diff --git a/paimon-core/src/main/java/org/apache/paimon/tag/Tag.java b/paimon-core/src/main/java/org/apache/paimon/tag/Tag.java
index 5a9028b0acf6..53641a2eb69f 100644
--- a/paimon-core/src/main/java/org/apache/paimon/tag/Tag.java
+++ b/paimon-core/src/main/java/org/apache/paimon/tag/Tag.java
@@ -39,8 +39,6 @@
 import java.util.Map;
 import java.util.Objects;
 
-import static org.apache.paimon.utils.MetaCacheManager.TAG_CACHE;
-
 /** Snapshot with tagCreateTime and tagTimeRetained. */
 @JsonIgnoreProperties(ignoreUnknown = true)
 public class Tag extends Snapshot {
@@ -198,12 +196,7 @@ public static Tag fromPath(FileIO fileIO, Path path) {
 
     public static Tag tryFromPath(FileIO fileIO, Path path) throws FileNotFoundException {
         try {
-            Tag tag = TAG_CACHE.getIfPresent(path);
-            if (tag == null) {
-                tag = fromJson(fileIO.readFileUtf8(path));
-                TAG_CACHE.put(path, tag);
-            }
-            return tag;
+            return fromJson(fileIO.readFileUtf8(path));
         } catch (FileNotFoundException e) {
             throw e;
         } catch (IOException e) {
diff --git a/paimon-core/src/main/java/org/apache/paimon/utils/MetaCacheManager.java b/paimon-core/src/main/java/org/apache/paimon/utils/MetaCacheManager.java
index a4d37f58944b..da9712e00ac4 100644
--- a/paimon-core/src/main/java/org/apache/paimon/utils/MetaCacheManager.java
+++ b/paimon-core/src/main/java/org/apache/paimon/utils/MetaCacheManager.java
@@ -41,14 +41,6 @@ public class MetaCacheManager {
                     .executor(Runnable::run)
                     .build();
 
-    public static final Cache<Path, Tag> TAG_CACHE =
-            Caffeine.newBuilder()
-                    .softValues()
-                    .expireAfterAccess(Duration.ofMinutes(10))
-                    .maximumSize(100)
-                    .executor(Runnable::run)
-                    .build();
-
     public static final Cache<Path, TableSchema> SCHEMA_CACHE =
             Caffeine.newBuilder()
                     .softValues()
@@ -60,7 +52,6 @@ public class MetaCacheManager {
     public static void invalidateCacheForPrefix(Path tablePath) {
         String path = tablePath.toString();
         invalidateCacheForPrefix(SNAPSHOT_CACHE, path);
-        invalidateCacheForPrefix(TAG_CACHE, path);
         invalidateCacheForPrefix(SCHEMA_CACHE, path);
     }