diff --git a/fbgemm_gpu/fbgemm_gpu/tbe/ssd/training.py b/fbgemm_gpu/fbgemm_gpu/tbe/ssd/training.py
index 4afede5977..0031f4e0c6 100644
--- a/fbgemm_gpu/fbgemm_gpu/tbe/ssd/training.py
+++ b/fbgemm_gpu/fbgemm_gpu/tbe/ssd/training.py
@@ -1160,6 +1160,15 @@ def __init__(
         self.dram_kv_miss_count_stats_name: str = (
             f"dram_kv.perf.get.tbe_id{tbe_unique_id}.dram_read_miss_count"
         )
+        self.enrichment_query_count_stats_name: str = (
+            f"dram_kv.perf.get.tbe_id{tbe_unique_id}.enrichment_query_count"
+        )
+        self.enrichment_empty_count_stats_name: str = (
+            f"dram_kv.perf.get.tbe_id{tbe_unique_id}.enrichment_empty_count"
+        )
+        self.enrichment_success_rate_stats_name: str = (
+            f"dram_kv.perf.get.tbe_id{tbe_unique_id}.enrichment_success_rate_pct"
+        )
         self.l1_hit_rate_stats_name: str = (
             f"ssd_tbe.prefetch.tbe_id{tbe_unique_id}.l1_hit_rate_pct"
         )
@@ -1212,6 +1221,9 @@ def __init__(
             self.stats_reporter.register_stats(self.dram_kv_hit_rate_stats_name)
             self.stats_reporter.register_stats(self.dram_kv_hit_count_stats_name)
             self.stats_reporter.register_stats(self.dram_kv_miss_count_stats_name)
+            self.stats_reporter.register_stats(self.enrichment_query_count_stats_name)
+            self.stats_reporter.register_stats(self.enrichment_empty_count_stats_name)
+            self.stats_reporter.register_stats(self.enrichment_success_rate_stats_name)
             self.stats_reporter.register_stats(self.l1_hit_rate_stats_name)
             for t in self.feature_table_map:
                 self.stats_reporter.register_stats(
@@ -4720,6 +4732,35 @@ def _report_dram_kv_perf_stats(self) -> None:
                     enable_tb_metrics=True,
                 )
 
+        # Enrichment query metrics (indices 38-39)
+        if len(dram_kv_perf_stats) >= 40:
+            enrichment_query_count = dram_kv_perf_stats[38]
+            enrichment_empty_count = dram_kv_perf_stats[39]
+            stats_reporter.report_data_amount(
+                iteration_step=self.step,
+                event_name=self.enrichment_query_count_stats_name,
+                data_bytes=enrichment_query_count,
+                enable_tb_metrics=True,
+            )
+            stats_reporter.report_data_amount(
+                iteration_step=self.step,
+                event_name=self.enrichment_empty_count_stats_name,
+                data_bytes=enrichment_empty_count,
+                enable_tb_metrics=True,
+            )
+            if enrichment_query_count > 0:
+                enrichment_success_rate = (
+                    100.0
+                    * (enrichment_query_count - enrichment_empty_count)
+                    / enrichment_query_count
+                )
+                stats_reporter.report_data_amount(
+                    iteration_step=self.step,
+                    event_name=self.enrichment_success_rate_stats_name,
+                    data_bytes=enrichment_success_rate,
+                    enable_tb_metrics=True,
+                )
+
     def _recording_to_timer(self, timer: AsyncSeriesTimer | None, **kwargs: Any) -> Any:
         """
         helper function to call AsyncSeriesTimer, wrap it inside the kernels we want to record
diff --git a/fbgemm_gpu/src/dram_kv_embedding_cache/dram_kv_embedding_cache.h b/fbgemm_gpu/src/dram_kv_embedding_cache/dram_kv_embedding_cache.h
index b6d1307784..0530184b5f 100644
--- a/fbgemm_gpu/src/dram_kv_embedding_cache/dram_kv_embedding_cache.h
+++ b/fbgemm_gpu/src/dram_kv_embedding_cache/dram_kv_embedding_cache.h
@@ -836,6 +836,16 @@ class DramKVEmbeddingCache : public kv_db::EmbeddingKVDB {
           XLOG(INFO) << "[EmbeddingCacheEnrich] " << log_prefix
                      << payloads.size() << "/" << unhashed_ids.size()
                      << ", latency_ms: " << latency_ms;
+          enrichment_query_count_.fetch_add(unhashed_ids.size());
+          if (unhashed_ids.size() >= payloads.size()) {
+            enrichment_empty_count_.fetch_add(
+                unhashed_ids.size() - payloads.size());
+          } else {
+            XLOG(WARN) << "[EmbeddingCacheEnrich] " << log_prefix
+                       << "payloads.size() (" << payloads.size()
+                       << ") > unhashed_ids.size() (" << unhashed_ids.size()
+                       << ")";
+          }
           if (!payloads.empty()) {
             auto result = prepareFn(hashed_ids, unhashed_ids, payloads);
             if (result.has_value()) {
@@ -2049,7 +2059,7 @@ class DramKVEmbeddingCache : public kv_db::EmbeddingKVDB {
   std::vector<double> get_dram_kv_perf(
       const int64_t step,
       const int64_t interval) {
-    std::vector<double> ret(38, 0); // num metrics
+    std::vector<double> ret(40, 0); // num metrics
     if (step > 0 && step % interval == 0) {
       const double d_interval = static_cast<double>(interval);
       int reset_val = 0;
@@ -2125,6 +2135,8 @@ class DramKVEmbeddingCache : public kv_db::EmbeddingKVDB {
       auto read_num_counts = read_num_counts_.exchange(reset_val);
       auto read_hit_count = read_hit_count_.exchange(reset_val);
       auto read_miss_count = read_miss_count_.exchange(reset_val);
+      auto enrichment_query_count = enrichment_query_count_.exchange(reset_val);
+      auto enrichment_empty_count = enrichment_empty_count_.exchange(reset_val);
 
       ret[0] = dram_read_total_duration / d_interval;
       ret[1] = dram_read_sharding_total_duration / d_interval;
@@ -2173,6 +2185,9 @@ class DramKVEmbeddingCache : public kv_db::EmbeddingKVDB {
 
       ret[36] = read_hit_count;
       ret[37] = read_miss_count;
+
+      ret[38] = enrichment_query_count;
+      ret[39] = enrichment_empty_count;
     }
     return ret;
   }
@@ -2436,6 +2451,10 @@ class DramKVEmbeddingCache : public kv_db::EmbeddingKVDB {
   std::atomic<int64_t> read_hit_count_{0};
   std::atomic<int64_t> read_miss_count_{0};
 
+  // Enrichment (laser) query counters: total keys queried and empty results
+  std::atomic<int64_t> enrichment_query_count_{0};
+  std::atomic<int64_t> enrichment_empty_count_{0};
+
   bool disable_random_init_;
 
   // Whether raw embedding streaming (RES) is enabled for this cache