diff --git a/java/google/registry/monitoring/metrics/Counter.java b/java/google/registry/monitoring/metrics/Counter.java
index d19f95353..45b6f50bb 100644
--- a/java/google/registry/monitoring/metrics/Counter.java
+++ b/java/google/registry/monitoring/metrics/Counter.java
@@ -20,8 +20,12 @@ import com.google.common.annotations.VisibleForTesting;
 import com.google.common.collect.ImmutableList;
 import com.google.common.collect.ImmutableSet;
 import com.google.common.util.concurrent.AtomicLongMap;
+import com.google.common.util.concurrent.Striped;
 import google.registry.monitoring.metrics.MetricSchema.Kind;
 import java.util.Map.Entry;
+import java.util.Set;
+import java.util.concurrent.ConcurrentHashMap;
+import java.util.concurrent.locks.Lock;
 import javax.annotation.concurrent.ThreadSafe;
 import org.joda.time.Instant;
 
@@ -29,17 +33,53 @@ import org.joda.time.Instant;
  * A metric which stores Long values. It is stateful and can be changed in increments.
  *
  * <p>This metric is generally suitable for counters, such as requests served or errors generated.
+ *
+ * <p>The start of the {@link MetricPoint#interval()} of values of instances of this metric will be
+ * set to the time that the metric was first set or last {@link #reset()}.
  */
 @ThreadSafe
 public final class Counter extends AbstractMetric<Long>
     implements SettableMetric<Long>, IncrementableMetric {
 
+  /**
+   * The below constants replicate the default initial capacity, load factor, and concurrency level
+   * for {@link ConcurrentHashMap} as of Java SE 7. They are hardcoded here so that the concurrency
+   * level in {@code valueLocks} below can be set identically.
+   */
+  private static final int HASHMAP_INITIAL_CAPACITY = 16;
+  private static final float HASHMAP_LOAD_FACTOR = 0.75f;
+  private static final int HASHMAP_CONCURRENCY_LEVEL = 16;
+
   private static final String LABEL_COUNT_ERROR =
       "The count of labelValues must be equal to the underlying "
           + "MetricDescriptor's count of labels.";
 
+  /**
+   * A map of the {@link Counter} values, with a list of label values as the keys.
+   *
+   * <p>This should be modified in a critical section with {@code valueStartTimestamps} so that the
+   * values are in sync.
+   */
   private final AtomicLongMap<ImmutableList<String>> values = AtomicLongMap.create();
 
+  /**
+   * A map of the {@link Instant} that each value was created, with a list of label values as the
+   * keys. The start timestamp (as part of the {@link MetricPoint#interval()} can be used by
+   * implementations of {@link MetricWriter} to encode resets of monotonic counters.
+   */
+  private final ConcurrentHashMap<ImmutableList<String>, Instant> valueStartTimestamps =
+      new ConcurrentHashMap<>(
+          HASHMAP_INITIAL_CAPACITY, HASHMAP_LOAD_FACTOR, HASHMAP_CONCURRENCY_LEVEL);
+
+  /**
+   * A fine-grained lock to ensure that {@code values} and {@code valueStartTimestamps} are modified
+   * and read in a critical section. The initialization parameter is the concurrency level, set to
+   * match the default concurrency level of {@link ConcurrentHashMap}.
+   *
+   * @see Striped
+   */
+  private final Striped<Lock> valueLocks = Striped.lock(HASHMAP_CONCURRENCY_LEVEL);
+
   Counter(
       String name,
       String description,
@@ -49,8 +89,16 @@ public final class Counter extends AbstractMetric<Long>
   }
 
   @VisibleForTesting
-  void incrementBy(long offset, ImmutableList<String> labelValues) {
-    values.addAndGet(labelValues, offset);
+  void incrementBy(long offset, Instant startTime, ImmutableList<String> labelValues) {
+    Lock lock = valueLocks.get(labelValues);
+    lock.lock();
+
+    try {
+      values.addAndGet(labelValues, offset);
+      valueStartTimestamps.putIfAbsent(labelValues, startTime);
+    } finally {
+      lock.unlock();
+    }
   }
 
   @Override
@@ -58,14 +106,14 @@ public final class Counter extends AbstractMetric<Long>
     checkArgument(labelValues.length == this.getMetricSchema().labels().size(), LABEL_COUNT_ERROR);
     checkArgument(offset >= 0, "The offset provided must be non-negative");
 
-    incrementBy(offset, ImmutableList.copyOf(labelValues));
+    incrementBy(offset, Instant.now(), ImmutableList.copyOf(labelValues));
   }
 
   @Override
   public final void increment(String... labelValues) {
     checkArgument(labelValues.length == this.getMetricSchema().labels().size(), LABEL_COUNT_ERROR);
 
-    incrementBy(1L, ImmutableList.copyOf(labelValues));
+    incrementBy(1L, Instant.now(), ImmutableList.copyOf(labelValues));
   }
 
   /**
@@ -83,23 +131,87 @@ public final class Counter extends AbstractMetric<Long>
   }
 
   @VisibleForTesting
-  final ImmutableList<MetricPoint<Long>> getTimestampedValues(Instant timestamp) {
+  final ImmutableList<MetricPoint<Long>> getTimestampedValues(Instant endTimestamp) {
     ImmutableList.Builder<MetricPoint<Long>> timestampedValues = new ImmutableList.Builder<>();
     for (Entry<ImmutableList<String>, Long> entry : values.asMap().entrySet()) {
-      timestampedValues.add(MetricPoint.create(this, entry.getKey(), timestamp, entry.getValue()));
+      ImmutableList<String> labelValues = entry.getKey();
+      valueLocks.get(labelValues).lock();
+
+      Instant startTimestamp;
+      try {
+        startTimestamp = valueStartTimestamps.get(labelValues);
+      } finally {
+        valueLocks.get(labelValues).unlock();
+      }
+
+      timestampedValues.add(
+          MetricPoint.create(this, labelValues, startTimestamp, endTimestamp, entry.getValue()));
+
     }
     return timestampedValues.build();
   }
 
   @VisibleForTesting
-  final void set(Long value, ImmutableList<String> labelValues) {
-    this.values.put(labelValues, value);
+  final void set(Long value, Instant startTime, ImmutableList<String> labelValues) {
+    Lock lock = valueLocks.get(labelValues);
+    lock.lock();
+
+    try {
+      this.values.put(labelValues, value);
+      valueStartTimestamps.putIfAbsent(labelValues, startTime);
+    } finally {
+      lock.unlock();
+    }
   }
 
   @Override
   public final void set(Long value, String... labelValues) {
     checkArgument(labelValues.length == this.getMetricSchema().labels().size(), LABEL_COUNT_ERROR);
 
-    set(value, ImmutableList.copyOf(labelValues));
+    set(value, Instant.now(), ImmutableList.copyOf(labelValues));
+  }
+
+  @VisibleForTesting
+  final void reset(Instant startTime) {
+    // Lock the entire set of values so that all existing values will have a consistent timestamp
+    // after this call, without the possibility of interleaving with another reset() call.
+    Set<ImmutableList<String>> keys = values.asMap().keySet();
+    for (int i = 0; i < valueLocks.size(); i++) {
+      valueLocks.getAt(i).lock();
+    }
+
+    for (ImmutableList<String> labelValues : keys) {
+      this.values.put(labelValues, 0);
+      this.valueStartTimestamps.put(labelValues, startTime);
+    }
+
+    for (int i = 0; i < valueLocks.size(); i++) {
+      valueLocks.getAt(i).unlock();
+    }
+  }
+
+  @Override
+  public final void reset() {
+    reset(Instant.now());
+  }
+
+  @VisibleForTesting
+  final void reset(Instant startTime, ImmutableList<String> labelValues) {
+    Lock lock = valueLocks.get(labelValues);
+    lock.lock();
+
+    try {
+      this.values.put(labelValues, 0);
+      this.valueStartTimestamps.put(labelValues, startTime);
+    } finally {
+      lock.unlock();
+    }
+  }
+
+  @Override
+  public final void reset(String... labelValues) {
+    checkArgument(labelValues.length == this.getMetricSchema().labels().size(), LABEL_COUNT_ERROR);
+
+    reset(Instant.now(), ImmutableList.copyOf(labelValues));
   }
 }
diff --git a/java/google/registry/monitoring/metrics/IncrementableMetric.java b/java/google/registry/monitoring/metrics/IncrementableMetric.java
index c4ee92f2f..76f6bbfeb 100644
--- a/java/google/registry/monitoring/metrics/IncrementableMetric.java
+++ b/java/google/registry/monitoring/metrics/IncrementableMetric.java
@@ -23,9 +23,9 @@ package google.registry.monitoring.metrics;
 public interface IncrementableMetric extends Metric<Long> {
 
   /**
-   * Increments a metric by 1 for the given set of label values.
+   * Increments a metric by 1 for the given label values.
    *
-   * Use this method rather than {@link IncrementableMetric#incrementBy(long, String...)} if the
+   * <p>Use this method rather than {@link IncrementableMetric#incrementBy(long, String...)} if the
    * increment value is zero, as it will be slightly more performant.
    *
    * <p>If the metric is undefined for given label values, it will be incremented from zero.
@@ -37,7 +37,7 @@ public interface IncrementableMetric extends Metric<Long> {
   void increment(String... labelValues);
 
   /**
-   * Increments a metric by the given non-negative offset for the given set of label values.
+   * Increments a metric by the given non-negative offset for the given label values.
    *
    * <p>If the metric is undefined for given label values, it will be incremented from zero.
    *
@@ -48,4 +48,20 @@ public interface IncrementableMetric extends Metric<Long> {
    * @throws IllegalArgumentException if the offset is negative.
    */
   void incrementBy(long offset, String... labelValues);
+
+  /**
+   * Resets the value and start timestamp of the metric for the given label values.
+   *
+   * <p>This is useful if the counter is tracking a value that is reset as part of a retrying
+   * transaction, for example.
+   */
+  void reset(String... labelValues);
+
+  /**
+   * Atomically resets the value and start timestamp of the metric for all label values.
+   *
+   * <p>This is useful if the counter is tracking values that are reset as part of a retrying
+   * transaction, for example.
+   */
+  void reset();
 }
diff --git a/java/google/registry/monitoring/metrics/Metric.java b/java/google/registry/monitoring/metrics/Metric.java
index 796db663d..c97e47e33 100644
--- a/java/google/registry/monitoring/metrics/Metric.java
+++ b/java/google/registry/monitoring/metrics/Metric.java
@@ -24,8 +24,8 @@ import com.google.common.collect.ImmutableList;
 public interface Metric<V> {
 
   /**
-   * Returns the list of the latest {@link MetricPoint} instances for every label-value combination
-   * tracked for this metric.
+   * Returns the latest {@link MetricPoint} instances for every label-value combination tracked for
+   * this metric.
    */
   ImmutableList<MetricPoint<V>> getTimestampedValues();
 
diff --git a/java/google/registry/monitoring/metrics/MetricPoint.java b/java/google/registry/monitoring/metrics/MetricPoint.java
index 9eff0f766..1a3c3ce53 100644
--- a/java/google/registry/monitoring/metrics/MetricPoint.java
+++ b/java/google/registry/monitoring/metrics/MetricPoint.java
@@ -19,10 +19,11 @@ import static com.google.common.base.Preconditions.checkArgument;
 import com.google.auto.value.AutoValue;
 import com.google.common.collect.ImmutableList;
 import org.joda.time.Instant;
+import org.joda.time.Interval;
 
 /**
- * Value type class to store a point-in-time snapshot of a {@link Metric} value for a given label
- * value tuple.
+ * Value type class to store a snapshot of a {@link Metric} value for a given label value tuple and
+ * time {@link Interval}.
  */
 @AutoValue
 public abstract class MetricPoint<V> {
@@ -34,21 +35,43 @@ public abstract class MetricPoint<V> {
   MetricPoint() {}
 
   /**
-   * Returns a new {@link MetricPoint}. Callers should insure that the count of {@code labelValues}
-   * matches the count of labels for the given metric.
+   * Returns a new {@link MetricPoint} representing a value at a specific {@link Instant}.
+   *
+   * <p>Callers should insure that the count of {@code labelValues} matches the count of labels for
+   * the given metric.
    */
   static <V> MetricPoint<V> create(
       Metric<V> metric, ImmutableList<String> labelValues, Instant timestamp, V value) {
     checkArgument(
         labelValues.size() == metric.getMetricSchema().labels().size(), LABEL_COUNT_ERROR);
-    return new AutoValue_MetricPoint<>(metric, labelValues, timestamp, value);
+    return new AutoValue_MetricPoint<>(
+        metric, labelValues, new Interval(timestamp, timestamp), value);
+  }
+
+  /**
+   * Returns a new {@link MetricPoint} representing a value over an {@link Interval} from {@code
+   * startTime} to {@code endTime}.
+   *
+   * <p>Callers should insure that the count of {@code labelValues} matches the count of labels for
+   * the given metric.
+   */
+  static <V> MetricPoint<V> create(
+      Metric<V> metric,
+      ImmutableList<String> labelValues,
+      Instant startTime,
+      Instant endTime,
+      V value) {
+    checkArgument(
+        labelValues.size() == metric.getMetricSchema().labels().size(), LABEL_COUNT_ERROR);
+    return new AutoValue_MetricPoint<>(
+        metric, labelValues, new Interval(startTime, endTime), value);
   }
 
   public abstract Metric<V> metric();
 
   public abstract ImmutableList<String> labelValues();
 
-  public abstract Instant timestamp();
+  public abstract Interval interval();
 
   public abstract V value();
 }
diff --git a/java/google/registry/monitoring/metrics/StackdriverWriter.java b/java/google/registry/monitoring/metrics/StackdriverWriter.java
index 4a2b4aa2a..a212b295e 100644
--- a/java/google/registry/monitoring/metrics/StackdriverWriter.java
+++ b/java/google/registry/monitoring/metrics/StackdriverWriter.java
@@ -46,6 +46,7 @@ import java.util.logging.Logger;
 import javax.annotation.concurrent.NotThreadSafe;
 import javax.inject.Inject;
 import javax.inject.Named;
+import org.joda.time.Interval;
 import org.joda.time.format.DateTimeFormatter;
 import org.joda.time.format.ISODateTimeFormat;
 
@@ -251,6 +252,12 @@ public class StackdriverWriter implements MetricWriter {
     return descriptor;
   }
 
+  private static TimeInterval encodeTimeInterval(Interval nativeInterval) {
+    return new TimeInterval()
+        .setEndTime(DATETIME_FORMATTER.print(nativeInterval.getEnd()))
+        .setStartTime(DATETIME_FORMATTER.print(nativeInterval.getStart()));
+  }
+
   /**
    * Encodes a {@link MetricPoint} into a Stackdriver {@link TimeSeries}.
    *
@@ -298,9 +305,7 @@ public class StackdriverWriter implements MetricWriter {
     }
 
     Point encodedPoint =
-        new Point()
-            .setInterval(new TimeInterval().setEndTime(DATETIME_FORMATTER.print(point.timestamp())))
-            .setValue(encodedValue);
+        new Point().setInterval(encodeTimeInterval(point.interval())).setValue(encodedValue);
 
     List<LabelDescriptor> encodedLabels = descriptor.getLabels();
     // The MetricDescriptors returned by the GCM API have null fields rather than empty lists
diff --git a/java/google/registry/monitoring/metrics/StoredMetric.java b/java/google/registry/monitoring/metrics/StoredMetric.java
index a307aedf9..0c21a9c29 100644
--- a/java/google/registry/monitoring/metrics/StoredMetric.java
+++ b/java/google/registry/monitoring/metrics/StoredMetric.java
@@ -32,7 +32,11 @@ import org.joda.time.Instant;
  * <p>The values are stored and set over time. This metric is generally suitable for state
  * indicators, such as indicating that a server is in a RUNNING state or in a STOPPED state.
  *
- * <p>See {@link Counter} for a subclass which is suitable for incremental values.
+ * <p>See {@link Counter} for a subclass which is suitable for stateful incremental values.
+ *
+ * <p>The {@link MetricPoint#interval()} of values of instances of this metric will always have a
+ * start time equal to the end time, since the metric value represents a point-in-time snapshot with
+ * no relationship to prior values.
  */
 @ThreadSafe
 public class StoredMetric<V> extends AbstractMetric<V> implements SettableMetric<V> {
@@ -82,7 +86,8 @@ public class StoredMetric<V> extends AbstractMetric<V> implements SettableMetric
   final ImmutableList<MetricPoint<V>> getTimestampedValues(Instant timestamp) {
     ImmutableList.Builder<MetricPoint<V>> timestampedValues = new Builder<>();
     for (Entry<ImmutableList<String>, V> entry : values.entrySet()) {
-      timestampedValues.add(MetricPoint.create(this, entry.getKey(), timestamp, entry.getValue()));
+      timestampedValues.add(
+          MetricPoint.create(this, entry.getKey(), timestamp, timestamp, entry.getValue()));
     }
 
     return timestampedValues.build();
diff --git a/java/google/registry/monitoring/metrics/VirtualMetric.java b/java/google/registry/monitoring/metrics/VirtualMetric.java
index 56270c758..686548753 100644
--- a/java/google/registry/monitoring/metrics/VirtualMetric.java
+++ b/java/google/registry/monitoring/metrics/VirtualMetric.java
@@ -29,6 +29,10 @@ import org.joda.time.Instant;
  *
  * <p>This pattern works well for gauge-like metrics, such as CPU usage, memory usage, and file
  * descriptor counts.
+ *
+ * <p>The {@link MetricPoint#interval()} of values of instances of this metric will always have a
+ * start time equal to the end time, since the metric value represents a point-in-time snapshot with
+ * no relationship to prior values.
  */
 @ThreadSafe
 public final class VirtualMetric<V> extends AbstractMetric<V> {
@@ -77,7 +81,8 @@ public final class VirtualMetric<V> extends AbstractMetric<V> {
 
     ImmutableList.Builder<MetricPoint<V>> metricPoints = ImmutableList.builder();
     for (Entry<ImmutableList<String>, V> entry : values.entrySet()) {
-      metricPoints.add(MetricPoint.create(this, entry.getKey(), timestamp, entry.getValue()));
+      metricPoints.add(
+          MetricPoint.create(this, entry.getKey(), timestamp, timestamp, entry.getValue()));
     }
 
     cardinality = values.size();