1996fanrui commented on code in PR #2268:
URL: 
https://github.com/apache/incubator-streampark/pull/2268#discussion_r1111222482


##########
streampark-console/streampark-console-service/src/main/java/org/apache/streampark/console/core/task/CheckpointProcessor.java:
##########
@@ -52,30 +66,32 @@ public class CheckpointProcessor {
 
   @Autowired private SavePointService savePointService;
 
-  public void process(Long appId, CheckPoints checkPoints) {
-    CheckPoints.Latest latest = checkPoints.getLatest();
-    if (latest == null || latest.getCompleted() == null) {
-      return;
-    }
-    CheckPoints.CheckPoint checkPoint = latest.getCompleted();
-    Application application = applicationService.getById(appId);
+  public void process(Application application, @Nonnull CheckPoints 
checkPoints) {
+    checkPoints.getLatestCheckpoint().forEach(checkPoint -> 
process(application, checkPoint));
+  }
+
+  private void process(Application application, @Nonnull 
CheckPoints.CheckPoint checkPoint) {
+    String jobID = application.getJobId();
+    Long appId = application.getId();
     CheckPointStatus status = checkPoint.getCheckPointStatus();
 
     if (CheckPointStatus.COMPLETED.equals(status)) {
-      String cacheId = appId + "_" + application.getJobId();
-      Long latestId =
-          checkPointCache.get(
-              cacheId,
-              key -> {
-                SavePoint savePoint = savePointService.getLatest(appId);
-                return 
Optional.ofNullable(savePoint).map(SavePoint::getChkId).orElse(null);
-              });
-
-      if (latestId == null || latestId < checkPoint.getId()) {
-        saveSavepoint(checkPoint, application);
+      String cacheId = getCacheIdForCheckpoint(appId, jobID);
+      Long latestChkId = getLatestCheckpointedId(appId, cacheId);
+      if (shouldStoreAsSavepoint(appId, jobID, checkPoint)) {
+        savepointedCache.put(
+            getCacheIdForSavepoint(appId, jobID, checkPoint.getId()), 
DEFAULT_FLAG_BYTE);
+        saveSavepoint(
+            checkPoint,
+            application.getId(),
+            latestChkId == null || checkPoint.getId() > latestChkId);
+        return;
+      }
+      if (shouldStoreAsCheckpoint(checkPoint, latestChkId)) {

Review Comment:
   If so, why does savepoint use the latestChkId?



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