diff --git a/plugins/catalog-backend/src/database/metrics.test.ts b/plugins/catalog-backend/src/database/metrics.test.ts
index 33b1379a3a..74613dcc91 100644
--- a/plugins/catalog-backend/src/database/metrics.test.ts
+++ b/plugins/catalog-backend/src/database/metrics.test.ts
@@ -122,5 +122,41 @@ describe('metrics', () => {
         expect(Object.fromEntries(refreshed)).toEqual({ component: 2 });
       },
     );
+
+    it.each(databases.eachSupportedId())(
+      'coalesces overlapping callers into a single underlying query, %p',
+      async databaseId => {
+        const knex = await createDatabase(databaseId);
+        const getCount = createEntitiesCountByKind(knex, { ttlMs: 50 });
+
+        await insertEntity(knex, {
+          entityRef: 'component:default/one',
+          finalEntity: '{}',
+        });
+
+        const finalEntitiesQueries: string[] = [];
+        knex.on('query', (q: { sql: string }) => {
+          if (
+            /from\s+["`]?final_entities["`]?/i.test(q.sql) &&
+            /^\s*select/i.test(q.sql)
+          ) {
+            finalEntitiesQueries.push(q.sql);
+          }
+        });
+
+        // Five concurrent callers should result in one query, not five.
+        const results = await Promise.all([
+          getCount(),
+          getCount(),
+          getCount(),
+          getCount(),
+          getCount(),
+        ]);
+        expect(finalEntitiesQueries).toHaveLength(1);
+        for (const r of results) {
+          expect(Object.fromEntries(r)).toEqual({ component: 1 });
+        }
+      },
+    );
   });
 });
diff --git a/plugins/catalog-backend/src/database/metrics.ts b/plugins/catalog-backend/src/database/metrics.ts
index 6b45a46dde..40a3c62b7a 100644
--- a/plugins/catalog-backend/src/database/metrics.ts
+++ b/plugins/catalog-backend/src/database/metrics.ts
@@ -22,15 +22,22 @@ import { MetricsService } from '@backstage/backend-plugin-api/alpha';
 const ENTITIES_COUNT_TTL_MS = 30_000;
 
 /**
- * Returns a function that produces a Map of entity kind -> count, using
- * a short in-process TTL cache.
+ * Returns a function that produces a Map of entity kind -> count, with
+ * a single-flight cache that coalesces overlapping calls.
  *
  * The OpenTelemetry observable gauge and the legacy Prometheus gauge are
  * both registered to emit the same `catalog_entities_count` series, and
- * both fire on every metrics scrape. Without the cache, that means two
+ * both fire on every metrics scrape. Without coalescing, that means two
  * identical heavy queries per scrape per pod, which can pile up against
  * the database faster than they complete.
  *
+ * Concurrent callers share the same in-flight promise, so a query is
+ * never overlapped by another instance of itself. The TTL is the
+ * minimum age at which the next caller is allowed to start a fresh
+ * query; if a query is still running when the TTL would have elapsed,
+ * waiting callers continue to share that one rather than starting a
+ * duplicate.
+ *
  * @internal exported for testing
  */
 export function createEntitiesCountByKind(
@@ -38,15 +45,25 @@ export function createEntitiesCountByKind(
   options?: { ttlMs?: number },
 ): () => Promise<Map<string, number>> {
   const ttlMs = options?.ttlMs ?? ENTITIES_COUNT_TTL_MS;
-  let cache: { at: number; data: Map<string, number> } | undefined;
-  return async () => {
-    const now = Date.now();
-    if (cache && now - cache.at < ttlMs) {
-      return cache.data;
+  let inflight: Promise<Map<string, number>> | undefined;
+  let cached: { at: number; data: Map<string, number> } | undefined;
+  return () => {
+    if (inflight) {
+      return inflight;
     }
-    const data = await queryEntitiesCountByKind(knex);
-    cache = { at: now, data };
-    return data;
+    if (cached && Date.now() - cached.at < ttlMs) {
+      return Promise.resolve(cached.data);
+    }
+    inflight = (async () => {
+      try {
+        const data = await queryEntitiesCountByKind(knex);
+        cached = { at: Date.now(), data };
+        return data;
+      } finally {
+        inflight = undefined;
+      }
+    })();
+    return inflight;
   };
 }