diff --git a/paimon-core/src/main/java/org/apache/paimon/operation/AbstractFileStoreScan.java b/paimon-core/src/main/java/org/apache/paimon/operation/AbstractFileStoreScan.java
index ffa88bb259bb..ec856e57b55d 100644
--- a/paimon-core/src/main/java/org/apache/paimon/operation/AbstractFileStoreScan.java
+++ b/paimon-core/src/main/java/org/apache/paimon/operation/AbstractFileStoreScan.java
@@ -83,6 +83,7 @@ public abstract class AbstractFileStoreScan implements FileStoreScan {
     private Filter<Integer> bucketFilter = null;
     private BiFilter<Integer, Integer> totalAwareBucketFilter = null;
     protected ScanMode scanMode = ScanMode.ALL;
+    private Integer specifiedLevel = null;
     private Filter<Integer> levelFilter = null;
     private Filter<ManifestEntry> manifestEntryFilter = null;
     private Filter<String> fileNameFilter = null;
@@ -191,6 +192,13 @@ public FileStoreScan withKind(ScanMode scanMode) {
         return this;
     }
 
+    @Override
+    public FileStoreScan withLevel(int level) {
+        manifestsReader.withLevel(level);
+        this.specifiedLevel = level;
+        return this;
+    }
+
     @Override
     public FileStoreScan withLevelFilter(Filter<Integer> levelFilter) {
         this.levelFilter = levelFilter;
@@ -524,7 +532,12 @@ private Filter<InternalRow> createEntryRowFilter() {
                 return false;
             }
 
-            if (levelFilter != null && !levelFilter.test(levelGetter.apply(row))) {
+            int level = levelGetter.apply(row);
+            if (specifiedLevel != null && level != specifiedLevel) {
+                return false;
+            }
+
+            if (levelFilter != null && !levelFilter.test(level)) {
                 return false;
             }
 
diff --git a/paimon-core/src/main/java/org/apache/paimon/operation/FileStoreScan.java b/paimon-core/src/main/java/org/apache/paimon/operation/FileStoreScan.java
index 3b77c0a1a141..e3759960f8ca 100644
--- a/paimon-core/src/main/java/org/apache/paimon/operation/FileStoreScan.java
+++ b/paimon-core/src/main/java/org/apache/paimon/operation/FileStoreScan.java
@@ -72,6 +72,8 @@ public interface FileStoreScan {
 
     FileStoreScan withKind(ScanMode scanMode);
 
+    FileStoreScan withLevel(int level);
+
     FileStoreScan withLevelFilter(Filter<Integer> levelFilter);
 
     FileStoreScan enableValueFilter();
diff --git a/paimon-core/src/main/java/org/apache/paimon/operation/ManifestsReader.java b/paimon-core/src/main/java/org/apache/paimon/operation/ManifestsReader.java
index afcbb82b732d..d58bb797e340 100644
--- a/paimon-core/src/main/java/org/apache/paimon/operation/ManifestsReader.java
+++ b/paimon-core/src/main/java/org/apache/paimon/operation/ManifestsReader.java
@@ -50,6 +50,7 @@ public class ManifestsReader {
 
     private boolean onlyReadRealBuckets = false;
     @Nullable private Integer specifiedBucket = null;
+    @Nullable private Integer specifiedLevel = null;
     @Nullable private PartitionPredicate partitionFilter = null;
 
     public ManifestsReader(
@@ -73,6 +74,11 @@ public ManifestsReader withBucket(int bucket) {
         return this;
     }
 
+    public ManifestsReader withLevel(int level) {
+        this.specifiedLevel = level;
+        return this;
+    }
+
     public ManifestsReader withPartitionFilter(Predicate predicate) {
         this.partitionFilter = PartitionPredicate.fromPredicate(partitionType, predicate);
         return this;
@@ -147,6 +153,15 @@ private boolean filterManifestFileMeta(ManifestFileMeta manifest) {
             }
         }
 
+        Integer minLevel = manifest.minLevel();
+        Integer maxLevel = manifest.maxLevel();
+        if (minLevel != null && maxLevel != null) {
+            if (specifiedLevel != null
+                    && (specifiedLevel < minLevel || specifiedLevel > maxLevel)) {
+                return false;
+            }
+        }
+
         if (partitionFilter == null) {
             return true;
         }
diff --git a/paimon-core/src/main/java/org/apache/paimon/table/source/snapshot/SnapshotReader.java b/paimon-core/src/main/java/org/apache/paimon/table/source/snapshot/SnapshotReader.java
index 0cc42088304a..a8504f3db3ee 100644
--- a/paimon-core/src/main/java/org/apache/paimon/table/source/snapshot/SnapshotReader.java
+++ b/paimon-core/src/main/java/org/apache/paimon/table/source/snapshot/SnapshotReader.java
@@ -80,6 +80,8 @@ public interface SnapshotReader {
 
     SnapshotReader withMode(ScanMode scanMode);
 
+    SnapshotReader withLevel(int level);
+
     SnapshotReader withLevelFilter(Filter<Integer> levelFilter);
 
     SnapshotReader enableValueFilter();
@@ -131,6 +133,7 @@ interface Plan extends TableScan.Plan {
         /** Result splits. */
         List<Split> splits();
 
+        @SuppressWarnings({"unchecked", "rawtypes"})
         default List<DataSplit> dataSplits() {
             return (List) splits();
         }
diff --git a/paimon-core/src/main/java/org/apache/paimon/table/source/snapshot/SnapshotReaderImpl.java b/paimon-core/src/main/java/org/apache/paimon/table/source/snapshot/SnapshotReaderImpl.java
index 931e9d4eba3a..93002027e31d 100644
--- a/paimon-core/src/main/java/org/apache/paimon/table/source/snapshot/SnapshotReaderImpl.java
+++ b/paimon-core/src/main/java/org/apache/paimon/table/source/snapshot/SnapshotReaderImpl.java
@@ -245,6 +245,12 @@ public SnapshotReader withMode(ScanMode scanMode) {
         return this;
     }
 
+    @Override
+    public SnapshotReader withLevel(int level) {
+        scan.withLevel(level);
+        return this;
+    }
+
     @Override
     public SnapshotReader withLevelFilter(Filter<Integer> levelFilter) {
         scan.withLevelFilter(levelFilter);
diff --git a/paimon-core/src/main/java/org/apache/paimon/table/system/AuditLogTable.java b/paimon-core/src/main/java/org/apache/paimon/table/system/AuditLogTable.java
index 57e18fe46237..28b10bddd28e 100644
--- a/paimon-core/src/main/java/org/apache/paimon/table/system/AuditLogTable.java
+++ b/paimon-core/src/main/java/org/apache/paimon/table/system/AuditLogTable.java
@@ -335,6 +335,12 @@ public SnapshotReader withMode(ScanMode scanMode) {
             return this;
         }
 
+        @Override
+        public SnapshotReader withLevel(int level) {
+            wrapped.withLevel(level);
+            return this;
+        }
+
         @Override
         public SnapshotReader withLevelFilter(Filter<Integer> levelFilter) {
             wrapped.withLevelFilter(levelFilter);
diff --git a/paimon-core/src/main/java/org/apache/paimon/table/system/ReadOptimizedTable.java b/paimon-core/src/main/java/org/apache/paimon/table/system/ReadOptimizedTable.java
index fc9527c19568..1e252fc08819 100644
--- a/paimon-core/src/main/java/org/apache/paimon/table/system/ReadOptimizedTable.java
+++ b/paimon-core/src/main/java/org/apache/paimon/table/system/ReadOptimizedTable.java
@@ -120,9 +120,9 @@ public List<String> primaryKeys() {
 
     @Override
     public SnapshotReader newSnapshotReader() {
-        if (wrapped.schema().primaryKeys().size() > 0) {
+        if (!wrapped.schema().primaryKeys().isEmpty()) {
             return wrapped.newSnapshotReader()
-                    .withLevelFilter(level -> level == coreOptions().numLevels() - 1)
+                    .withLevel(coreOptions().numLevels() - 1)
                     .enableValueFilter();
         } else {
             return wrapped.newSnapshotReader();
@@ -132,7 +132,7 @@ public SnapshotReader newSnapshotReader() {
     @Override
     public DataTableBatchScan newScan() {
         return new DataTableBatchScan(
-                wrapped.schema().primaryKeys().size() > 0,
+                !wrapped.schema().primaryKeys().isEmpty(),
                 coreOptions(),
                 newSnapshotReader(),
                 DefaultValueAssigner.create(wrapped.schema()));
@@ -140,7 +140,7 @@ public DataTableBatchScan newScan() {
 
     @Override
     public StreamDataTableScan newStreamScan() {
-        if (wrapped.schema().primaryKeys().size() > 0) {
+        if (!wrapped.schema().primaryKeys().isEmpty()) {
             throw new UnsupportedOperationException(
                     "Unsupported streaming scan for read optimized table");
         }
diff --git a/paimon-core/src/test/java/org/apache/paimon/table/source/snapshot/CompactionChangelogFollowUpScannerTest.java b/paimon-core/src/test/java/org/apache/paimon/table/source/snapshot/CompactionChangelogFollowUpScannerTest.java
index a51d24eaf45f..6a825c9a00bb 100644
--- a/paimon-core/src/test/java/org/apache/paimon/table/source/snapshot/CompactionChangelogFollowUpScannerTest.java
+++ b/paimon-core/src/test/java/org/apache/paimon/table/source/snapshot/CompactionChangelogFollowUpScannerTest.java
@@ -67,7 +67,7 @@ public void testScan() throws Exception {
 
         assertThat(snapshotManager.latestSnapshotId()).isEqualTo(5);
 
-        snapshotReader.withLevelFilter(level -> level == table.coreOptions().numLevels() - 1);
+        snapshotReader.withLevel(table.coreOptions().numLevels() - 1);
         TableRead read = table.newRead();
         ChangelogFollowUpScanner scanner = new ChangelogFollowUpScanner();