diff --git a/hadoop-yarn-project/CHANGES.txt b/hadoop-yarn-project/CHANGES.txt
index 10f54e6e72..c306c04d17 100644
--- a/hadoop-yarn-project/CHANGES.txt
+++ b/hadoop-yarn-project/CHANGES.txt
@@ -283,6 +283,8 @@ Release 2.8.0 - UNRELEASED
     YARN-3226. UI changes for decommissioning node. (Sunil G via
     junping_du)
 
+    YARN-3458. CPU resource monitoring in Windows. (Inigo Goiri via cnauroth)
+
   IMPROVEMENTS
 
     YARN-644. Basic null check is not performed on passed in arguments before
diff --git a/hadoop-yarn-project/hadoop-yarn/hadoop-yarn-common/src/main/java/org/apache/hadoop/yarn/util/WindowsBasedProcessTree.java b/hadoop-yarn-project/hadoop-yarn/hadoop-yarn-common/src/main/java/org/apache/hadoop/yarn/util/WindowsBasedProcessTree.java
index 1bf25a5492..30add01304 100644
--- a/hadoop-yarn-project/hadoop-yarn/hadoop-yarn-common/src/main/java/org/apache/hadoop/yarn/util/WindowsBasedProcessTree.java
+++ b/hadoop-yarn-project/hadoop-yarn/hadoop-yarn-common/src/main/java/org/apache/hadoop/yarn/util/WindowsBasedProcessTree.java
@@ -19,12 +19,14 @@
 package org.apache.hadoop.yarn.util;
 
 import java.io.IOException;
+import java.math.BigInteger;
 import java.util.HashMap;
 import java.util.Map;
 
 import org.apache.commons.logging.Log;
 import org.apache.commons.logging.LogFactory;
 import org.apache.hadoop.classification.InterfaceAudience.Private;
+import org.apache.hadoop.util.CpuTimeTracker;
 import org.apache.hadoop.util.Shell;
 import org.apache.hadoop.util.Shell.ShellCommandExecutor;
 import org.apache.hadoop.util.StringUtils;
@@ -48,7 +50,12 @@ static class ProcessInfo {
   private long cpuTimeMs = UNAVAILABLE;
   private Map<String, ProcessInfo> processTree =
       new HashMap<String, ProcessInfo>();
-    
+
+  /** Track CPU utilization. */
+  private final CpuTimeTracker cpuTimeTracker;
+  /** Clock to account for CPU utilization. */
+  private Clock clock;
+
   public static boolean isAvailable() {
     if (Shell.WINDOWS) {
       if (!Shell.hasWinutilsPath()) {
@@ -71,9 +78,25 @@ public static boolean isAvailable() {
     return false;
   }
 
-  public WindowsBasedProcessTree(String pid) {
+  /**
+   * Create a monitor for a Windows process tree.
+   * @param pid Identifier of the job object.
+   */
+  public WindowsBasedProcessTree(final String pid) {
+    this(pid, new SystemClock());
+  }
+
+  /**
+   * Create a monitor for a Windows process tree.
+   * @param pid Identifier of the job object.
+   * @param pClock Clock to keep track of time for CPU utilization.
+   */
+  public WindowsBasedProcessTree(final String pid, final Clock pClock) {
     super(pid);
-    taskProcessId = pid;
+    this.taskProcessId = pid;
+    this.clock = pClock;
+    // Instead of jiffies, Windows uses milliseconds directly; 1ms = 1 jiffy
+    this.cpuTimeTracker = new CpuTimeTracker(1L);
   }
 
   // helper method to override while testing
@@ -213,7 +236,7 @@ public long getRssMemorySize(int olderThanAge) {
     }
     return total;
   }
-  
+
   @Override
   @SuppressWarnings("deprecation")
   public long getCumulativeRssmem(int olderThanAge) {
@@ -231,9 +254,27 @@ public long getCumulativeCpuTime() {
     return cpuTimeMs;
   }
 
+  /**
+   * Get the number of used ms for all the processes under the monitored job
+   * object.
+   * @return Total consumed milliseconds by all processes in the job object.
+   */
+  private BigInteger getTotalProcessMs() {
+    long totalMs = 0;
+    for (ProcessInfo p : processTree.values()) {
+      if (p != null) {
+        totalMs += p.cpuTimeMs;
+      }
+    }
+    return BigInteger.valueOf(totalMs);
+  }
+
   @Override
   public float getCpuUsagePercent() {
-    return UNAVAILABLE;
+    BigInteger processTotalMs = getTotalProcessMs();
+    cpuTimeTracker.updateElapsedJiffies(processTotalMs, clock.getTime());
+
+    return cpuTimeTracker.getCpuTrackerUsagePercent();
   }
 
 }
diff --git a/hadoop-yarn-project/hadoop-yarn/hadoop-yarn-common/src/test/java/org/apache/hadoop/yarn/util/TestWindowsBasedProcessTree.java b/hadoop-yarn-project/hadoop-yarn/hadoop-yarn-common/src/test/java/org/apache/hadoop/yarn/util/TestWindowsBasedProcessTree.java
index 80c5b02d7c..c28915c8fa 100644
--- a/hadoop-yarn-project/hadoop-yarn/hadoop-yarn-common/src/test/java/org/apache/hadoop/yarn/util/TestWindowsBasedProcessTree.java
+++ b/hadoop-yarn-project/hadoop-yarn/hadoop-yarn-common/src/test/java/org/apache/hadoop/yarn/util/TestWindowsBasedProcessTree.java
@@ -21,8 +21,9 @@
 import org.apache.commons.logging.Log;
 import org.apache.commons.logging.LogFactory;
 import org.apache.hadoop.util.Shell;
-
+import org.junit.Assert;
 import org.junit.Test;
+
 import static org.junit.Assert.assertTrue;
 
 public class TestWindowsBasedProcessTree {
@@ -31,8 +32,9 @@ public class TestWindowsBasedProcessTree {
   
   class WindowsBasedProcessTreeTester extends WindowsBasedProcessTree {
     String infoStr = null;
-    public WindowsBasedProcessTreeTester(String pid) {
-      super(pid);
+
+    public WindowsBasedProcessTreeTester(String pid, Clock clock) {
+      super(pid, clock);
     }
     @Override
     String getAllProcessInfoFromShell() {
@@ -49,8 +51,11 @@ public void tree() {
     }
     assertTrue("WindowsBasedProcessTree should be available on Windows", 
                WindowsBasedProcessTree.isAvailable());
-    
-    WindowsBasedProcessTreeTester pTree = new WindowsBasedProcessTreeTester("-1");
+    ControlledClock testClock = new ControlledClock(new SystemClock());
+    long elapsedTimeBetweenUpdatesMsec = 0;
+    testClock.setTime(elapsedTimeBetweenUpdatesMsec);
+
+    WindowsBasedProcessTreeTester pTree = new WindowsBasedProcessTreeTester("-1", testClock);
     pTree.infoStr = "3524,1024,1024,500\r\n2844,1024,1024,500\r\n";
     pTree.updateProcessTree();
     assertTrue(pTree.getVirtualMemorySize() == 2048);
@@ -63,8 +68,11 @@ public void tree() {
     assertTrue(pTree.getRssMemorySize(0) == 2048);
     assertTrue(pTree.getCumulativeRssmem(0) == 2048);
     assertTrue(pTree.getCumulativeCpuTime() == 1000);
+    assertTrue(pTree.getCpuUsagePercent() == ResourceCalculatorProcessTree.UNAVAILABLE);
 
     pTree.infoStr = "3524,1024,1024,1000\r\n2844,1024,1024,1000\r\n1234,1024,1024,1000\r\n";
+    elapsedTimeBetweenUpdatesMsec = 1000;
+    testClock.setTime(elapsedTimeBetweenUpdatesMsec);
     pTree.updateProcessTree();
     assertTrue(pTree.getVirtualMemorySize() == 3072);
     assertTrue(pTree.getCumulativeVmem() == 3072);
@@ -75,8 +83,13 @@ public void tree() {
     assertTrue(pTree.getRssMemorySize(1) == 2048);
     assertTrue(pTree.getCumulativeRssmem(1) == 2048);
     assertTrue(pTree.getCumulativeCpuTime() == 3000);
+    assertTrue(pTree.getCpuUsagePercent() == 200);
+    Assert.assertEquals("Percent CPU time is not correct",
+        pTree.getCpuUsagePercent(), 200, 0.01);
 
     pTree.infoStr = "3524,1024,1024,1500\r\n2844,1024,1024,1500\r\n";
+    elapsedTimeBetweenUpdatesMsec = 2000;
+    testClock.setTime(elapsedTimeBetweenUpdatesMsec);
     pTree.updateProcessTree();
     assertTrue(pTree.getVirtualMemorySize() == 2048);
     assertTrue(pTree.getCumulativeVmem() == 2048);
@@ -87,5 +100,7 @@ public void tree() {
     assertTrue(pTree.getRssMemorySize(2) == 2048);
     assertTrue(pTree.getCumulativeRssmem(2) == 2048);
     assertTrue(pTree.getCumulativeCpuTime() == 4000);
+    Assert.assertEquals("Percent CPU time is not correct",
+        pTree.getCpuUsagePercent(), 0, 0.01);
   }
 }