diff --git a/.github/workflows/nightly.yml b/.github/workflows/nightly.yml
index ebad9b7bc7..52c63d595a 100644
--- a/.github/workflows/nightly.yml
+++ b/.github/workflows/nightly.yml
@@ -308,15 +308,36 @@ jobs:
             emulator.log
             failure_screenshots/
 
+  codecov-units:
+    runs-on: macos-latest
+    steps:
+      - uses: actions/checkout@v2
+      - uses: actions/setup-java@v2
+        with: 
+          distribution: 'adopt'
+          java-version: '11'
+      - uses: actions/cache@v2
+        with:
+          path: |
+            ~/.gradle/caches
+            ~/.gradle/wrapper
+          key: ${{ runner.os }}-gradle-${{ hashFiles('**/*.gradle*', '**/gradle-wrapper.properties') }}
+          restore-keys: |
+            ${{ runner.os }}-gradle-
+      - run: ./gradlew allCodeCoverageReport $CI_GRADLE_ARG_PROPERTIES
+      - name: Upload Codecov data
+        uses: actions/upload-artifact@v2
+        if: always()
+        with:
+          name: codecov-xml
+          path: |
+            build/reports/jacoco/allCodeCoverageReport/allCodeCoverageReport.xml
+
   sonarqube:
     runs-on: macos-latest
     if: always()
     needs:
-      - integration-tests
-      - ui-tests
-#      - unit-tests  TODO: code coverage from here too
-      - build-android-test-matrix-sdk 
-      - build-android-test-app
+      - codecov-units
     steps:
       - uses: actions/checkout@v2
       - uses: actions/setup-java@v2
@@ -331,6 +352,11 @@ jobs:
           key: ${{ runner.os }}-gradle-${{ hashFiles('**/*.gradle*', '**/gradle-wrapper.properties') }}
           restore-keys: |
             ${{ runner.os }}-gradle-
+      - uses: actions/download-artifact@v3
+        with:
+          name: codecov-xml # will restore to allCodeCoverageReport.xml by default; we restore to the same location in following tasks
+      - run: mkdir -p build/reports/jacoco/allCodeCoverageReport/
+      - run: mv allCodeCoverageReport.xml build/reports/jacoco/allCodeCoverageReport/
       - run: ./gradlew sonarqube $CI_GRADLE_ARG_PROPERTIES
         env:
           ORG_GRADLE_PROJECT_SONAR_LOGIN: ${{ secrets.SONAR_TOKEN }}
diff --git a/build.gradle b/build.gradle
index 9d84dc1edb..31416a0440 100644
--- a/build.gradle
+++ b/build.gradle
@@ -105,6 +105,16 @@ task clean(type: Delete) {
     delete rootProject.buildDir
 }
 
+def launchTask = getGradle()
+        .getStartParameter()
+        .getTaskRequests()
+        .toString()
+        .toLowerCase()
+
+if (launchTask.contains("codeCoverageReport".toLowerCase())) {
+    apply from: 'coverage.gradle'
+}
+
 apply plugin: 'org.sonarqube'
 
 // To run a sonar analysis:
@@ -119,10 +129,12 @@ sonarqube {
         property "sonar.projectVersion", project(":vector").android.defaultConfig.versionName
         property "sonar.sourceEncoding", "UTF-8"
         property "sonar.links.homepage", "https://github.com/vector-im/element-android/"
-        property "sonar.links.ci", "https://buildkite.com/matrix-dot-org/element-android"
+        property "sonar.links.ci", "https://github.com/vector-im/element-android/actions"
         property "sonar.links.scm", "https://github.com/vector-im/element-android/"
         property "sonar.links.issue", "https://github.com/vector-im/element-android/issues"
         property "sonar.organization", "new_vector_ltd_organization"
+        property "sonar.java.coveragePlugin", "jacoco"
+        property "sonar.coverage.jacoco.xmlReportPaths", "${project.buildDir}/reports/jacoco/allCodeCoverageReport/allCodeCoverageReport.xml"
         property "sonar.login", project.hasProperty("SONAR_LOGIN") ? SONAR_LOGIN : "invalid"
     }
 }
diff --git a/coverage.gradle b/coverage.gradle
new file mode 100644
index 0000000000..96881dfff2
--- /dev/null
+++ b/coverage.gradle
@@ -0,0 +1,55 @@
+def excludes = [ ]
+
+def initializeReport(report, projects, classExcludes) {
+    projects.each { project -> project.apply plugin: 'jacoco' }
+    report.executionData { fileTree(rootProject.rootDir.absolutePath).include("**/build/jacoco/*.exec") }
+
+    report.reports {
+        xml.enabled true
+        html.enabled true
+        csv.enabled false
+    }
+
+    gradle.projectsEvaluated {
+        def androidSourceDirs = []
+        def androidClassDirs = []
+
+        projects.each { project ->
+            switch (project) {
+                case { project.plugins.hasPlugin("com.android.application") }:
+                    androidClassDirs.add("${project.buildDir}/tmp/kotlin-classes/debug")
+                    androidSourceDirs.add("${project.projectDir}/src/main/kotlin")
+                    androidSourceDirs.add("${project.projectDir}/src/main/java")
+                    break
+                case { project.plugins.hasPlugin("com.android.library") }:
+                    androidClassDirs.add("${project.buildDir}/tmp/kotlin-classes/debug")
+                    androidSourceDirs.add("${project.projectDir}/src/main/kotlin")
+                    androidSourceDirs.add("${project.projectDir}/src/main/java")
+                    break
+                default:
+                    report.sourceSets project.sourceSets.main
+            }
+        }
+
+        report.sourceDirectories.setFrom(report.sourceDirectories + files(androidSourceDirs))
+        def classFiles = androidClassDirs.collect { files(it).files }.flatten()
+        report.classDirectories.setFrom(files((report.classDirectories.files + classFiles).collect {
+            fileTree(dir: it, excludes: classExcludes)
+        }))
+    }
+}
+
+def collectProjects(predicate) {
+    return subprojects.findAll { it.buildFile.isFile() && predicate(it) }
+}
+
+task allCodeCoverageReport(type: JacocoReport) {
+    outputs.upToDateWhen { false }
+    rootProject.apply plugin: 'jacoco'
+    // to limit projects in a specific report, add
+    // def excludedProjects = [ ... ]
+    // def projects = collectProjects { !excludedProjects.contains(it.name) }
+    def projects = collectProjects { true }
+    dependsOn { projects*.test }
+    initializeReport(it, projects, excludes)
+}
diff --git a/dependencies_groups.gradle b/dependencies_groups.gradle
index 723941157d..45883f506d 100644
--- a/dependencies_groups.gradle
+++ b/dependencies_groups.gradle
@@ -156,6 +156,7 @@ ext.groups = [
                         'org.ec4j.core',
                         'org.glassfish.jaxb',
                         'org.hamcrest',
+                        'org.jacoco',
                         'org.jetbrains',
                         'org.jetbrains.intellij.deps',
                         'org.jetbrains.kotlin',