diff --git a/hadoop-hdds/common/pom.xml b/hadoop-hdds/common/pom.xml
index b0ed7c479c88..f753011f0a70 100644
--- a/hadoop-hdds/common/pom.xml
+++ b/hadoop-hdds/common/pom.xml
@@ -178,10 +178,6 @@
       <groupId>org.bouncycastle</groupId>
       <artifactId>bcprov-jdk18on</artifactId>
     </dependency>
-    <dependency>
-      <groupId>org.bouncycastle</groupId>
-      <artifactId>bcutil-jdk18on</artifactId>
-    </dependency>
     <dependency>
       <groupId>org.jetbrains.kotlin</groupId>
       <artifactId>kotlin-stdlib</artifactId>
@@ -221,6 +217,11 @@
       <type>test-jar</type>
       <scope>test</scope>
     </dependency>
+    <dependency>
+      <groupId>org.bouncycastle</groupId>
+      <artifactId>bcutil-jdk18on</artifactId>
+      <scope>test</scope>
+    </dependency>
     <dependency>
       <groupId>org.junit.platform</groupId>
       <artifactId>junit-platform-launcher</artifactId>
diff --git a/hadoop-hdds/framework/pom.xml b/hadoop-hdds/framework/pom.xml
index 585764280f11..35723f42f9bf 100644
--- a/hadoop-hdds/framework/pom.xml
+++ b/hadoop-hdds/framework/pom.xml
@@ -194,20 +194,6 @@
         </exclusion>
       </exclusions>
     </dependency>
-    <dependency>
-      <groupId>org.apache.ratis</groupId>
-      <artifactId>ratis-server</artifactId>
-      <exclusions>
-        <exclusion>
-          <groupId>org.bouncycastle</groupId>
-          <artifactId>bcprov-jdk18on</artifactId>
-        </exclusion>
-        <exclusion>
-          <groupId>org.slf4j</groupId>
-          <artifactId>slf4j-reload4j</artifactId>
-        </exclusion>
-      </exclusions>
-    </dependency>
     <dependency>
       <groupId>org.apache.ratis</groupId>
       <artifactId>ratis-server-api</artifactId>
@@ -325,6 +311,21 @@
       <type>test-jar</type>
       <scope>test</scope>
     </dependency>
+    <dependency>
+      <groupId>org.apache.ratis</groupId>
+      <artifactId>ratis-server</artifactId>
+      <scope>test</scope>
+      <exclusions>
+        <exclusion>
+          <groupId>org.bouncycastle</groupId>
+          <artifactId>bcprov-jdk18on</artifactId>
+        </exclusion>
+        <exclusion>
+          <groupId>org.slf4j</groupId>
+          <artifactId>slf4j-reload4j</artifactId>
+        </exclusion>
+      </exclusions>
+    </dependency>
     <dependency>
       <groupId>org.eclipse.jetty</groupId>
       <artifactId>jetty-util-ajax</artifactId>
diff --git a/hadoop-hdds/rocks-native/pom.xml b/hadoop-hdds/rocks-native/pom.xml
index 89c0fc62bf40..94bc77b79eb1 100644
--- a/hadoop-hdds/rocks-native/pom.xml
+++ b/hadoop-hdds/rocks-native/pom.xml
@@ -50,6 +50,7 @@
     <dependency>
       <groupId>org.rocksdb</groupId>
       <artifactId>rocksdbjni</artifactId>
+      <!-- <scope>test</scope> but transitive via hdds-managed-rocksdb -->
     </dependency>
     <dependency>
       <groupId>org.slf4j</groupId>
diff --git a/hadoop-hdds/rocksdb-checkpoint-differ/pom.xml b/hadoop-hdds/rocksdb-checkpoint-differ/pom.xml
index ac0613f61837..8093262efbda 100644
--- a/hadoop-hdds/rocksdb-checkpoint-differ/pom.xml
+++ b/hadoop-hdds/rocksdb-checkpoint-differ/pom.xml
@@ -47,10 +47,6 @@
       <groupId>org.apache.commons</groupId>
       <artifactId>commons-lang3</artifactId>
     </dependency>
-    <dependency>
-      <groupId>org.apache.hadoop</groupId>
-      <artifactId>hadoop-common</artifactId>
-    </dependency>
     <dependency>
       <groupId>org.apache.ozone</groupId>
       <artifactId>hdds-common</artifactId>
@@ -89,6 +85,11 @@
     </dependency>
 
     <!-- Test dependencies -->
+    <dependency>
+      <groupId>org.apache.hadoop</groupId>
+      <artifactId>hadoop-common</artifactId>
+      <scope>test</scope>
+    </dependency>
     <dependency>
       <groupId>org.apache.ozone</groupId>
       <artifactId>hdds-rocks-native</artifactId>
diff --git a/hadoop-hdds/server-scm/pom.xml b/hadoop-hdds/server-scm/pom.xml
index 50bf14c6a95e..4761fcd722a8 100644
--- a/hadoop-hdds/server-scm/pom.xml
+++ b/hadoop-hdds/server-scm/pom.xml
@@ -41,6 +41,7 @@
     <dependency>
       <groupId>com.fasterxml.jackson.core</groupId>
       <artifactId>jackson-databind</artifactId>
+      <!-- <scope>test</scope> but transitive via hdds-server-framework -->
     </dependency>
     <dependency>
       <groupId>com.google.guava</groupId>
@@ -77,6 +78,7 @@
     <dependency>
       <groupId>org.apache.commons</groupId>
       <artifactId>commons-compress</artifactId>
+      <!-- <scope>test</scope> but transitive via hdds-server-framework -->
     </dependency>
     <dependency>
       <groupId>org.apache.commons</groupId>
@@ -97,6 +99,7 @@
     <dependency>
       <groupId>org.apache.ozone</groupId>
       <artifactId>hdds-client</artifactId>
+      <!-- <scope>test</scope> but transitive via hdds-container-service -->
     </dependency>
     <dependency>
       <groupId>org.apache.ozone</groupId>
diff --git a/hadoop-ozone/ozone-manager/pom.xml b/hadoop-ozone/ozone-manager/pom.xml
index 186a26ffa7c5..cfe37bba1b8a 100644
--- a/hadoop-ozone/ozone-manager/pom.xml
+++ b/hadoop-ozone/ozone-manager/pom.xml
@@ -96,10 +96,6 @@
       <groupId>jakarta.annotation</groupId>
       <artifactId>jakarta.annotation-api</artifactId>
     </dependency>
-    <dependency>
-      <groupId>jakarta.xml.bind</groupId>
-      <artifactId>jakarta.xml.bind-api</artifactId>
-    </dependency>
     <dependency>
       <groupId>javax.servlet</groupId>
       <artifactId>javax.servlet-api</artifactId>
@@ -165,10 +161,6 @@
       <groupId>org.apache.ozone</groupId>
       <artifactId>hdds-server-framework</artifactId>
     </dependency>
-    <dependency>
-      <groupId>org.apache.ozone</groupId>
-      <artifactId>ozone-client</artifactId>
-    </dependency>
     <dependency>
       <groupId>org.apache.ozone</groupId>
       <artifactId>ozone-common</artifactId>
@@ -335,6 +327,11 @@
       <artifactId>compile-testing</artifactId>
       <scope>test</scope>
     </dependency>
+    <dependency>
+      <groupId>jakarta.xml.bind</groupId>
+      <artifactId>jakarta.xml.bind-api</artifactId>
+      <scope>test</scope>
+    </dependency>
     <dependency>
       <groupId>org.apache.hadoop</groupId>
       <artifactId>hadoop-common</artifactId>
@@ -370,6 +367,11 @@
       <type>test-jar</type>
       <scope>test</scope>
     </dependency>
+    <dependency>
+      <groupId>org.apache.ozone</groupId>
+      <artifactId>ozone-client</artifactId>
+      <scope>test</scope>
+    </dependency>
   </dependencies>
   <build>
     <testResources>
diff --git a/hadoop-ozone/recon/pom.xml b/hadoop-ozone/recon/pom.xml
index 38cb0f0fd9b1..3396da0b0772 100644
--- a/hadoop-ozone/recon/pom.xml
+++ b/hadoop-ozone/recon/pom.xml
@@ -282,6 +282,7 @@
     <dependency>
       <groupId>org.springframework</groupId>
       <artifactId>spring-core</artifactId>
+      <!-- <scope>test</scope> but transitive via spring-jdbc -->
     </dependency>
     <dependency>
       <groupId>org.springframework</groupId>
diff --git a/hadoop-ozone/s3gateway/pom.xml b/hadoop-ozone/s3gateway/pom.xml
index 365010e7b702..b3875558f61d 100644
--- a/hadoop-ozone/s3gateway/pom.xml
+++ b/hadoop-ozone/s3gateway/pom.xml
@@ -137,6 +137,7 @@
     <dependency>
       <groupId>org.apache.ozone</groupId>
       <artifactId>hdds-client</artifactId>
+      <!-- <scope>test</scope> but transitive via ozone-client -->
     </dependency>
     <dependency>
       <groupId>org.apache.ozone</groupId>
@@ -169,6 +170,7 @@
     <dependency>
       <groupId>org.apache.ozone</groupId>
       <artifactId>ozone-interface-client</artifactId>
+      <!-- <scope>test</scope> but transitive via ozone-client -->
     </dependency>
     <dependency>
       <groupId>org.apache.ratis</groupId>
@@ -197,6 +199,7 @@
     <dependency>
       <groupId>org.glassfish.jersey.core</groupId>
       <artifactId>jersey-common</artifactId>
+      <!-- <scope>test</scope> but transitive via jersey-server -->
     </dependency>
     <dependency>
       <groupId>org.glassfish.jersey.core</groupId>
diff --git a/pom.xml b/pom.xml
index fc406ac38852..add318e791ec 100644
--- a/pom.xml
+++ b/pom.xml
@@ -2194,6 +2194,21 @@
                 <!-- disabled test -->
                 <excludedClass>org.apache.hadoop.ozone.om.service.TestRangerBGSyncService</excludedClass>
               </excludedClasses>
+              <ignoredNonTestScopedDependencies>
+                <!--
+                  Ignore false positive "Non-test scoped test only dependencies": these are test-only in some module, compile scope transitively.
+                  See:
+                  - https://issues.apache.org/jira/browse/MDEP-791
+                  - https://issues.apache.org/jira/browse/MNG-6058
+                -->
+                <ignoredNonTestScopedDependency>com.fasterxml.jackson.core:jackson-databind:jar</ignoredNonTestScopedDependency>
+                <ignoredNonTestScopedDependency>org.apache.commons:commons-compress:jar</ignoredNonTestScopedDependency>
+                <ignoredNonTestScopedDependency>org.apache.ozone:hdds-client:jar</ignoredNonTestScopedDependency>
+                <ignoredNonTestScopedDependency>org.apache.ozone:ozone-interface-client:jar</ignoredNonTestScopedDependency>
+                <ignoredNonTestScopedDependency>org.glassfish.jersey.core:jersey-common:jar</ignoredNonTestScopedDependency>
+                <ignoredNonTestScopedDependency>org.rocksdb:rocksdbjni:jar</ignoredNonTestScopedDependency>
+                <ignoredNonTestScopedDependency>org.springframework:spring-core:jar</ignoredNonTestScopedDependency>
+              </ignoredNonTestScopedDependencies>
             </configuration>
           </execution>
           <execution>