diff --git a/test/cpp/qps/server_async.cc b/test/cpp/qps/server_async.cc
index 4b0678bb2c0..210aef4fd6b 100644
--- a/test/cpp/qps/server_async.cc
+++ b/test/cpp/qps/server_async.cc
@@ -73,31 +73,35 @@ class AsyncQpsServerTest : public Server {
     gpr_free(server_address);
 
     builder.RegisterAsyncService(&async_service_);
-    srv_cq_ = builder.AddCompletionQueue();
+    for (int i = 0; i < config.threads(); i++) {
+      srv_cqs_.emplace_back(std::move(builder.AddCompletionQueue()));
+    }
 
     server_ = builder.BuildAndStart();
 
     using namespace std::placeholders;
-    request_unary_ =
-        std::bind(&TestService::AsyncService::RequestUnaryCall, &async_service_,
-                  _1, _2, _3, srv_cq_.get(), srv_cq_.get(), _4);
-    request_streaming_ =
-        std::bind(&TestService::AsyncService::RequestStreamingCall,
-                  &async_service_, _1, _2, srv_cq_.get(), srv_cq_.get(), _3);
-    for (int i = 0; i < 100; i++) {
-      contexts_.push_front(
-          new ServerRpcContextUnaryImpl<SimpleRequest, SimpleResponse>(
-              request_unary_, ProcessRPC));
-      contexts_.push_front(
-          new ServerRpcContextStreamingImpl<SimpleRequest, SimpleResponse>(
-              request_streaming_, ProcessRPC));
+    for (int i = 0; i < 10; i++) {
+      for (int j = 0; j < config.threads(); j++) {
+        auto request_unary = std::bind(
+            &TestService::AsyncService::RequestUnaryCall, &async_service_, _1,
+            _2, _3, srv_cqs_[j].get(), srv_cqs_[j].get(), _4);
+        auto request_streaming = std::bind(
+            &TestService::AsyncService::RequestStreamingCall, &async_service_,
+            _1, _2, srv_cqs_[j].get(), srv_cqs_[j].get(), _3);
+        contexts_.push_front(
+            new ServerRpcContextUnaryImpl<SimpleRequest, SimpleResponse>(
+                request_unary, ProcessRPC));
+        contexts_.push_front(
+            new ServerRpcContextStreamingImpl<SimpleRequest, SimpleResponse>(
+                request_streaming, ProcessRPC));
+      }
     }
     for (int i = 0; i < config.threads(); i++) {
       threads_.push_back(std::thread([=]() {
         // Wait until work is available or we are shutting down
         bool ok;
         void *got_tag;
-        while (srv_cq_->Next(&got_tag, &ok)) {
+        while (srv_cqs_[i]->Next(&got_tag, &ok)) {
           ServerRpcContext *ctx = detag(got_tag);
           // The tag is a pointer to an RPC context to invoke
           bool still_going = ctx->RunNextState(ok);
@@ -125,11 +129,13 @@ class AsyncQpsServerTest : public Server {
     for (auto thr = threads_.begin(); thr != threads_.end(); thr++) {
       thr->join();
     }
-    srv_cq_->Shutdown();
-    bool ok;
-    void *got_tag;
-    while (srv_cq_->Next(&got_tag, &ok))
-      ;
+    for (auto cq = srv_cqs_.begin(); cq != srv_cqs_.end(); ++cq) {
+      (*cq)->Shutdown();
+      bool ok;
+      void *got_tag;
+      while ((*cq)->Next(&got_tag, &ok))
+        ;
+    }
     while (!contexts_.empty()) {
       delete contexts_.front();
       contexts_.pop_front();
@@ -306,15 +312,8 @@ class AsyncQpsServerTest : public Server {
   }
   std::vector<std::thread> threads_;
   std::unique_ptr<grpc::Server> server_;
-  std::unique_ptr<grpc::ServerCompletionQueue> srv_cq_;
+  std::vector<std::unique_ptr<grpc::ServerCompletionQueue>> srv_cqs_;
   TestService::AsyncService async_service_;
-  std::function<void(ServerContext *, SimpleRequest *,
-                     grpc::ServerAsyncResponseWriter<SimpleResponse> *, void *)>
-      request_unary_;
-  std::function<void(
-      ServerContext *,
-      grpc::ServerAsyncReaderWriter<SimpleResponse, SimpleRequest> *, void *)>
-      request_streaming_;
   std::forward_list<ServerRpcContext *> contexts_;
 
   std::mutex shutdown_mutex_;