diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 21a50d58db1..de9b7a189f2 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -356,6 +356,12 @@ spotless:
   extends: .gradle_build
   stage: tests
   needs: []
+  variables:
+    # TODO: Latest version of spotless is failing with OOM on CI only.
+    # Setting 8G memory solving this issue, but we need to solve it eventually.
+    GRADLE_MEM: 8G
+    KUBERNETES_MEMORY_REQUEST: 18Gi
+    KUBERNETES_MEMORY_LIMIT: 18Gi
   script:
     - ./gradlew --version
     - ./gradlew spotlessCheck $GRADLE_ARGS
diff --git a/build.gradle.kts b/build.gradle.kts
index 2a5478f1cb5..5a0619ff070 100644
--- a/build.gradle.kts
+++ b/build.gradle.kts
@@ -9,7 +9,7 @@ plugins {
   id("config-inversion-linter")
   id("datadog.ci-jobs")
 
-  id("com.diffplug.spotless") version "6.13.0"
+  id("com.diffplug.spotless") version "8.0.0"
   id("com.github.spotbugs") version "6.4.4"
   id("de.thetaphi.forbiddenapis") version "3.10"
   id("io.github.gradle-nexus.publish-plugin") version "2.0.0"
@@ -36,7 +36,7 @@ with(extensions["spotlessPredeclare"] as SpotlessExtension) {
     removeUnusedImports()
 
     // This is the last Google Java Format version that supports Java 8
-    googleJavaFormat("1.7")
+    googleJavaFormat("1.32.0")
   }
   groovyGradle {
     greclipse()
@@ -45,13 +45,14 @@ with(extensions["spotlessPredeclare"] as SpotlessExtension) {
     greclipse()
   }
   kotlinGradle {
-    ktlint("0.41.0")
+    ktlint("1.7.1")
   }
   kotlin {
-    ktlint("0.41.0")
+    ktlint("1.7.1")
   }
   scala {
-    scalafmt("2.7.5")
+    // TODO: For some reason Scala format is working correctly with this version only.
+    scalafmt("3.8.6")
   }
 }
 apply(from = rootDir.resolve("gradle/spotless.gradle"))
diff --git a/buildSrc/build.gradle.kts b/buildSrc/build.gradle.kts
index 16e46b0f700..e7900aeb639 100644
--- a/buildSrc/build.gradle.kts
+++ b/buildSrc/build.gradle.kts
@@ -3,7 +3,7 @@ plugins {
   `java-gradle-plugin`
   `kotlin-dsl`
   `jvm-test-suite`
-  id("com.diffplug.spotless") version "6.13.0"
+  id("com.diffplug.spotless") version "8.0.0"
 }
 
 java {
diff --git a/buildSrc/call-site-instrumentation-plugin/build.gradle.kts b/buildSrc/call-site-instrumentation-plugin/build.gradle.kts
index f4e5b7cec20..2566b89a8e1 100644
--- a/buildSrc/call-site-instrumentation-plugin/build.gradle.kts
+++ b/buildSrc/call-site-instrumentation-plugin/build.gradle.kts
@@ -1,7 +1,7 @@
 plugins {
   java
   groovy
-  id("com.diffplug.spotless") version "6.13.0"
+  id("com.diffplug.spotless") version "8.0.0"
   id("com.gradleup.shadow") version "8.3.6"
 }
 
@@ -17,8 +17,7 @@ spotless {
     target("src/**/*.java")
     // ignore embedded test projects
     targetExclude("src/test/resources/**")
-    // This is the last Google Java Format version that supports Java 8
-    googleJavaFormat("1.7")
+    googleJavaFormat("1.32.0")
   }
 }
 
diff --git a/dd-smoke-tests/armeria-grpc/application/build.gradle b/dd-smoke-tests/armeria-grpc/application/build.gradle
index 09a490a234a..0bb5a24d9a9 100644
--- a/dd-smoke-tests/armeria-grpc/application/build.gradle
+++ b/dd-smoke-tests/armeria-grpc/application/build.gradle
@@ -7,7 +7,6 @@ buildscript {
 plugins {
   id 'application'
   id 'java'
-  id 'com.diffplug.spotless' version '6.13.0'
   id 'com.gradleup.shadow' version '8.3.6'
   id 'com.google.protobuf' version '0.9.3'
 }
@@ -17,7 +16,6 @@ def sharedConfigDirectory = "$sharedRootDir/gradle"
 rootProject.ext.sharedConfigDirectory = sharedConfigDirectory
 
 apply from: "$sharedConfigDirectory/repositories.gradle"
-apply from: "$sharedConfigDirectory/spotless.gradle"
 
 if (hasProperty('appBuildDir')) {
   buildDir = property('appBuildDir')
diff --git a/dd-smoke-tests/kafka-3/application/build.gradle b/dd-smoke-tests/kafka-3/application/build.gradle
index 32171468d86..2386eab0cf0 100644
--- a/dd-smoke-tests/kafka-3/application/build.gradle
+++ b/dd-smoke-tests/kafka-3/application/build.gradle
@@ -2,7 +2,6 @@ plugins {
   id 'java'
   id 'org.springframework.boot' version '3.2.2'
   id 'io.spring.dependency-management' version '1.1.4'
-  id 'com.diffplug.spotless' version '6.13.0'
 }
 
 java {
@@ -16,7 +15,6 @@ def sharedConfigDirectory = "$sharedRootDir/gradle"
 rootProject.ext.sharedConfigDirectory = sharedConfigDirectory
 
 apply from: "$sharedConfigDirectory/repositories.gradle"
-apply from: "$sharedConfigDirectory/spotless.gradle"
 
 if (hasProperty('appBuildDir')) {
   buildDir = property('appBuildDir')
diff --git a/dd-smoke-tests/kafka-3/build.gradle b/dd-smoke-tests/kafka-3/build.gradle
index cf5a20cf33b..fba27724ff3 100644
--- a/dd-smoke-tests/kafka-3/build.gradle
+++ b/dd-smoke-tests/kafka-3/build.gradle
@@ -52,3 +52,13 @@ tasks.named('compileTestGroovy') {
 tasks.withType(Test).configureEach {
   jvmArgs "-Ddatadog.smoketest.springboot.shadowJar.path=${appBuildDir}/libs/kafka-3-smoketest.jar"
 }
+
+spotless {
+  java {
+    target "**/*.java"
+  }
+
+  groovyGradle {
+    target '*.gradle', "**/*.gradle"
+  }
+}
diff --git a/dd-smoke-tests/quarkus-native/application/build.gradle b/dd-smoke-tests/quarkus-native/application/build.gradle
index c51e374fda3..50e12545671 100644
--- a/dd-smoke-tests/quarkus-native/application/build.gradle
+++ b/dd-smoke-tests/quarkus-native/application/build.gradle
@@ -1,7 +1,6 @@
 plugins {
   id 'java'
   id 'io.quarkus'
-  id 'com.diffplug.spotless' version '6.13.0'
 }
 
 def sharedRootDir = "$rootDir/../../../"
@@ -9,7 +8,6 @@ def sharedConfigDirectory = "$sharedRootDir/gradle"
 rootProject.ext.sharedConfigDirectory = sharedConfigDirectory
 
 apply from: "$sharedConfigDirectory/repositories.gradle"
-apply from: "$sharedConfigDirectory/spotless.gradle"
 
 if (hasProperty('appBuildDir')) {
   buildDir = property('appBuildDir')
diff --git a/dd-smoke-tests/quarkus/application/build.gradle b/dd-smoke-tests/quarkus/application/build.gradle
index 068eaf57a67..40d01f03d90 100644
--- a/dd-smoke-tests/quarkus/application/build.gradle
+++ b/dd-smoke-tests/quarkus/application/build.gradle
@@ -1,7 +1,6 @@
 plugins {
   id 'java'
   id 'io.quarkus'
-  id 'com.diffplug.spotless' version '6.13.0'
 }
 
 def sharedRootDir = "$rootDir/../../../"
@@ -9,7 +8,6 @@ def sharedConfigDirectory = "$sharedRootDir/gradle"
 rootProject.ext.sharedConfigDirectory = sharedConfigDirectory
 
 apply from: "$sharedConfigDirectory/repositories.gradle"
-apply from: "$sharedConfigDirectory/spotless.gradle"
 
 if (hasProperty('appBuildDir')) {
   buildDir = property('appBuildDir')
diff --git a/dd-smoke-tests/rum/wildfly-15/rum-ear/build.gradle b/dd-smoke-tests/rum/wildfly-15/rum-ear/build.gradle
index 25eb46b1db0..74d2ad6687f 100644
--- a/dd-smoke-tests/rum/wildfly-15/rum-ear/build.gradle
+++ b/dd-smoke-tests/rum/wildfly-15/rum-ear/build.gradle
@@ -1,7 +1,6 @@
 plugins {
   id 'java'
   id 'ear'
-  id 'com.diffplug.spotless' version '6.13.0'
 }
 
 def sharedRootDir = "$rootDir/../../../../"
@@ -9,7 +8,6 @@ def sharedConfigDirectory = "$sharedRootDir/gradle"
 rootProject.ext.sharedConfigDirectory = sharedConfigDirectory
 
 apply from: "$sharedConfigDirectory/repositories.gradle"
-apply from: "$sharedConfigDirectory/spotless.gradle"
 apply plugin: 'ear'
 
 if (hasProperty('appBuildDir')) {
diff --git a/dd-smoke-tests/spring-boot-2.7-webflux/application/build.gradle b/dd-smoke-tests/spring-boot-2.7-webflux/application/build.gradle
index 6eaffaa238a..0b434bb8aac 100644
--- a/dd-smoke-tests/spring-boot-2.7-webflux/application/build.gradle
+++ b/dd-smoke-tests/spring-boot-2.7-webflux/application/build.gradle
@@ -2,7 +2,6 @@ plugins {
   id 'java'
   id 'org.springframework.boot' version '2.7.4'
   id 'io.spring.dependency-management' version '1.0.14.RELEASE'
-  id 'com.diffplug.spotless' version '6.13.0'
 }
 
 def sharedRootDir = "$rootDir/../../../"
@@ -10,7 +9,6 @@ def sharedConfigDirectory = "$sharedRootDir/gradle"
 rootProject.ext.sharedConfigDirectory = sharedConfigDirectory
 
 apply from: "$sharedConfigDirectory/repositories.gradle"
-apply from: "$sharedConfigDirectory/spotless.gradle"
 
 if (hasProperty('appBuildDir')) {
   buildDir = property('appBuildDir')
diff --git a/dd-smoke-tests/spring-boot-3.0-native/application/build.gradle b/dd-smoke-tests/spring-boot-3.0-native/application/build.gradle
index 11145336a8f..1c199bb08c2 100644
--- a/dd-smoke-tests/spring-boot-3.0-native/application/build.gradle
+++ b/dd-smoke-tests/spring-boot-3.0-native/application/build.gradle
@@ -3,7 +3,6 @@ plugins {
   id 'org.springframework.boot' version '3.0.0'
   id 'io.spring.dependency-management' version '1.0.14.RELEASE'
   id 'org.graalvm.buildtools.native' version '0.9.28'
-  id 'com.diffplug.spotless' version '6.13.0'
 }
 
 def sharedRootDir = "$rootDir/../../../"
@@ -11,7 +10,6 @@ def sharedConfigDirectory = "$sharedRootDir/gradle"
 rootProject.ext.sharedConfigDirectory = sharedConfigDirectory
 
 apply from: "$sharedConfigDirectory/repositories.gradle"
-apply from: "$sharedConfigDirectory/spotless.gradle"
 
 ext.withProfiler = hasProperty('profiler')
 
diff --git a/dd-smoke-tests/spring-boot-3.0-webflux/application/build.gradle b/dd-smoke-tests/spring-boot-3.0-webflux/application/build.gradle
index 582c3c5fc90..416dea657d2 100644
--- a/dd-smoke-tests/spring-boot-3.0-webflux/application/build.gradle
+++ b/dd-smoke-tests/spring-boot-3.0-webflux/application/build.gradle
@@ -2,7 +2,6 @@ plugins {
   id 'java'
   id 'org.springframework.boot' version '3.0.0'
   id 'io.spring.dependency-management' version '1.0.14.RELEASE'
-  id 'com.diffplug.spotless' version '6.13.0'
 }
 
 def sharedRootDir = "$rootDir/../../../"
@@ -10,7 +9,6 @@ def sharedConfigDirectory = "$sharedRootDir/gradle"
 rootProject.ext.sharedConfigDirectory = sharedConfigDirectory
 
 apply from: "$sharedConfigDirectory/repositories.gradle"
-apply from: "$sharedConfigDirectory/spotless.gradle"
 
 if (hasProperty('appBuildDir')) {
   buildDir = property('appBuildDir')
diff --git a/dd-smoke-tests/spring-boot-3.0-webmvc/application/build.gradle b/dd-smoke-tests/spring-boot-3.0-webmvc/application/build.gradle
index 303f0074cf8..d7cc7b40f60 100644
--- a/dd-smoke-tests/spring-boot-3.0-webmvc/application/build.gradle
+++ b/dd-smoke-tests/spring-boot-3.0-webmvc/application/build.gradle
@@ -2,7 +2,6 @@ plugins {
   id 'java'
   id 'org.springframework.boot' version '3.0.0'
   id 'io.spring.dependency-management' version '1.0.14.RELEASE'
-  id 'com.diffplug.spotless' version '6.13.0'
 }
 
 def sharedRootDir = "$rootDir/../../../"
@@ -10,7 +9,6 @@ def sharedConfigDirectory = "$sharedRootDir/gradle"
 rootProject.ext.sharedConfigDirectory = sharedConfigDirectory
 
 apply from: "$sharedConfigDirectory/repositories.gradle"
-apply from: "$sharedConfigDirectory/spotless.gradle"
 
 if (hasProperty('appBuildDir')) {
   buildDir = property('appBuildDir')
diff --git a/dd-smoke-tests/spring-boot-3.3-webmvc/application/build.gradle b/dd-smoke-tests/spring-boot-3.3-webmvc/application/build.gradle
index 2fb70486c46..1b75d137b24 100644
--- a/dd-smoke-tests/spring-boot-3.3-webmvc/application/build.gradle
+++ b/dd-smoke-tests/spring-boot-3.3-webmvc/application/build.gradle
@@ -2,7 +2,6 @@ plugins {
   id 'java'
   id 'org.springframework.boot' version '3.3.5'
   id 'io.spring.dependency-management' version '1.0.14.RELEASE'
-  id 'com.diffplug.spotless' version '6.13.0'
 }
 
 def sharedRootDir = "$rootDir/../../../"
@@ -10,7 +9,6 @@ def sharedConfigDirectory = "$sharedRootDir/gradle"
 rootProject.ext.sharedConfigDirectory = sharedConfigDirectory
 
 apply from: "$sharedConfigDirectory/repositories.gradle"
-apply from: "$sharedConfigDirectory/spotless.gradle"
 
 if (hasProperty('appBuildDir')) {
   buildDir = property('appBuildDir')
diff --git a/dd-smoke-tests/wildfly/spring-ear/build.gradle b/dd-smoke-tests/wildfly/spring-ear/build.gradle
index e9f10e11cb9..fae476be498 100644
--- a/dd-smoke-tests/wildfly/spring-ear/build.gradle
+++ b/dd-smoke-tests/wildfly/spring-ear/build.gradle
@@ -1,7 +1,6 @@
 plugins {
   id 'java'
   id 'ear'
-  id 'com.diffplug.spotless' version '6.13.0'
 }
 
 def sharedRootDir = "$rootDir/../../../"
@@ -9,7 +8,6 @@ def sharedConfigDirectory = "$sharedRootDir/gradle"
 rootProject.ext.sharedConfigDirectory = sharedConfigDirectory
 
 apply from: "$sharedConfigDirectory/repositories.gradle"
-apply from: "$sharedConfigDirectory/spotless.gradle"
 apply plugin: 'ear'
 
 if (hasProperty('appBuildDir')) {
diff --git a/gradle/enforcement/spotless-scalafmt.conf b/gradle/enforcement/spotless-scalafmt.conf
index 2368ce01777..d1e1ae77b97 100644
--- a/gradle/enforcement/spotless-scalafmt.conf
+++ b/gradle/enforcement/spotless-scalafmt.conf
@@ -1,2 +1,4 @@
+version = 3.8.6
+runner.dialect = scala213
 align.preset = more
 maxColumn = 100
diff --git a/gradle/spotless.gradle b/gradle/spotless.gradle
index 3c64ef5c0a0..956218c4721 100644
--- a/gradle/spotless.gradle
+++ b/gradle/spotless.gradle
@@ -22,7 +22,7 @@ spotless {
       // ignore embedded test projects and everything in build dir, e.g. generated sources
       targetExclude('src/test/resources/**', buildDirectoryFiles)
       // This is the last Google Java Format version that supports Java 8
-      googleJavaFormat('1.7')
+      googleJavaFormat('1.32.0')
     }
   }
 
@@ -44,9 +44,11 @@ spotless {
     toggleOffOn()
     // same as kotlin, but for .gradle.kts files (defaults to '*.gradle.kts')
     target '*.gradle.kts'
-    // ktfmt('0.40').kotlinlangStyle() // needs Java 11+
-    // Newer versions do not work well with the older version of kotlin in this build
-    ktlint('0.41.0').userData(['indent_size': '2', 'continuation_indent_size': '2'])
+    ktlint('1.7.1').editorConfigOverride([
+      // Disable trailing comma rules to minimize diff.
+      'ktlint_standard_trailing-comma-on-call-site': 'disabled',
+      'ktlint_standard_trailing-comma-on-declaration-site': 'disabled'
+    ])
   }
 
   project.pluginManager.withPlugin('groovy') {
@@ -66,21 +68,22 @@ spotless {
     scala {
       toggleOffOn()
       targetExclude(buildDirectoryFiles)
-      scalafmt('2.7.5').configFile(configPath + '/enforcement/spotless-scalafmt.conf')
+      // TODO: For some reason Scala format is working correctly with this version only.
+      scalafmt('3.8.6').configFile(configPath + '/enforcement/spotless-scalafmt.conf')
     }
   }
 
   format 'markdown', {
     toggleOffOn()
     target '*.md', '.github/**/*.md', 'src/**/*.md', 'application/**/*.md'
-    indentWithSpaces()
+    leadingTabsToSpaces()
     endWithNewline()
   }
 
   format 'misc', {
     toggleOffOn()
     target '.gitignore', '*.sh', 'tooling/*.sh', '.gitlab/*.sh'
-    indentWithSpaces()
+    leadingTabsToSpaces()
     trimTrailingWhitespace()
     endWithNewline()
   }
@@ -88,10 +91,12 @@ spotless {
   project.pluginManager.withPlugin('kotlin') {
     kotlin {
       toggleOffOn()
-      // ktfmt('0.40').kotlinlangStyle() // needs Java 11+
       targetExclude(buildDirectoryFiles)
-      // Newer versions do not work well with the older version of kotlin in this build
-      ktlint('0.41.0').userData(['indent_size': '2', 'continuation_indent_size': '2'])
+      ktlint('1.7.1').editorConfigOverride([
+        // Disable trailing comma rules to minimize diff.
+        'ktlint_standard_trailing-comma-on-call-site': 'disabled',
+        'ktlint_standard_trailing-comma-on-declaration-site': 'disabled'
+      ])
     }
   }
 }
diff --git a/test-published-dependencies/agent-logs-on-java-7/build.gradle b/test-published-dependencies/agent-logs-on-java-7/build.gradle
index 0bc7530b989..d88f2185d9d 100644
--- a/test-published-dependencies/agent-logs-on-java-7/build.gradle
+++ b/test-published-dependencies/agent-logs-on-java-7/build.gradle
@@ -5,6 +5,11 @@ plugins {
 
 java {
   disableAutoTargetJvm()
+
+  toolchain {
+    languageVersion = JavaLanguageVersion.of(8)
+  }
+
   sourceCompatibility = JavaVersion.VERSION_1_7
   targetCompatibility = JavaVersion.VERSION_1_7
 }
diff --git a/test-published-dependencies/build.gradle b/test-published-dependencies/build.gradle
index 75054666df2..8f474b63507 100644
--- a/test-published-dependencies/build.gradle
+++ b/test-published-dependencies/build.gradle
@@ -1,5 +1,5 @@
 plugins {
-  id 'com.diffplug.spotless' version '6.13.0'
+  id 'com.diffplug.spotless' version '8.0.0'
 }
 
 def sharedConfigDirectory = "$rootDir/../gradle"
diff --git a/test-published-dependencies/gradle/gradle-daemon-jvm.properties b/test-published-dependencies/gradle/gradle-daemon-jvm.properties
new file mode 100644
index 00000000000..52234b5ce85
--- /dev/null
+++ b/test-published-dependencies/gradle/gradle-daemon-jvm.properties
@@ -0,0 +1 @@
+toolchainVersion=21