cy.get('a > .nexus-visually-hidden').contains('Home')
                                                                                               cy.contains('Home').should('exist')
                                                                                               cy.get('a > .nexus-icon > svg').should('be.visible')
                                                                                              })
                                                                                          })
                                                                                  

                                                                                  plugin/cypress.index.js

                                                                                  module.exports = (on, config) => {
                                                                                    require('cypress-grep/src/plugin')(config)
                                                                                  
                                                                                    if (config.testingType === 'component') {
                                                                                      require('@cypress/react/plugins/react-scripts')(on, config)
                                                                                    }
                                                                                    return config
                                                                                  
                                                                                  }
                                                                                  

                                                                                  Expected

                                                                                  Actual

                                                                                  ANSWER

                                                                                  Answered 2022-Feb-16 at 02:33

                                                                                  You can try importing the css in the index.ts or index.js file that will be available in the location -> cypress/support/index.ts

                                                                                  Source https://stackoverflow.com/questions/70564493

                                                                                  QUESTION

                                                                                  Run Gradle tests with multiple Java toolchains
                                                                                  Asked 2022-Mar-16 at 17:22

                                                                                  I've got a Gradle project which uses a Java version specified with the toolchain API:

                                                                                  val minimumJava = JavaLanguageVersion.of(8)
                                                                                  val maximumJava = JavaLanguageVersion.of(16)
                                                                                  java {
                                                                                      toolchain {
                                                                                          languageVersion.set(minimumJava)
                                                                                          vendor.set(JvmVendorSpec.ADOPTOPENJDK)
                                                                                      }
                                                                                  }
                                                                                  

                                                                                  I would like to be able to compile with the minimum supported Java version, then run the tests with all the JDKs the project supports. I tried the following, but apparently only the original tests get executed, all other tests don't, even though the required JDKs get correctly downloaded and set up:

                                                                                  for (javaVersion in JavaLanguageVersion.of(minimumJava.asInt() + 1)..maximumJava) {
                                                                                      val base = tasks.test.get()
                                                                                      val testTask = tasks.register("testUnderJava${javaVersion.asInt()}") {
                                                                                          javaLauncher.set(
                                                                                              javaToolchains.launcherFor {
                                                                                                  languageVersion.set(javaVersion)
                                                                                              }
                                                                                          )
                                                                                          classpath = base.classpath
                                                                                          testClassesDirs = base.testClassesDirs
                                                                                          isScanForTestClasses = true
                                                                                      }
                                                                                      tasks.test.configure { finalizedBy(testTask) }
                                                                                  }
                                                                                  

                                                                                  Here is a run in a dumb terminal:

                                                                                  ❯ TERM=dumb ./gradlew test testUnderJava10 --rerun-tasks --scan
                                                                                  Picked up _JAVA_OPTIONS: -Dawt.useSystemAAFontSettings=on
                                                                                  
                                                                                  <<>>
                                                                                  
                                                                                  > Task :testClasses
                                                                                  
                                                                                  > Task :test
                                                                                  Picked up _JAVA_OPTIONS: -Dawt.useSystemAAFontSettings=on
                                                                                  
                                                                                  Gradle Test Executor 4 STANDARD_OUT
                                                                                      ~~~ Kotest Configuration ~~~
                                                                                      -> Parallelization factor: 1
                                                                                      -> Concurrent specs: null
                                                                                      -> Global concurrent tests: 1
                                                                                      -> Dispatcher affinity: true
                                                                                      -> Default test timeout: 600000ms
                                                                                      -> Default test order: Sequential
                                                                                      -> Default isolation mode: SingleInstance
                                                                                      -> Global soft assertions: false
                                                                                      -> Write spec failure file: false
                                                                                      -> Fail on ignored tests: false
                                                                                      -> Spec execution order: SpecExecutionOrder
                                                                                      -> Remove test name whitespace: false
                                                                                      -> Append tags to test names: false
                                                                                      -> Extensions
                                                                                        - io.kotest.engine.extensions.SystemPropertyTagExtension
                                                                                        - io.kotest.core.extensions.RuntimeTagExtension
                                                                                        - io.kotest.engine.extensions.RuntimeTagExpressionExtension
                                                                                  
                                                                                  
                                                                                  org.danilopianini.template.test.Tests > A greeting should get printed STARTED
                                                                                  
                                                                                  org.danilopianini.template.test.Tests > A greeting should get printed STANDARD_OUT
                                                                                      [:hello=SUCCESS]
                                                                                  
                                                                                      > Task :hello
                                                                                      Hello from Danilo Pianini
                                                                                  
                                                                                      BUILD SUCCESSFUL in 2s
                                                                                      1 actionable task: 1 executed
                                                                                  
                                                                                  
                                                                                  org.danilopianini.template.test.Tests > A greeting should get printed PASSED
                                                                                  
                                                                                  <<>>
                                                                                  
                                                                                  > Task :testUnderJava9
                                                                                  > Task :testUnderJava8
                                                                                  > Task :testUnderJava16
                                                                                  > Task :testUnderJava15
                                                                                  > Task :testUnderJava14
                                                                                  > Task :testUnderJava13
                                                                                  > Task :testUnderJava12
                                                                                  > Task :testUnderJava11
                                                                                  > Task :testUnderJava10
                                                                                  
                                                                                  BUILD SUCCESSFUL in 23s
                                                                                  36 actionable tasks: 36 executed
                                                                                  
                                                                                  <<>>
                                                                                  

                                                                                  From the build scan, it appears that tests are not executed but those with JDK8. I'm puzzled, the docs say that this should be straightforward:

                                                                                  tasks.register("testsOn14") {
                                                                                      javaLauncher.set(javaToolchains.launcherFor {
                                                                                          languageVersion.set(JavaLanguageVersion.of(14))
                                                                                      })
                                                                                  }
                                                                                  

                                                                                  ANSWER

                                                                                  Answered 2022-Mar-16 at 17:22

                                                                                  I think I worked out the root cause of the issues I was experiencing, I'm posting the solution in case someone else runs into similar issues. I had the following tests configuration:

                                                                                  tasks.test {
                                                                                      useJUnitPlatform()
                                                                                      testLogging {
                                                                                          showStandardStreams = true
                                                                                          showCauses = true
                                                                                          showStackTraces = true
                                                                                          events(*org.gradle.api.tasks.testing.logging.TestLogEvent.values())
                                                                                          exceptionFormat = org.gradle.api.tasks.testing.logging.TestExceptionFormat.FULL
                                                                                      }
                                                                                  }
                                                                                  

                                                                                  Which was instructing the task called test to useJunitPlatform(). This setting does not get automatically propagated to all subsequent Test tasks (of course). So, in this case, the solution is simply to use instead:

                                                                                  tasks.withType { 
                                                                                      // Same configuration as above
                                                                                  }
                                                                                  
                                                                                  Update 2022-03-16

                                                                                  I decided to create a multi-JVM testing plugin for Gradle, so that all the test tasks get created and much less boilerplate is required across projects.

                                                                                  Source https://stackoverflow.com/questions/68940966

                                                                                  QUESTION

                                                                                  Is there a way to unit test top-level statements in C#?
                                                                                  Asked 2022-Feb-10 at 13:00

                                                                                  I was fiddling with top-level statements as the entry point for a simple console app, since the new .NET 6 template use them as a default.

                                                                                  Yet, as the language specification very clearly states:

                                                                                  Note that the names "Program" and "Main" are used only for illustrations purposes, actual names used by compiler are implementation dependent and neither the type, nor the method can be referenced by name from source code.

                                                                                  So, if I can't reference the implicit Program class and it's Main() method, would it be possible to write unit tests to check the execution flow of the top-level statements themselves? If so, how?

                                                                                  ANSWER

                                                                                  Answered 2022-Feb-10 at 13:00

                                                                                  Yes. One option (since .NET 6) is to make the tested project's internals visible to the test project for example by adding next property to csproj:

                                                                                  
                                                                                    
                                                                                  
                                                                                  

                                                                                  And then the Program class generated for top-level statement should be visible to the test project and you can run it next way:

                                                                                  var entryPoint = typeof(Program).Assembly.EntryPoint!;
                                                                                  entryPoint.Invoke(null, new object[] { Array.Empty() }); 
                                                                                  

                                                                                  Something like this is used internally to perform integration tests for ASP.NET Core 6 with minimal hosting model.

                                                                                  Note that generated Main method can return task if you are using await's in your top-level statement, so you possibly will need to capture the return of entryPoint.Invoke and test if it is a Task and await it.

                                                                                  Another approach is to explicitly declare Program class as partial (for example at the end of top-level statement and use it in testing project):

                                                                                  // ...
                                                                                  // your top-level statements
                                                                                  
                                                                                  public partial class Program { }
                                                                                  

                                                                                  Source https://stackoverflow.com/questions/70645272

                                                                                  QUESTION

                                                                                  Why does this test fail if someone else runs it at the same time?
                                                                                  Asked 2022-Feb-09 at 11:50

                                                                                  I was watching a conference talk (No need to watch it to understand my question but if you're curious it's from 35m28s to 36m28s). The following test was shown:

                                                                                  TEST(Foo, StorageTest){
                                                                                    StorageServer* server = GetStorageServerHandle(); 
                                                                                    auto my_val = rand();
                                                                                    server -> Store("testKey", my_val); 
                                                                                    EXPECT_EQ(my_val, server->Load("testKey")); 
                                                                                  }
                                                                                  
                                                                                  1. One of the speakers said: "you can only expect that storing data to a production service works if only one copy of that test is running at a time."

                                                                                  2. The other speaker said: "Once you add continuous integration in the mix, the test starts failing". I don't know a lot about CI/CD.

                                                                                  I am having some trouble understanding both claims 1. and 2. Any help?

                                                                                  ANSWER

                                                                                  Answered 2022-Feb-08 at 21:40

                                                                                  One of the speakers said: "you can only expect that storing data to a production service works if only one copy of that test is running at a time."

                                                                                  Right. Imagine if two instances of this code are running. If both Store operations execute before either Load operation takes place, the one whose Store executed first will load the wrong value.

                                                                                  Consider this pattern where the two instances are called "first" and "second":

                                                                                  1. First Store executes, stores first random value.
                                                                                  2. Second Store starts executing, starts storing second random value.
                                                                                  3. First Load is blocked on the second Store completing due to a lock internal to the database
                                                                                  4. Second Load is blocked on the Store completing due to a local internal to the database.
                                                                                  5. Second Store finishes and release the internal lock.
                                                                                  6. First Load can now execute, it gets second random value.
                                                                                  7. EXPECT_EQ fails as the first and second random values are different.

                                                                                  The other speaker said: "Once you add continuous integration in the mix, the test starts failing".

                                                                                  If a CI system is testing multiple instances of the code at the same time, race conditions like the example above can occur and cause tests to fail as the multiple instances race with each other.

                                                                                  Source https://stackoverflow.com/questions/71041135

                                                                                  QUESTION

                                                                                  How to fix Error: useHref() may be used only in the context of a component
                                                                                  Asked 2022-Feb-02 at 07:26

                                                                                  How do I resolve this problem. I am just trying to create a test the ensures that that component renders, but for some reason keep getting this problem even though the component is already inside .

                                                                                  I have read other similar questions on here, and the answers all say to put the component inside the , But that doesn't seem to be the issue for me. Please tell me what it is I'm missing?

                                                                                  ** My app.tsx**

                                                                                  import './App.scss';
                                                                                  import { AuthContexProvider } from './Utils/Contexs/AuthContext';
                                                                                  import { Routes, Route } from 'react-router-dom';
                                                                                  import { LogoLarge } from './Components/Logo/Logo';
                                                                                  import { SignInView } from './Views/SignInView';
                                                                                  import { ErrorPage } from './Views/ErrorView';
                                                                                  import { SignUpView } from './Views/SignUpView';
                                                                                  import { SwipeView } from './Views/SwipeView';
                                                                                  import { ResetPasswordView } from './Views/ResetPasswordView';
                                                                                  import { CreateProfileView } from './Views/CreateProfileView';
                                                                                  import { PrivateRoute } from './Utils/PrivateRoute';
                                                                                  import { ProfileView } from './Views/ProfileView';
                                                                                  import { SwipeContexProvider } from './Utils/Contexs/SwipeContex';
                                                                                  import { MatchesView } from './Views/MatchesView';
                                                                                  import { MessageView } from './Views/MessageView';
                                                                                  
                                                                                  function App() {
                                                                                    return (
                                                                                      
                                                                                        
                                                                                          
                                                                                            
                                                                                              
                                                                                                } />
                                                                                                
                                                                                                      
                                                                                                        
                                                                                                      
                                                                                                      
                                                                                                    
                                                                                                  }
                                                                                                />
                                                                                                
                                                                                                      
                                                                                                        
                                                                                                      
                                                                                                      
                                                                                                    
                                                                                                  }
                                                                                                />
                                                                                                
                                                                                                      
                                                                                                        
                                                                                                      
                                                                                                      
                                                                                                    
                                                                                                  }
                                                                                                />
                                                                                                } />
                                                                                                } />
                                                                                                } />
                                                                                                } />
                                                                                                
                                                                                                      
                                                                                                    
                                                                                                  }
                                                                                                />
                                                                                              
                                                                                            
                                                                                          
                                                                                        
                                                                                      
                                                                                    );
                                                                                  }
                                                                                  
                                                                                  export default App;
                                                                                  

                                                                                  SignUpView

                                                                                  import { Typography } from '@mui/material';
                                                                                  import { Link } from 'react-router-dom';
                                                                                  import { SignUpForm } from '../Components/Forms/SignUpForm';
                                                                                  
                                                                                  //SASS
                                                                                  // import '../Styles/Scss/SignUpView.scss';
                                                                                  import { StyledFormsWrapper } from '../Styles/StyledComponents/StyledFormsWrapper';
                                                                                  
                                                                                  export const SignUpView = () => {
                                                                                    return (
                                                                                      
                                                                                        
                                                                                          Create account
                                                                                        
                                                                                        
                                                                                          Already have an account? Sign in
                                                                                        
                                                                                        
                                                                                      
                                                                                    );
                                                                                  };
                                                                                  
                                                                                  

                                                                                  SignUpView.test.js

                                                                                  import React from 'react';
                                                                                  import { render, fireEvent, waitFor, screen } from '@testing-library/react';
                                                                                  import { SignUpView } from '../../Views/SignUpView';
                                                                                  
                                                                                  describe('my function or component', () => {
                                                                                    test('Should render sigUp view component', () => {
                                                                                      render();
                                                                                    });
                                                                                  });
                                                                                  

                                                                                  ANSWER

                                                                                  Answered 2022-Jan-21 at 19:13

                                                                                  The SignUpView is missing a routing context in your test. Import a memory router and wrap the component under test so it has a provided routing context.

                                                                                  import React from 'react';
                                                                                  import { render, fireEvent, waitFor, screen } from '@testing-library/react';
                                                                                  import { MemoryRouter as Router } from 'react-router-dom';
                                                                                  import { SignUpView } from '../../Views/SignUpView';
                                                                                  
                                                                                  describe('my function or component', () => {
                                                                                    test('Should render sigUp view component', () => {
                                                                                      render(
                                                                                        
                                                                                          
                                                                                        
                                                                                      );
                                                                                    });
                                                                                  });
                                                                                  

                                                                                  Source https://stackoverflow.com/questions/70805929

                                                                                  QUESTION

                                                                                  Cypress, cy.visit() failed trying to load ESOCKETTIMEDOUT
                                                                                  Asked 2022-Jan-08 at 14:44

                                                                                  works on www.github.com

                                                                                  cy.visit() failed trying to load ESOCKETTIMEDOUT

                                                                                  but not on other websites

                                                                                  enter code here

                                                                                  ANSWER

                                                                                  Answered 2021-Aug-29 at 17:25

                                                                                  from: https://github.com/cypress-io/cypress/issues/7062

                                                                                  1. increase timeout

                                                                                    cy.visit('https://github.com/', { timeout: 30000 })

                                                                                  Source https://stackoverflow.com/questions/68975352

                                                                                  QUESTION

                                                                                  Error running tests with flutter : "Failed to load "_test.dart": Shell subprocess ended cleanly. Did main() call exit()?"
                                                                                  Asked 2021-Dec-23 at 22:29

                                                                                  Whenever I add new tests to my codebase I encounter the aforementioned error message while running them.

                                                                                  package:flutter_tools/src/test/flutter_tester_device.dart 224:73  FlutterTesterTestDevice.finished
                                                                                  ===== asynchronous gap ===========================
                                                                                  dart:async/future.dart                                            Future.any.onValue
                                                                                  Failed to load "app/test/club/club_section_test.dart": Shell subprocess ended cleanly. Did main() call exit()?
                                                                                  
                                                                                  

                                                                                  ANSWER

                                                                                  Answered 2021-Nov-10 at 04:20
                                                                                  TLDR
                                                                                  flutter clean && flutter packages get
                                                                                  
                                                                                  Workaround

                                                                                  Well it seems that for some reason flutter is caching some data that becomes stale, you can easily get the test back by running:

                                                                                  flutter clean 
                                                                                  

                                                                                  Which "Delete the build/ and .dart_tool/ directories" and then:

                                                                                  flutter packages get
                                                                                  

                                                                                  To rebuild those directories and download dependencies.

                                                                                  Source https://stackoverflow.com/questions/69172648

                                                                                  QUESTION

                                                                                  How to test if function is called with async keyword
                                                                                  Asked 2021-Nov-18 at 08:11

                                                                                  I want to write a simple test for my vue3 app, test should assert that specific function (updateRoute in this case) is declared with async in different components

                                                                                  Note: according to my current project I can't isolate this function in a single file to make it reusable

                                                                                  example:

                                                                                  const updateRoute = () => { doSomethig() }
                                                                                  

                                                                                  should fail

                                                                                  while

                                                                                  const updateRoute = async () => { await doSomethig() }
                                                                                  

                                                                                  should pass

                                                                                  the testing library doesn't matter, it can be Jest or anything else

                                                                                  ANSWER

                                                                                  Answered 2021-Nov-18 at 07:11

                                                                                  Check if the contructor.name of the function is equal to 'AsyncFunction':

                                                                                  const x = async () => {};
                                                                                  const y = () => {}
                                                                                  
                                                                                  console.log(x.constructor.name);
                                                                                  console.log(x.constructor.name === 'AsyncFunction');
                                                                                  
                                                                                  console.log(y.constructor.name);
                                                                                  console.log(y.constructor.name === 'AsyncFunction');

                                                                                  Source https://stackoverflow.com/questions/70015672

                                                                                  QUESTION

                                                                                  React testing library id instead of data-testid?
                                                                                  Asked 2021-Nov-03 at 10:28

                                                                                  Would be any difference if I used HTML id attribute instead of data attributes like data-testid?

                                                                                  Reference for the use of data-testid in testing:

                                                                                  https://testing-library.com/docs/queries/bytestid/

                                                                                  ANSWER

                                                                                  Answered 2021-Nov-03 at 10:28

                                                                                  On the surface, I don't see any technical difference.

                                                                                  But in terms of readability, data-testid may notice other developers that this is used for test case specifically, while id is may be in terms of styling.

                                                                                  Also id or class selectors can be changed more often if implementation changes.

                                                                                  Reference:

                                                                                  Making your UI tests resilient to change

                                                                                  Source https://stackoverflow.com/questions/69121378

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