diff --git a/output/clickhouse.go b/output/clickhouse.go
index 939e41e7..ba012408 100644
--- a/output/clickhouse.go
+++ b/output/clickhouse.go
@@ -118,9 +118,13 @@ func (c *ClickHouse) writeSeries(rows model.Rows, conn *sql.DB) (err error) {
 	}
 	c.mux.Unlock()
 	if len(seriesRows) != 0 {
-		if err = writeRows(c.promSerSQL, seriesRows, c.IdxSerID, len(c.Dims), conn); err != nil {
+		var numBad int
+		if numBad, err = writeRows(c.promSerSQL, seriesRows, c.IdxSerID, len(c.Dims), conn); err != nil {
 			return
 		}
+		if numBad != 0 {
+			statistics.ParseMsgsErrorTotal.WithLabelValues(c.taskCfg.Name).Add(float64(numBad))
+		}
 	}
 	return
 }
@@ -143,9 +147,13 @@ func (c *ClickHouse) write(batch *model.Batch, sc *pool.ShardConn, dbVer *int) (
 			return
 		}
 	}
-	if err = writeRows(c.prepareSQL, *batch.Rows, 0, numDims, conn); err != nil {
+	var numBad int
+	if numBad, err = writeRows(c.prepareSQL, *batch.Rows, 0, numDims, conn); err != nil {
 		return
 	}
+	if numBad != 0 {
+		statistics.ParseMsgsErrorTotal.WithLabelValues(c.taskCfg.Name).Add(float64(numBad))
+	}
 	statistics.FlushMsgsTotal.WithLabelValues(c.taskCfg.Name).Add(float64(batch.RealSize))
 	return
 }
diff --git a/output/clickhouse_util.go b/output/clickhouse_util.go
index 15656f7c..0662d33a 100644
--- a/output/clickhouse_util.go
+++ b/output/clickhouse_util.go
@@ -5,6 +5,7 @@ import (
 	"fmt"
 
 	"github.com/ClickHouse/clickhouse-go"
+	"github.com/RoaringBitmap/roaring"
 	"github.com/housepower/clickhouse_sinker/model"
 	"github.com/housepower/clickhouse_sinker/pool"
 	"github.com/housepower/clickhouse_sinker/util"
@@ -28,9 +29,10 @@ func shouldReconnect(err error, sc *pool.ShardConn) bool {
 	return true
 }
 
-func writeRows(prepareSQL string, rows model.Rows, idxBegin, idxEnd int, conn *sql.DB) (err error) {
+func writeRows(prepareSQL string, rows model.Rows, idxBegin, idxEnd int, conn *sql.DB) (numBad int, err error) {
 	var stmt *sql.Stmt
 	var tx *sql.Tx
+	var errExec error
 	if tx, err = conn.Begin(); err != nil {
 		err = errors.Wrapf(err, "conn.Begin %s", prepareSQL)
 		return
@@ -40,15 +42,48 @@ func writeRows(prepareSQL string, rows model.Rows, idxBegin, idxEnd int, conn *s
 		return
 	}
 	defer stmt.Close()
-	for _, row := range rows {
+	var bmBad *roaring.Bitmap
+	for i, row := range rows {
 		if _, err = stmt.Exec((*row)[idxBegin:idxEnd]...); err != nil {
-			err = errors.Wrapf(err, "stmt.Exec")
-			break
+			if bmBad == nil {
+				errExec = errors.Wrapf(err, "stmt.Exec")
+				bmBad = roaring.NewBitmap()
+			}
+			bmBad.AddInt(i)
 		}
 	}
-	if err != nil {
+	if errExec != nil {
+		stmt.Close()
 		_ = tx.Rollback()
-		return err
+		numBad = int(bmBad.GetCardinality())
+		util.Logger.Warn(fmt.Sprintf("writeRows skipped %d rows of %d due to invalid content", numBad, len(rows)), zap.Error(errExec))
+		// write rows again, skip bad ones
+		if tx, err = conn.Begin(); err != nil {
+			err = errors.Wrapf(err, "conn.Begin %s", prepareSQL)
+			return
+		}
+		if stmt, err = tx.Prepare(prepareSQL); err != nil {
+			err = errors.Wrapf(err, "tx.Prepare %s", prepareSQL)
+			return
+		}
+		defer stmt.Close()
+		for i, row := range rows {
+			if !bmBad.ContainsInt(i) {
+				if _, err = stmt.Exec((*row)[idxBegin:idxEnd]...); err != nil {
+					err = errors.Wrapf(err, "stmt.Exec")
+					break
+				}
+			}
+		}
+		if err != nil {
+			_ = tx.Rollback()
+			return
+		}
+		if err = tx.Commit(); err != nil {
+			err = errors.Wrapf(err, "tx.Commit")
+			return
+		}
+		return
 	}
 	if err = tx.Commit(); err != nil {
 		err = errors.Wrapf(err, "tx.Commit")