diff --git a/play-admin/src/test/java/com/starry/admin/api/PlayClerkUserInfoApiTest.java b/play-admin/src/test/java/com/starry/admin/api/PlayClerkUserInfoApiTest.java
index d9e17d6..2672c59 100644
--- a/play-admin/src/test/java/com/starry/admin/api/PlayClerkUserInfoApiTest.java
+++ b/play-admin/src/test/java/com/starry/admin/api/PlayClerkUserInfoApiTest.java
@@ -17,8 +17,10 @@ import com.starry.admin.utils.SecurityUtils;
 import com.starry.common.utils.IdUtils;
 import java.time.LocalDateTime;
 import java.util.ArrayList;
+import java.util.Comparator;
 import java.util.List;
 import java.util.concurrent.ThreadLocalRandom;
+import java.util.stream.Collectors;
 import org.junit.jupiter.api.AfterEach;
 import org.junit.jupiter.api.Test;
 import org.springframework.beans.factory.annotation.Autowired;
@@ -37,6 +39,7 @@ class PlayClerkUserInfoApiTest extends AbstractApiTest {
 
     private final List<String> levelIdsToCleanup = new ArrayList<>();
     private final List<String> clerkIdsToCleanup = new ArrayList<>();
+    private int scenarioSequence = 0;
 
     @AfterEach
     void tearDown() {
@@ -362,6 +365,69 @@ class PlayClerkUserInfoApiTest extends AbstractApiTest {
                 .isLessThan(orderedIds.indexOf(offline));
     }
 
+    @Test
+    void listOrderingHandlesBulkDataset() throws Exception {
+        ensureTenantContext();
+        String token = "bulk-" + IdUtils.getUuid().substring(0, 6);
+        PlayClerkLevelInfoEntity platinum = createClerkLevel(token + "-plat", 1L, 90);
+        PlayClerkLevelInfoEntity gold = createClerkLevel(token + "-gold", 2L, 80);
+        PlayClerkLevelInfoEntity silver = createClerkLevel(token + "-silver", 3L, 70);
+        PlayClerkLevelInfoEntity bronze = createClerkLevel(token + "-bronze", 4L, 60);
+
+        List<ClerkScenario> scenarios = new ArrayList<>();
+        PlayClerkLevelInfoEntity[] levels = {platinum, gold, silver, bronze};
+        String[] levelKeys = {"plat", "gold", "silver", "bronze"};
+        for (int i = 0; i < levels.length; i++) {
+            PlayClerkLevelInfoEntity level = levels[i];
+            String key = levelKeys[i];
+            scenarios.add(buildScenario(token, key + "-on-pin", level, true, true));
+            scenarios.add(buildScenario(token, key + "-on", level, true, false));
+            scenarios.add(buildScenario(token, key + "-on-two", level, true, false));
+            scenarios.add(buildScenario(token, key + "-off-pin", level, false, true));
+            scenarios.add(buildScenario(token, key + "-off", level, false, false));
+        }
+        // push total above 20 entries with a few extras
+        scenarios.add(buildScenario(token, "extra-on-pin", platinum, true, true));
+        scenarios.add(buildScenario(token, "extra-off", bronze, false, false));
+
+        MvcResult result = mockMvc.perform(get("/clerk/user/list")
+                        .param("pageNum", "1")
+                        .param("pageSize", "80")
+                        .param("nickname", token)
+                        .header(TENANT_HEADER, DEFAULT_TENANT)
+                        .header(USER_HEADER, DEFAULT_USER))
+                .andExpect(status().isOk())
+                .andReturn();
+
+        JsonNode root = objectMapper.readTree(result.getResponse().getContentAsString());
+        JsonNode records = root.path("data");
+        List<String> orderedIds = new ArrayList<>();
+        for (JsonNode record : records) {
+            orderedIds.add(record.path("id").asText());
+        }
+
+        List<String> expectedOrder = scenarios.stream()
+                .sorted(Comparator.comparing(ClerkScenario::isOnline).reversed()
+                        .thenComparing(ClerkScenario::isPinned).reversed()
+                        .thenComparingLong(ClerkScenario::getLevelOrder)
+                        .thenComparingInt(ClerkScenario::getSequence))
+                .map(ClerkScenario::getId)
+                .collect(Collectors.toList());
+
+        assertThat(orderedIds).containsExactlyElementsOf(expectedOrder);
+    }
+
+
+    private ClerkScenario buildScenario(String token, String suffix, PlayClerkLevelInfoEntity level, boolean online, boolean pinned) {
+        String id = createClerk(token + "-" + suffix, level.getId(), online ? "1" : "0");
+        if (pinned) {
+            togglePin(id, "1");
+        }
+        long levelOrder = level.getOrderNumber() == null ? Long.MAX_VALUE : level.getOrderNumber();
+        ClerkScenario scenario = new ClerkScenario(id, levelOrder, online, pinned, scenarioSequence++);
+        pause(15);
+        return scenario;
+    }
 
     private void togglePin(String clerkId, String pinState) {
         ensureTenantContext();
@@ -378,4 +444,40 @@ class PlayClerkUserInfoApiTest extends AbstractApiTest {
             Thread.currentThread().interrupt();
         }
     }
+
+    private static class ClerkScenario {
+        private final String id;
+        private final long levelOrder;
+        private final boolean online;
+        private final boolean pinned;
+        private final int sequence;
+
+        ClerkScenario(String id, long levelOrder, boolean online, boolean pinned, int sequence) {
+            this.id = id;
+            this.levelOrder = levelOrder;
+            this.online = online;
+            this.pinned = pinned;
+            this.sequence = sequence;
+        }
+
+        String getId() {
+            return id;
+        }
+
+        long getLevelOrder() {
+            return levelOrder;
+        }
+
+        boolean isOnline() {
+            return online;
+        }
+
+        boolean isPinned() {
+            return pinned;
+        }
+
+        int getSequence() {
+            return sequence;
+        }
+    }
 }