diff --git a/pkg/storage/bloom/v1/bloom_tokenizer.go b/pkg/storage/bloom/v1/bloom_tokenizer.go
index 333e2f22a37c..ec4edf4ac936 100644
--- a/pkg/storage/bloom/v1/bloom_tokenizer.go
+++ b/pkg/storage/bloom/v1/bloom_tokenizer.go
@@ -112,7 +112,7 @@ func (bt *BloomTokenizer) Populate(blooms v2iter.SizedIterator[*Bloom], chks v2i
 		// We noticed some blooms are empty on the resulting blocks.
 		// We have the feeling that the empty blooms may be reused from old blocks.
 		// Here we log an error if we find an empty bloom.
-		if bloom.Count() == 0 {
+		if bloom.IsEmpty() {
 			level.Warn(bt.logger).Log("msg", "found existing empty bloom")
 		}
 	} else {
@@ -149,7 +149,7 @@ func (bt *BloomTokenizer) Populate(blooms v2iter.SizedIterator[*Bloom], chks v2i
 	}
 
 	// TODO(salvacorts): Delete this once we solve the correctness bug
-	if bloom.Count() == 0 {
+	if bloom.IsEmpty() {
 		level.Warn(bt.logger).Log("msg", "resulting bloom is empty")
 	}
 
diff --git a/pkg/storage/bloom/v1/filter/scalable.go b/pkg/storage/bloom/v1/filter/scalable.go
index ca979632db1d..3e59a99b011f 100644
--- a/pkg/storage/bloom/v1/filter/scalable.go
+++ b/pkg/storage/bloom/v1/filter/scalable.go
@@ -116,6 +116,10 @@ func (s *ScalableBloomFilter) Count() (ct int) {
 	return
 }
 
+func (s *ScalableBloomFilter) IsEmpty() bool {
+	return s.Count() == 0
+}
+
 // FillRatio returns the average ratio of set bits across every filter.
 func (s *ScalableBloomFilter) FillRatio() float64 {
 	var sum, count float64
diff --git a/pkg/storage/bloom/v1/fuse.go b/pkg/storage/bloom/v1/fuse.go
index 37a0de06c489..f579ce652784 100644
--- a/pkg/storage/bloom/v1/fuse.go
+++ b/pkg/storage/bloom/v1/fuse.go
@@ -305,14 +305,18 @@ func (fq *FusedQuerier) runSeries(_ Schema, series *SeriesWithMeta, reqs []Reque
 		// Test each bloom individually
 		bloom := fq.bq.blooms.At()
 
-		// TODO(owen-d): this is a stopgap to avoid filtering broken blooms until we find their cause.
+		// This is a stopgap to avoid filtering on empty blooms.
 		// In the case we don't have any data in the bloom, don't filter any chunks.
-		if bloom.ScalableBloomFilter.Count() == 0 {
-			level.Warn(fq.logger).Log(
-				"msg", "Found bloom with no data",
-				"offset_page", offset.Page,
-				"offset_bytes", offset.ByteOffset,
-			)
+		// Empty blooms are generated from chunks that do not have entries with structured metadata.
+		if bloom.IsEmpty() {
+			// To debug empty blooms, uncomment the following block. Note that this may produce *a lot* of logs.
+			// swb := fq.bq.At()
+			// level.Debug(fq.logger).Log(
+			// 	"msg", "empty bloom",
+			// 	"series", swb.Fingerprint,
+			// 	"offset_page", offset.Page,
+			// 	"offset_bytes", offset.ByteOffset,
+			// )
 
 			for j := range reqs {
 				for k := range inputs[j].InBlooms {