diff --git a/docs/en/connector-v2/source/Iceberg.md b/docs/en/connector-v2/source/Iceberg.md
index 72dacc076ec3..ff1195db860d 100644
--- a/docs/en/connector-v2/source/Iceberg.md
+++ b/docs/en/connector-v2/source/Iceberg.md
@@ -182,3 +182,4 @@ Some versions of the hive-exec package do not have libfb303-xxx.jar, so you also
 ### next version
 
 - [Feature] Support Hadoop3.x ([3046](https://github.com/apache/incubator-seatunnel/pull/3046))
+- [Improve] Imporve iceberg source connector([2865](https://github.com/apache/incubator-seatunnel/pull/2865))
\ No newline at end of file
diff --git a/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/enumerator/AbstractSplitEnumerator.java b/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/enumerator/AbstractSplitEnumerator.java
index e84abdc84063..7554dbbac3fa 100644
--- a/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/enumerator/AbstractSplitEnumerator.java
+++ b/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/enumerator/AbstractSplitEnumerator.java
@@ -24,7 +24,6 @@
 
 import lombok.NonNull;
 import lombok.extern.slf4j.Slf4j;
-import org.apache.iceberg.Table;
 
 import java.io.IOException;
 import java.util.ArrayList;
@@ -58,52 +57,43 @@ public void open() {
         icebergTableLoader.open();
     }
 
-    @Override
-    public void run() {
-        refreshPendingSplits();
-        assignPendingSplits(context.registeredReaders());
-    }
-
-    @Override
-    public void close() throws IOException {
-        icebergTableLoader.close();
-    }
-
     @Override
     public void addSplitsBack(List<IcebergFileScanTaskSplit> splits, int subtaskId) {
+        log.debug("Add back splits {} to IcebergSourceEnumerator.",
+            splits);
         addPendingSplits(splits);
         if (context.registeredReaders().contains(subtaskId)) {
             assignPendingSplits(Collections.singleton(subtaskId));
         }
     }
 
-    @Override
-    public int currentUnassignedSplitSize() {
-        return pendingSplits.size();
-    }
-
     @Override
     public void registerReader(int subtaskId) {
-        log.debug("Adding reader {} to IcebergSourceEnumerator.",
+        log.debug("Register reader {} to IcebergSourceEnumerator.",
             subtaskId);
         assignPendingSplits(Collections.singleton(subtaskId));
     }
 
+    @Override
+    public int currentUnassignedSplitSize() {
+        return pendingSplits.size();
+    }
+
     @Override
     public void notifyCheckpointComplete(long checkpointId) throws Exception {
     }
 
-    protected void refreshPendingSplits() {
-        List<IcebergFileScanTaskSplit> newSplits = loadNewSplits(icebergTableLoader.loadTable());
-        addPendingSplits(newSplits);
+    @Override
+    public void close() throws IOException {
+        icebergTableLoader.close();
     }
 
-    protected abstract List<IcebergFileScanTaskSplit> loadNewSplits(Table table);
+    protected void addPendingSplits(Collection<IcebergFileScanTaskSplit> newSplits) {
+        log.debug("Add splits {} to pendingSplits", newSplits.size());
 
-    private void addPendingSplits(Collection<IcebergFileScanTaskSplit> newSplits) {
         int numReaders = context.currentParallelism();
         for (IcebergFileScanTaskSplit newSplit : newSplits) {
-            int ownerReader = newSplit.splitId().hashCode() % numReaders;
+            int ownerReader = (newSplit.splitId().hashCode() & Integer.MAX_VALUE) % numReaders;
             pendingSplits
                 .computeIfAbsent(ownerReader, r -> new ArrayList<>())
                 .add(newSplit);
@@ -112,6 +102,8 @@ private void addPendingSplits(Collection<IcebergFileScanTaskSplit> newSplits) {
     }
 
     protected void assignPendingSplits(Set<Integer> pendingReaders) {
+        log.debug("Assign pendingSplits to readers {}", pendingReaders);
+
         for (int pendingReader : pendingReaders) {
             List<IcebergFileScanTaskSplit> pendingAssignmentForReader = pendingSplits.remove(pendingReader);
             if (pendingAssignmentForReader != null && !pendingAssignmentForReader.isEmpty()) {
diff --git a/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/enumerator/IcebergBatchSplitEnumerator.java b/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/enumerator/IcebergBatchSplitEnumerator.java
index 111964f63cdb..c351f5619ea6 100644
--- a/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/enumerator/IcebergBatchSplitEnumerator.java
+++ b/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/enumerator/IcebergBatchSplitEnumerator.java
@@ -35,6 +35,8 @@
 public class IcebergBatchSplitEnumerator extends AbstractSplitEnumerator {
 
     private final IcebergScanContext icebergScanContext;
+    private final boolean shouldEnumerate;
+    private volatile boolean splitLoadReady;
 
     public IcebergBatchSplitEnumerator(@NonNull SourceSplitEnumerator.Context<IcebergFileScanTaskSplit> context,
                                        @NonNull IcebergScanContext icebergScanContext,
@@ -43,29 +45,39 @@ public IcebergBatchSplitEnumerator(@NonNull SourceSplitEnumerator.Context<Iceber
         super(context, sourceConfig, restoreState != null ?
             restoreState.getPendingSplits() : Collections.emptyMap());
         this.icebergScanContext = icebergScanContext;
+        // split enumeration is not needed during restore scenario
+        this.shouldEnumerate = restoreState == null;
     }
 
     @Override
-    public void run() {
-        super.run();
-
+    public synchronized void run() {
         Set<Integer> readers = context.registeredReaders();
-        log.debug("No more splits to assign." +
-            " Sending NoMoreSplitsEvent to reader {}.", readers);
+        if (shouldEnumerate) {
+            loadAllSplitsToPendingSplits(icebergTableLoader.loadTable());
+            assignPendingSplits(readers);
+        }
+
+        log.debug("No more splits to assign. Sending NoMoreSplitsEvent to readers {}.", readers);
         readers.forEach(context::signalNoMoreSplits);
     }
 
     @Override
     public IcebergSplitEnumeratorState snapshotState(long checkpointId) {
-        return new IcebergSplitEnumeratorState(null, pendingSplits);
+        if (splitLoadReady) {
+            return new IcebergSplitEnumeratorState(null, pendingSplits);
+        }
+        return null;
     }
 
     @Override
     public void handleSplitRequest(int subtaskId) {
+        throw new UnsupportedOperationException("Unsupported handleSplitRequest: " + subtaskId);
     }
 
-    @Override
-    protected List<IcebergFileScanTaskSplit> loadNewSplits(Table table) {
-        return IcebergScanSplitPlanner.planSplits(table, icebergScanContext);
+    private void loadAllSplitsToPendingSplits(Table table) {
+        List<IcebergFileScanTaskSplit> newSplits = IcebergScanSplitPlanner.planSplits(
+            table, icebergScanContext);
+        addPendingSplits(newSplits);
+        splitLoadReady = true;
     }
 }
diff --git a/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/enumerator/IcebergStreamSplitEnumerator.java b/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/enumerator/IcebergStreamSplitEnumerator.java
index 5b610323bfd6..eff808318f3e 100644
--- a/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/enumerator/IcebergStreamSplitEnumerator.java
+++ b/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/enumerator/IcebergStreamSplitEnumerator.java
@@ -28,7 +28,6 @@
 import org.apache.iceberg.Table;
 
 import java.util.Collections;
-import java.util.List;
 import java.util.Objects;
 import java.util.concurrent.atomic.AtomicReference;
 
@@ -51,35 +50,41 @@ public IcebergStreamSplitEnumerator(@NonNull SourceSplitEnumerator.Context<Icebe
         }
     }
 
+    @Override
+    public synchronized void run() {
+        loadNewSplitsToPendingSplits(icebergTableLoader.loadTable());
+        assignPendingSplits(context.registeredReaders());
+    }
+
     @Override
     public IcebergSplitEnumeratorState snapshotState(long checkpointId) throws Exception {
         return new IcebergSplitEnumeratorState(enumeratorPosition.get(), pendingSplits);
     }
 
     @Override
-    public void handleSplitRequest(int subtaskId) {
-        synchronized (this) {
-            if (pendingSplits.isEmpty() ||
-                pendingSplits.get(subtaskId) == null) {
-                refreshPendingSplits();
-            }
-            assignPendingSplits(Collections.singleton(subtaskId));
+    public synchronized void handleSplitRequest(int subtaskId) {
+        if (pendingSplits.isEmpty() ||
+            pendingSplits.get(subtaskId) == null) {
+            loadNewSplitsToPendingSplits(icebergTableLoader.loadTable());
         }
+        assignPendingSplits(Collections.singleton(subtaskId));
     }
 
-    @Override
-    protected List<IcebergFileScanTaskSplit> loadNewSplits(Table table) {
+    private void loadNewSplitsToPendingSplits(Table table) {
         IcebergEnumerationResult result = IcebergScanSplitPlanner.planStreamSplits(
             table, icebergScanContext, enumeratorPosition.get());
         if (!Objects.equals(result.getFromPosition(), enumeratorPosition.get())) {
-            log.info("Skip {} loaded splits because the scan starting position doesn't match " +
+            log.warn("Skip {} loaded splits because the scan starting position doesn't match " +
                     "the current enumerator position: enumerator position = {}, scan starting position = {}",
                 result.getSplits().size(), enumeratorPosition.get(), result.getFromPosition());
-            return Collections.emptyList();
-        } else {
-            enumeratorPosition.set(result.getToPosition());
-            log.debug("Update enumerator position to {}", result.getToPosition());
-            return result.getSplits();
+            return;
+        }
+
+        addPendingSplits(result.getSplits());
+
+        enumeratorPosition.set(result.getToPosition());
+        if (!Objects.equals(enumeratorPosition.get(), result.getToPosition())) {
+            log.info("Update enumerator position to {}", result.getToPosition());
         }
     }
 }
diff --git a/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/reader/IcebergFileScanTaskSplitReader.java b/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/reader/IcebergFileScanTaskSplitReader.java
index c170dbd90ef6..63f779def9e3 100644
--- a/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/reader/IcebergFileScanTaskSplitReader.java
+++ b/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/reader/IcebergFileScanTaskSplitReader.java
@@ -41,11 +41,7 @@ public CloseableIterator<SeaTunnelRow> open(@NonNull IcebergFileScanTaskSplit sp
         OffsetSeekIterator<Record> seekIterator = new OffsetSeekIterator(iterator);
         seekIterator.seek(split.getRecordOffset());
 
-        return CloseableIterator.transform(seekIterator, record -> {
-            SeaTunnelRow seaTunnelRow = deserializer.deserialize(record);
-            split.setRecordOffset(split.getRecordOffset() + 1);
-            return seaTunnelRow;
-        });
+        return CloseableIterator.transform(seekIterator, record -> deserializer.deserialize(record));
     }
 
     @Override
diff --git a/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/reader/IcebergSourceReader.java b/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/reader/IcebergSourceReader.java
index f432c5e2235e..bc5d5124f8e2 100644
--- a/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/reader/IcebergSourceReader.java
+++ b/seatunnel-connectors-v2/connector-iceberg/src/main/java/org/apache/seatunnel/connectors/seatunnel/iceberg/source/reader/IcebergSourceReader.java
@@ -100,13 +100,18 @@ public void pollNext(Collector<SeaTunnelRow> output) throws Exception {
             currentReadSplit = pendingSplit;
             try (CloseableIterator<SeaTunnelRow> rowIterator = icebergFileScanTaskSplitReader.open(currentReadSplit)) {
                 while (rowIterator.hasNext()) {
-                    output.collect(rowIterator.next());
+                    synchronized (output.getCheckpointLock()) {
+                        currentReadSplit.setRecordOffset(currentReadSplit.getRecordOffset() + 1);
+                        output.collect(rowIterator.next());
+                    }
                 }
             }
         }
 
-        if (noMoreSplitsAssignment && Boundedness.BOUNDED.equals(context.getBoundedness())) {
-            context.signalNoMoreElement();
+        if (Boundedness.BOUNDED.equals(context.getBoundedness())) {
+            if (noMoreSplitsAssignment) {
+                context.signalNoMoreElement();
+            }
         } else {
             context.sendSplitRequest();
             if (pendingSplits.isEmpty()) {
diff --git a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-iceberg-e2e/src/test/java/org/apache/seatunnel/e2e/connector/iceberg/IcebergSourceIT.java b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-iceberg-e2e/src/test/java/org/apache/seatunnel/e2e/connector/iceberg/IcebergSourceIT.java
index 1aa116e53415..786682e46f80 100644
--- a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-iceberg-e2e/src/test/java/org/apache/seatunnel/e2e/connector/iceberg/IcebergSourceIT.java
+++ b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-iceberg-e2e/src/test/java/org/apache/seatunnel/e2e/connector/iceberg/IcebergSourceIT.java
@@ -29,6 +29,7 @@
 
 import lombok.extern.slf4j.Slf4j;
 import org.apache.hadoop.conf.Configuration;
+import org.apache.hadoop.fs.FileUtil;
 import org.apache.iceberg.DataFile;
 import org.apache.iceberg.DataFiles;
 import org.apache.iceberg.FileFormat;
@@ -53,6 +54,7 @@
 import org.testcontainers.containers.Container;
 import org.testcontainers.utility.MountableFile;
 
+import java.io.File;
 import java.io.IOException;
 import java.math.BigDecimal;
 import java.nio.ByteBuffer;
@@ -124,6 +126,7 @@ public void testIcebergSource(TestContainer container) throws IOException, Inter
     }
 
     private void initializeIcebergTable() {
+        FileUtil.fullyDelete(new File(CATALOG_DIR));
         CATALOG = new IcebergCatalogFactory(CATALOG_NAME,
             CATALOG_TYPE,
             WAREHOUSE,
diff --git a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-iceberg-hadoop3-e2e/src/test/java/org/apache/seatunnel/e2e/connector/iceberg/hadoop3/IcebergSourceIT.java b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-iceberg-hadoop3-e2e/src/test/java/org/apache/seatunnel/e2e/connector/iceberg/hadoop3/IcebergSourceIT.java
index c4ee74c42543..a29161153d8b 100644
--- a/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-iceberg-hadoop3-e2e/src/test/java/org/apache/seatunnel/e2e/connector/iceberg/hadoop3/IcebergSourceIT.java
+++ b/seatunnel-e2e/seatunnel-connector-v2-e2e/connector-iceberg-hadoop3-e2e/src/test/java/org/apache/seatunnel/e2e/connector/iceberg/hadoop3/IcebergSourceIT.java
@@ -29,6 +29,7 @@
 
 import lombok.extern.slf4j.Slf4j;
 import org.apache.hadoop.conf.Configuration;
+import org.apache.hadoop.fs.FileUtil;
 import org.apache.iceberg.DataFile;
 import org.apache.iceberg.DataFiles;
 import org.apache.iceberg.FileFormat;
@@ -53,6 +54,7 @@
 import org.testcontainers.containers.Container;
 import org.testcontainers.utility.MountableFile;
 
+import java.io.File;
 import java.io.IOException;
 import java.math.BigDecimal;
 import java.nio.ByteBuffer;
@@ -124,6 +126,7 @@ public void testIcebergSource(TestContainer container) throws IOException, Inter
     }
 
     private void initializeIcebergTable() {
+        FileUtil.fullyDelete(new File(CATALOG_DIR));
         CATALOG = new IcebergCatalogFactory(CATALOG_NAME,
             CATALOG_TYPE,
             WAREHOUSE,