diff --git a/relay-metrics/src/aggregation.rs b/relay-metrics/src/aggregation.rs
index 034b2dd5a5..683468134d 100644
--- a/relay-metrics/src/aggregation.rs
+++ b/relay-metrics/src/aggregation.rs
@@ -340,10 +340,6 @@ impl AggregatorConfig {
         let output_timestamp = UnixTimestamp::from_secs(ts);
 
         if !self.timestamp_range().contains(&output_timestamp) {
-            let delta = (ts as i64) - (UnixTimestamp::now().as_secs() as i64);
-            relay_statsd::metric!(
-                histogram(MetricHistograms::InvalidBucketTimestamp) = delta as f64,
-            );
             return Err(AggregateMetricsErrorKind::InvalidTimestamp(timestamp).into());
         }
 
@@ -920,6 +916,28 @@ impl AggregatorService {
         key
     }
 
+    // Wrapper for [`AggregatorConfig::get_bucket_timestamp`].
+    // Logs a statsd metric for invalid timestamps.
+    fn get_bucket_timestamp(
+        &self,
+        timestamp: UnixTimestamp,
+        bucket_width: u64,
+    ) -> Result<UnixTimestamp, AggregateMetricsError> {
+        let res = self.config.get_bucket_timestamp(timestamp, bucket_width);
+        if let Err(AggregateMetricsError {
+            kind: AggregateMetricsErrorKind::InvalidTimestamp(ts),
+        }) = res
+        {
+            let delta = (ts.as_secs() as i64) - (UnixTimestamp::now().as_secs() as i64);
+            relay_statsd::metric!(
+                histogram(MetricHistograms::InvalidBucketTimestamp) = delta as f64,
+                aggregator = &self.name,
+            );
+        }
+
+        res
+    }
+
     /// Merge a preaggregated bucket into this aggregator.
     ///
     /// If no bucket exists for the given bucket key, a new bucket will be created.
@@ -928,9 +946,7 @@ impl AggregatorService {
         project_key: ProjectKey,
         bucket: Bucket,
     ) -> Result<(), AggregateMetricsError> {
-        let timestamp = self
-            .config
-            .get_bucket_timestamp(bucket.timestamp, bucket.width)?;
+        let timestamp = self.get_bucket_timestamp(bucket.timestamp, bucket.width)?;
         let key = BucketKey {
             project_key,
             timestamp,
@@ -1024,7 +1040,7 @@ impl AggregatorService {
     {
         for bucket in buckets.into_iter() {
             if let Err(error) = self.merge(project_key, bucket) {
-                relay_log::error!(error = &error as &dyn Error);
+                relay_log::error!(tags.aggregator = self.name, error = &error as &dyn Error);
             }
         }
 
@@ -1043,7 +1059,8 @@ impl AggregatorService {
         // We only emit statsd metrics for the cost on flush (and not when merging the buckets),
         // assuming that this gives us more than enough data points.
         relay_statsd::metric!(
-            gauge(MetricGauges::BucketsCost) = self.cost_tracker.total_cost as u64
+            gauge(MetricGauges::BucketsCost) = self.cost_tracker.total_cost as u64,
+            aggregator = &self.name,
         );
 
         let mut buckets = HashMap::<ProjectKey, Vec<HashedBucket>>::new();
@@ -1099,7 +1116,8 @@ impl AggregatorService {
             relay_statsd::metric!(
                 gauge(MetricGauges::AvgBucketSize) = item_count as f64 / bucket_count as f64,
                 metric_type = ty.as_str(),
-                namespace = namespace.as_str()
+                namespace = namespace.as_str(),
+                aggregator = &self.name,
             );
         }
 
@@ -1216,7 +1234,11 @@ impl AggregatorService {
             buckets,
         } = msg;
         if let Err(err) = self.merge_all(project_key, buckets) {
-            relay_log::error!(error = &err as &dyn Error, "failed to merge buckets");
+            relay_log::error!(
+                tags.aggregator = &self.name,
+                error = &err as &dyn Error,
+                "failed to merge buckets"
+            );
         }
     }
 
@@ -1275,7 +1297,10 @@ impl Drop for AggregatorService {
     fn drop(&mut self) {
         let remaining_buckets = self.buckets.len();
         if remaining_buckets > 0 {
-            relay_log::error!("metrics aggregator dropping {remaining_buckets} buckets");
+            relay_log::error!(
+                tags.aggregator = &self.name,
+                "metrics aggregator dropping {remaining_buckets} buckets"
+            );
             relay_statsd::metric!(
                 counter(MetricCounters::BucketsDropped) += remaining_buckets as i64,
                 aggregator = &self.name,