diff --git a/hugegraph-hbase/src/main/java/com/baidu/hugegraph/backend/store/hbase/HbaseSessions.java b/hugegraph-hbase/src/main/java/com/baidu/hugegraph/backend/store/hbase/HbaseSessions.java
index bcd2f969b8..a3407cb914 100644
--- a/hugegraph-hbase/src/main/java/com/baidu/hugegraph/backend/store/hbase/HbaseSessions.java
+++ b/hugegraph-hbase/src/main/java/com/baidu/hugegraph/backend/store/hbase/HbaseSessions.java
@@ -29,6 +29,7 @@
 import java.util.List;
 import java.util.Map;
 import java.util.Map.Entry;
+import java.util.Set;
 import java.util.concurrent.Future;
 
 import org.apache.hadoop.conf.Configuration;
@@ -51,6 +52,10 @@
 import org.apache.hadoop.hbase.client.Scan;
 import org.apache.hadoop.hbase.client.Table;
 import org.apache.hadoop.hbase.client.TableDescriptorBuilder;
+import org.apache.hadoop.hbase.filter.FilterList;
+import org.apache.hadoop.hbase.filter.FilterList.Operator;
+import org.apache.hadoop.hbase.filter.MultiRowRangeFilter;
+import org.apache.hadoop.hbase.filter.MultiRowRangeFilter.RowRange;
 import org.apache.hadoop.hbase.filter.PageFilter;
 import org.apache.hadoop.hbase.filter.PrefixFilter;
 
@@ -383,6 +388,29 @@ public RowIterator get(String table, byte[] family, byte[] rowkey) {
             }
         }
 
+        /**
+         * Get multi records by rowkeys from a table
+         */
+        public RowIterator get(String table, byte[] family,
+                               Set<byte[]> rowkeys) {
+            assert !this.hasChanges();
+
+            List<Get> gets = new ArrayList<>(rowkeys.size());
+            for (byte[] rowkey : rowkeys) {
+                Get get = new Get(rowkey);
+                if (family != null) {
+                    get.addFamily(family);
+                }
+                gets.add(get);
+            }
+
+            try (Table htable = table(table)) {
+                return new RowIterator(htable.get(gets));
+            } catch (IOException e) {
+                throw new BackendException(e);
+            }
+        }
+
         /**
          * Scan all records from a table
          */
@@ -403,6 +431,27 @@ public RowIterator scan(String table, byte[] prefix) {
             return this.scan(table, prefix, true, prefix);
         }
 
+        /**
+         * Scan records by multi rowkey prefixs from a table
+         */
+        public RowIterator scan(String table, Set<byte[]> prefixs) {
+            assert !this.hasChanges();
+
+            FilterList orFilters = new FilterList(Operator.MUST_PASS_ONE);
+            for (byte[] prefix : prefixs) {
+                FilterList andFilters = new FilterList(Operator.MUST_PASS_ALL);
+                List<RowRange> ranges = new ArrayList<>();
+                ranges.add(new RowRange(prefix, true, null, true));
+                andFilters.addFilter(new MultiRowRangeFilter(ranges));
+                andFilters.addFilter(new PrefixFilter(prefix));
+
+                orFilters.addFilter(andFilters);
+            }
+
+            Scan scan = new Scan().setFilter(orFilters);
+            return this.scan(table, scan);
+        }
+
         /**
          * Scan records by rowkey start and prefix from a table
          */
diff --git a/hugegraph-hbase/src/main/java/com/baidu/hugegraph/backend/store/hbase/HbaseTable.java b/hugegraph-hbase/src/main/java/com/baidu/hugegraph/backend/store/hbase/HbaseTable.java
index d2dc1f5c72..6a62219634 100644
--- a/hugegraph-hbase/src/main/java/com/baidu/hugegraph/backend/store/hbase/HbaseTable.java
+++ b/hugegraph-hbase/src/main/java/com/baidu/hugegraph/backend/store/hbase/HbaseTable.java
@@ -22,6 +22,8 @@
 import java.io.IOException;
 import java.util.Iterator;
 import java.util.List;
+import java.util.Set;
+import java.util.stream.Collectors;
 
 import org.apache.hadoop.hbase.Cell;
 import org.apache.hadoop.hbase.CellScanner;
@@ -45,7 +47,6 @@
 import com.baidu.hugegraph.backend.store.hbase.HbaseSessions.RowIterator;
 import com.baidu.hugegraph.backend.store.hbase.HbaseSessions.Session;
 import com.baidu.hugegraph.exception.NotSupportException;
-import com.baidu.hugegraph.iterator.ExtendableIterator;
 import com.baidu.hugegraph.type.HugeType;
 import com.baidu.hugegraph.util.Bytes;
 import com.baidu.hugegraph.util.E;
@@ -133,11 +134,14 @@ public Iterator<BackendEntry> query(Session session, Query query) {
         // Query by id
         if (query.conditions().isEmpty()) {
             assert !query.ids().isEmpty();
-            ExtendableIterator<BackendEntry> rs = new ExtendableIterator<>();
-            for (Id id : query.ids()) {
-                rs.extend(newEntryIterator(this.queryById(session, id), query));
+            RowIterator rowIterator = null;
+            if (query.ids().size() == 1) {
+                Id id = query.ids().iterator().next();
+                rowIterator = this.queryById(session, id);
+            } else {
+                rowIterator = this.queryByIds(session, query.ids());
             }
-            return rs;
+            return newEntryIterator(rowIterator, query);
         }
 
         // Query by condition (or condition + id)
@@ -159,6 +163,12 @@ protected RowIterator queryById(Session session, Id id) {
         return session.get(this.table(), null, id.asBytes());
     }
 
+    protected RowIterator queryByIds(Session session, Set<Id> ids) {
+        Set<byte[]> rowkeys = ids.stream().map(Id::asBytes)
+                                 .collect(Collectors.toSet());
+        return session.get(this.table(), null, rowkeys);
+    }
+
     protected RowIterator queryByCond(Session session, ConditionQuery query) {
         if (query.containsScanCondition()) {
             E.checkArgument(query.relations().size() == 1,
diff --git a/hugegraph-hbase/src/main/java/com/baidu/hugegraph/backend/store/hbase/HbaseTables.java b/hugegraph-hbase/src/main/java/com/baidu/hugegraph/backend/store/hbase/HbaseTables.java
index 06fbc916a2..7178aec355 100644
--- a/hugegraph-hbase/src/main/java/com/baidu/hugegraph/backend/store/hbase/HbaseTables.java
+++ b/hugegraph-hbase/src/main/java/com/baidu/hugegraph/backend/store/hbase/HbaseTables.java
@@ -22,6 +22,8 @@
 import java.io.IOException;
 import java.util.Arrays;
 import java.util.List;
+import java.util.Set;
+import java.util.stream.Collectors;
 
 import org.apache.hadoop.hbase.Cell;
 import org.apache.hadoop.hbase.CellScanner;
@@ -144,6 +146,13 @@ protected RowIterator queryById(Session session, Id id) {
             return session.scan(this.table(), prefix);
         }
 
+        @Override
+        protected RowIterator queryByIds(Session session, Set<Id> ids) {
+            Set<byte[]> prefixs = ids.stream().map(Id::asBytes)
+                                     .collect(Collectors.toSet());
+            return session.scan(this.table(), prefixs);
+        }
+
         @Override
         protected void parseRowColumns(Result row, BackendEntry entry,
                                        Query query) throws IOException {