diff --git a/README.md b/README.md
index 32f53c1b9d6efc907085b6c7b46faf13131a9152..cbfb50cc01feacdd3363919995f8e2f37305ca14 100644
--- a/README.md
+++ b/README.md
@@ -146,8 +146,8 @@ In addition to a textual report in the console, this job produces the following
 
 | Report         | Format                                                                       | Usage             |
 | -------------- | ---------------------------------------------------------------------------- | ----------------- |
-| `$PYTHON_PROJECT_DIR/reports/TEST-*.xml` | [xUnit](https://en.wikipedia.org/wiki/XUnit) test report(s) | [GitLab integration](https://docs.gitlab.com/ee/ci/yaml/artifacts_reports.html#artifactsreportsjunit) & [SonarQube integration](https://docs.sonarqube.org/latest/analysis/test-coverage/test-execution-parameters/#header-8) |
-| `$PYTHON_PROJECT_DIR/reports/py-coverage.cobertura.xml` | [Cobertura XML](https://gcovr.com/en/stable/output/cobertura.html) coverage report | [GitLab integration](https://docs.gitlab.com/ee/ci/yaml/artifacts_reports.html#artifactsreportscoverage_report) & [SonarQube integration](https://docs.sonarqube.org/latest/analysis/test-coverage/python-test-coverage/) |
+| `$PYTHON_PROJECT_DIR/reports/TEST-*.xml` | [xUnit](https://en.wikipedia.org/wiki/XUnit) test report(s) | [GitLab integration](https://docs.gitlab.com/ee/ci/yaml/artifacts_reports.html#artifactsreportsjunit) & [SonarQube integration](https://docs.sonarsource.com/sonarqube-server/latest/analyzing-source-code/test-coverage/test-execution-parameters/#python) |
+| `$PYTHON_PROJECT_DIR/reports/py-coverage.cobertura.xml` | [Cobertura XML](https://gcovr.com/en/stable/output/cobertura.html) coverage report | [GitLab integration](https://docs.gitlab.com/ee/ci/yaml/artifacts_reports.html#artifactsreportscoverage_report) & [SonarQube integration](https://docs.sonarsource.com/sonarqube-server/latest/analyzing-source-code/test-coverage/python-test-coverage/) |
 
 #### `py-pytest` job
 
@@ -179,8 +179,8 @@ In addition to a textual report in the console, this job produces the following
 
 | Report         | Format                                                                       | Usage             |
 | -------------- | ---------------------------------------------------------------------------- | ----------------- |
-| `$PYTHON_PROJECT_DIR/reports/TEST-*.xml` | [xUnit](https://en.wikipedia.org/wiki/XUnit) test report(s) | [GitLab integration](https://docs.gitlab.com/ee/ci/yaml/artifacts_reports.html#artifactsreportsjunit) & [SonarQube integration](https://docs.sonarqube.org/latest/analysis/test-coverage/test-execution-parameters/#header-8) |
-| `$PYTHON_PROJECT_DIR/reports/py-coverage.cobertura.xml` | [Cobertura XML](https://gcovr.com/en/stable/output/cobertura.html) coverage report | [GitLab integration](https://docs.gitlab.com/ee/ci/yaml/artifacts_reports.html#artifactsreportscoverage_report) & [SonarQube integration](https://docs.sonarqube.org/latest/analysis/test-coverage/python-test-coverage/) |
+| `$PYTHON_PROJECT_DIR/reports/TEST-*.xml` | [xUnit](https://en.wikipedia.org/wiki/XUnit) test report(s) | [GitLab integration](https://docs.gitlab.com/ee/ci/yaml/artifacts_reports.html#artifactsreportsjunit) & [SonarQube integration](https://docs.sonarsource.com/sonarqube-server/latest/analyzing-source-code/test-coverage/test-execution-parameters/#python) |
+| `$PYTHON_PROJECT_DIR/reports/py-coverage.cobertura.xml` | [Cobertura XML](https://gcovr.com/en/stable/output/cobertura.html) coverage report | [GitLab integration](https://docs.gitlab.com/ee/ci/yaml/artifacts_reports.html#artifactsreportscoverage_report) & [SonarQube integration](https://docs.sonarsource.com/sonarqube-server/latest/analyzing-source-code/test-coverage/python-test-coverage/) |
 
 #### `py-nosetests` job
 
@@ -203,8 +203,8 @@ In addition to a textual report in the console, this job produces the following
 
 | Report         | Format                                                                       | Usage             |
 | -------------- | ---------------------------------------------------------------------------- | ----------------- |
-| `$PYTHON_PROJECT_DIR/reports/TEST-*.xml` | [xUnit](https://en.wikipedia.org/wiki/XUnit) test report(s) | [GitLab integration](https://docs.gitlab.com/ee/ci/yaml/artifacts_reports.html#artifactsreportsjunit) & [SonarQube integration](https://docs.sonarqube.org/latest/analysis/test-coverage/test-execution-parameters/#header-8) |
-| `$PYTHON_PROJECT_DIR/reports/py-coverage.cobertura.xml` | [Cobertura XML](https://gcovr.com/en/stable/output/cobertura.html) coverage report | [GitLab integration](https://docs.gitlab.com/ee/ci/yaml/artifacts_reports.html#artifactsreportscoverage_report) & [SonarQube integration](https://docs.sonarqube.org/latest/analysis/test-coverage/python-test-coverage/) |
+| `$PYTHON_PROJECT_DIR/reports/TEST-*.xml` | [xUnit](https://en.wikipedia.org/wiki/XUnit) test report(s) | [GitLab integration](https://docs.gitlab.com/ee/ci/yaml/artifacts_reports.html#artifactsreportsjunit) & [SonarQube integration](https://docs.sonarsource.com/sonarqube-server/latest/analyzing-source-code/test-coverage/test-execution-parameters/#python) |
+| `$PYTHON_PROJECT_DIR/reports/py-coverage.cobertura.xml` | [Cobertura XML](https://gcovr.com/en/stable/output/cobertura.html) coverage report | [GitLab integration](https://docs.gitlab.com/ee/ci/yaml/artifacts_reports.html#artifactsreportscoverage_report) & [SonarQube integration](https://docs.sonarsource.com/sonarqube-server/latest/analyzing-source-code/test-coverage/python-test-coverage/) |
 
 #### `py-compile` job
 
@@ -353,7 +353,7 @@ In addition to a textual report in the console, this job produces the following
 If you're using the SonarQube template to analyse your Python code, here is a sample `sonar-project.properties` file:
 
 ```properties
-# see: https://docs.sonarqube.org/latest/analyzing-source-code/test-coverage/python-test-coverage/
+# see: https://docs.sonarsource.com/sonarqube-server/latest/analyzing-source-code/test-coverage/python-test-coverage/
 # set your source directory(ies) here (relative to the sonar-project.properties file)
 sonar.sources=.
 # exclude unwanted directories and files from being analysed
@@ -379,9 +379,9 @@ sonar.python.mypy.reportPaths=reports/py-mypy.console.txt
 
 More info:
 
-* [Python language support](https://docs.sonarqube.org/latest/analyzing-source-code/test-coverage/python-test-coverage/)
-* [test coverage & execution parameters](https://docs.sonarqube.org/latest/analysis/coverage/)
-* [third-party issues](https://docs.sonarsource.com/sonarqube-server/latest/analyzing-source-code/importing-external-issues/external-analyzer-reports/)
+* [Python language support](https://docs.sonarsource.com/sonarqube-server/latest/analyzing-source-code/test-coverage/python-test-coverage/)
+* [test coverage](https://docs.sonarsource.com/sonarqube-server/latest/analyzing-source-code/test-coverage/test-coverage-parameters/) & [test execution](https://docs.sonarsource.com/sonarqube-server/latest/analyzing-source-code/test-coverage/test-execution-parameters/) parameters
+* [external analyzer reports](https://docs.sonarsource.com/sonarqube-server/latest/analyzing-source-code/importing-external-issues/external-analyzer-reports/)
 
 ### `py-release` job