diff --git a/paimon-core/src/main/java/org/apache/paimon/tag/TagTimeExpire.java b/paimon-core/src/main/java/org/apache/paimon/tag/TagTimeExpire.java
index 2258c01851a4..0b57dfa884e9 100644
--- a/paimon-core/src/main/java/org/apache/paimon/tag/TagTimeExpire.java
+++ b/paimon-core/src/main/java/org/apache/paimon/tag/TagTimeExpire.java
@@ -18,7 +18,6 @@
 
 package org.apache.paimon.tag;
 
-import org.apache.paimon.fs.FileIO;
 import org.apache.paimon.fs.FileStatus;
 import org.apache.paimon.operation.TagDeletion;
 import org.apache.paimon.table.sink.TagCallback;
@@ -61,29 +60,41 @@ private TagTimeExpire(
 
     public List<String> expire() {
         List<Pair<Tag, String>> tags = tagManager.tagObjects();
-        FileIO fileIO = snapshotManager.fileIO();
         List<String> expired = new ArrayList<>();
         for (Pair<Tag, String> pair : tags) {
             Tag tag = pair.getLeft();
             String tagName = pair.getRight();
             LocalDateTime createTime = tag.getTagCreateTime();
-            if (createTime == null && olderThanTime != null) {
-                FileStatus tagFileStatus;
-                try {
-                    tagFileStatus = fileIO.getFileStatus(tagManager.tagPath(tagName));
-                } catch (IOException e) {
-                    LOG.warn("Tag path {} not exist, skip expire it.", tagManager.tagPath(tagName));
+            Duration timeRetained = tag.getTagTimeRetained();
+            if (createTime == null || timeRetained == null) {
+                if (olderThanTime != null) {
+                    FileStatus tagFileStatus;
+                    try {
+                        tagFileStatus =
+                                snapshotManager.fileIO().getFileStatus(tagManager.tagPath(tagName));
+                    } catch (IOException e) {
+                        LOG.warn(
+                                "Tag path {} not exist, skip expire it.",
+                                tagManager.tagPath(tagName));
+                        continue;
+                    }
+                    createTime = DateTimeUtils.toLocalDateTime(tagFileStatus.getModificationTime());
+                } else {
                     continue;
                 }
-                createTime = DateTimeUtils.toLocalDateTime(tagFileStatus.getModificationTime());
             }
-            Duration timeRetained = tag.getTagTimeRetained();
-            if ((timeRetained != null && LocalDateTime.now().isAfter(createTime.plus(timeRetained)))
-                    || (olderThanTime != null && olderThanTime.isAfter(createTime))) {
+            boolean isReachTimeRetained =
+                    timeRetained != null
+                            && LocalDateTime.now().isAfter(createTime.plus(timeRetained));
+            boolean isOlderThan = olderThanTime != null && olderThanTime.isAfter(createTime);
+            if (isReachTimeRetained || isOlderThan) {
                 LOG.info(
-                        "Delete tag {}, because its existence time has reached its timeRetained of {}.",
+                        "Delete tag {}, because its existence time has reached its timeRetained of {} or"
+                                + " its createTime {} is olderThan olderThanTime {}.",
                         tagName,
-                        timeRetained);
+                        timeRetained,
+                        createTime,
+                        olderThanTime);
                 tagManager.deleteTag(tagName, tagDeletion, snapshotManager, callbacks);
                 expired.add(tagName);
             }
diff --git a/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/action/ExpireTagsActionFactory.java b/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/action/ExpireTagsActionFactory.java
index 6cfe3dbaa55f..e9bbb0a3bdc7 100644
--- a/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/action/ExpireTagsActionFactory.java
+++ b/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/action/ExpireTagsActionFactory.java
@@ -24,7 +24,7 @@
 /** Factory to create {@link ExpireTagsAction}. */
 public class ExpireTagsActionFactory implements ActionFactory {
 
-    public static final String IDENTIFIER = "expire_tags";
+    private static final String IDENTIFIER = "expire_tags";
 
     private static final String OLDER_THAN = "older_than";
 
diff --git a/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/procedure/ExpireTagsProcedure.java b/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/procedure/ExpireTagsProcedure.java
index 5178a256bec1..3d8af1de70cc 100644
--- a/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/procedure/ExpireTagsProcedure.java
+++ b/paimon-flink/paimon-flink-common/src/main/java/org/apache/paimon/flink/procedure/ExpireTagsProcedure.java
@@ -18,7 +18,6 @@
 
 package org.apache.paimon.flink.procedure;
 
-import org.apache.paimon.FileStore;
 import org.apache.paimon.catalog.Catalog;
 import org.apache.paimon.table.FileStoreTable;
 import org.apache.paimon.tag.TagTimeExpire;
@@ -39,7 +38,7 @@
 /** A procedure to expire tags by time. */
 public class ExpireTagsProcedure extends ProcedureBase {
 
-    public static final String IDENTIFIER = "expire_tags";
+    private static final String IDENTIFIER = "expire_tags";
 
     @ProcedureHint(
             argument = {
@@ -53,8 +52,8 @@ public class ExpireTagsProcedure extends ProcedureBase {
             ProcedureContext procedureContext, String tableId, @Nullable String olderThanStr)
             throws Catalog.TableNotExistException {
         FileStoreTable fileStoreTable = (FileStoreTable) table(tableId);
-        FileStore fileStore = fileStoreTable.store();
-        TagTimeExpire tagTimeExpire = fileStore.newTagCreationManager().getTagTimeExpire();
+        TagTimeExpire tagTimeExpire =
+                fileStoreTable.store().newTagCreationManager().getTagTimeExpire();
         if (olderThanStr != null) {
             LocalDateTime olderThanTime =
                     DateTimeUtils.parseTimestampData(olderThanStr, 3, TimeZone.getDefault())
@@ -64,7 +63,7 @@ public class ExpireTagsProcedure extends ProcedureBase {
         List<String> expired = tagTimeExpire.expire();
         return expired.isEmpty()
                 ? new Row[] {Row.of("No expired tags.")}
-                : expired.stream().map(x -> Row.of(x)).toArray(Row[]::new);
+                : expired.stream().map(Row::of).toArray(Row[]::new);
     }
 
     @Override
diff --git a/paimon-spark/paimon-spark-common/src/main/java/org/apache/paimon/spark/procedure/ExpireTagsProcedure.java b/paimon-spark/paimon-spark-common/src/main/java/org/apache/paimon/spark/procedure/ExpireTagsProcedure.java
index 0d872853e88b..d75ca5ee0aac 100644
--- a/paimon-spark/paimon-spark-common/src/main/java/org/apache/paimon/spark/procedure/ExpireTagsProcedure.java
+++ b/paimon-spark/paimon-spark-common/src/main/java/org/apache/paimon/spark/procedure/ExpireTagsProcedure.java
@@ -18,7 +18,6 @@
 
 package org.apache.paimon.spark.procedure;
 
-import org.apache.paimon.FileStore;
 import org.apache.paimon.table.FileStoreTable;
 import org.apache.paimon.tag.TagTimeExpire;
 import org.apache.paimon.utils.DateTimeUtils;
@@ -74,9 +73,8 @@ public InternalRow[] call(InternalRow args) {
                 tableIdent,
                 table -> {
                     FileStoreTable fileStoreTable = (FileStoreTable) table;
-                    FileStore fileStore = fileStoreTable.store();
                     TagTimeExpire tagTimeExpire =
-                            fileStore.newTagCreationManager().getTagTimeExpire();
+                            fileStoreTable.store().newTagCreationManager().getTagTimeExpire();
                     if (olderThanStr != null) {
                         LocalDateTime olderThanTime =
                                 DateTimeUtils.parseTimestampData(