diff --git a/pkg/storage/stores/shipper/bloomshipper/store.go b/pkg/storage/stores/shipper/bloomshipper/store.go
index e79db620627ef..6c0e51cc9fcbb 100644
--- a/pkg/storage/stores/shipper/bloomshipper/store.go
+++ b/pkg/storage/stores/shipper/bloomshipper/store.go
@@ -145,6 +145,11 @@ func (b *bloomStoreEntry) UsersForPeriod(ctx context.Context, ts model.Time) ([]
 	)
 	list, _, err := b.objectClient.List(ctx, prefix, "")
 	if err != nil {
+		// If there is no table for the given time, we should return an empty list of tenants.
+		if b.objectClient.IsObjectNotFoundErr(err) {
+			return tenants, "", nil
+		}
+
 		return nil, "", fmt.Errorf("error listing tenants under prefix [%s]: %w", prefix, err)
 	}
 	for _, object := range list {