diff --git a/states/etcd/remove/dirty_importing_segment.go b/states/etcd/remove/dirty_importing_segment.go
new file mode 100644
index 0000000..d33dcf8
--- /dev/null
+++ b/states/etcd/remove/dirty_importing_segment.go
@@ -0,0 +1,60 @@
+package remove
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/samber/lo"
+
+	"github.com/milvus-io/birdwatcher/framework"
+	"github.com/milvus-io/birdwatcher/models"
+	"github.com/milvus-io/birdwatcher/states/etcd/common"
+	etcdversion "github.com/milvus-io/birdwatcher/states/etcd/version"
+)
+
+type DirtyImportingSegment struct {
+	framework.ParamBase `use:"remove dirty-importing-segment" desc:"remove dirty importing segments with 0 rows"`
+	CollectionID        int64 `name:"collection" default:"0" desc:"collection id to filter with"`
+	Ts                  int64 `name:"ts" default:"0" desc:"only remove segments with ts less than this value"`
+	Run                 bool  `name:"run" default:"false" desc:"flag to control actually run or dry"`
+}
+
+// DirtyImportingSegmentCommand returns command to remove
+func (c *ComponentRemove) DirtyImportingSegmentCommand(ctx context.Context, p *DirtyImportingSegment) error {
+	fmt.Println("start to remove dirty importing segment")
+	segments, err := common.ListSegmentsVersion(ctx, c.client, c.basePath, etcdversion.GetVersion(), func(segment *models.Segment) bool {
+		return (p.CollectionID == 0 || segment.CollectionID == p.CollectionID)
+	})
+	if err != nil {
+		return err
+	}
+
+	groups := lo.GroupBy(segments, func(segment *models.Segment) int64 {
+		return segment.CollectionID
+	})
+
+	for collectionID, segments := range groups {
+		for _, segment := range segments {
+			if segment.State == models.SegmentStateImporting {
+				segmentTs := segment.GetDmlPosition().GetTimestamp()
+				if segmentTs == 0 {
+					segmentTs = segment.GetStartPosition().GetTimestamp()
+				}
+				if segment.NumOfRows == 0 && segmentTs < uint64(p.Ts) {
+					fmt.Printf("collection %d, segment %d is dirty importing with 0 rows, remove it\n", collectionID, segment.ID)
+					if p.Run {
+						err := common.RemoveSegmentByID(ctx, c.client, c.basePath, segment.CollectionID, segment.PartitionID, segment.ID)
+						if err != nil {
+							fmt.Printf("failed to remove segment %d, err: %s\n", segment.ID, err.Error())
+						}
+					}
+				} else {
+					fmt.Printf("collection %d, segment %d is dirty importing with %d rows, ts=%d, skip it\n", collectionID, segment.ID, segment.NumOfRows, segmentTs)
+				}
+			}
+		}
+	}
+
+	fmt.Println("finish to remove dirty importing segment")
+	return nil
+}