diff --git a/pkg/strategy/pivotshort/cumulated_volume_take_profit.go b/pkg/strategy/pivotshort/cumulated_volume_take_profit.go
new file mode 100644
index 000000000..b27c19d37
--- /dev/null
+++ b/pkg/strategy/pivotshort/cumulated_volume_take_profit.go
@@ -0,0 +1,64 @@
+package pivotshort
+
+import (
+	"context"
+
+	"github.com/c9s/bbgo/pkg/bbgo"
+	"github.com/c9s/bbgo/pkg/fixedpoint"
+	"github.com/c9s/bbgo/pkg/types"
+)
+
+type CumulatedVolumeTakeProfit struct {
+	types.IntervalWindow
+	Ratio          fixedpoint.Value `json:"ratio"`
+	MinQuoteVolume fixedpoint.Value `json:"minQuoteVolume"`
+
+	session       *bbgo.ExchangeSession
+	orderExecutor *bbgo.GeneralOrderExecutor
+}
+
+func (s *CumulatedVolumeTakeProfit) Bind(session *bbgo.ExchangeSession, orderExecutor *bbgo.GeneralOrderExecutor) {
+	s.session = session
+	s.orderExecutor = orderExecutor
+
+	position := orderExecutor.Position()
+
+	store, _ := session.MarketDataStore(position.Symbol)
+
+	session.MarketDataStream.OnKLineClosed(func(kline types.KLine) {
+		if kline.Symbol != position.Symbol || kline.Interval != types.Interval1m {
+			return
+		}
+
+		closePrice := kline.Close
+		if position.IsClosed() || position.IsDust(closePrice) {
+			return
+		}
+
+		roi := position.ROI(closePrice)
+		if roi.Sign() < 0 {
+			return
+		}
+
+		if klines, ok := store.KLinesOfInterval(s.Interval); ok {
+			var cbv = fixedpoint.Zero
+			var cqv = fixedpoint.Zero
+			for i := 0; i < s.Window; i++ {
+				last := (*klines)[len(*klines)-1-i]
+				cqv = cqv.Add(last.QuoteVolume)
+				cbv = cbv.Add(last.Volume)
+			}
+
+			if cqv.Compare(s.MinQuoteVolume) > 0 {
+				bbgo.Notify("%s TakeProfit triggered by cumulated volume (window: %d) %f > %f, price = %f",
+					position.Symbol,
+					s.Window,
+					cqv.Float64(),
+					s.MinQuoteVolume.Float64(), kline.Close.Float64())
+
+				_ = orderExecutor.ClosePosition(context.Background(), fixedpoint.One)
+				return
+			}
+		}
+	})
+}
diff --git a/pkg/strategy/pivotshort/exit.go b/pkg/strategy/pivotshort/exit.go
new file mode 100644
index 000000000..3451ac70b
--- /dev/null
+++ b/pkg/strategy/pivotshort/exit.go
@@ -0,0 +1,28 @@
+package pivotshort
+
+import "github.com/c9s/bbgo/pkg/bbgo"
+
+type ExitMethod struct {
+	RoiStopLoss        *RoiStopLoss        `json:"roiStopLoss"`
+	ProtectionStopLoss *ProtectionStopLoss `json:"protectionStopLoss"`
+
+	RoiTakeProfit         *RoiTakeProfit         `json:"roiTakeProfit"`
+	LowerShadowTakeProfit *LowerShadowTakeProfit `json:"lowerShadowTakeProfit"`
+
+	CumulatedVolumeTakeProfit *CumulatedVolumeTakeProfit `json:"cumulatedVolumeTakeProfit"`
+	// MarginSideEffect types.MarginOrderSideEffectType `json:"marginOrderSideEffect"`
+}
+
+func (m *ExitMethod) Bind(session *bbgo.ExchangeSession, orderExecutor *bbgo.GeneralOrderExecutor) {
+	if m.ProtectionStopLoss != nil {
+		m.ProtectionStopLoss.Bind(session, orderExecutor)
+	} else if m.RoiStopLoss != nil {
+		m.RoiStopLoss.Bind(session, orderExecutor)
+	} else if m.RoiTakeProfit != nil {
+		m.RoiTakeProfit.Bind(session, orderExecutor)
+	} else if m.LowerShadowTakeProfit != nil {
+		m.LowerShadowTakeProfit.Bind(session, orderExecutor)
+	} else if m.CumulatedVolumeTakeProfit != nil {
+		m.CumulatedVolumeTakeProfit.Bind(session, orderExecutor)
+	}
+}
diff --git a/pkg/strategy/pivotshort/lower_shadow_take_profit.go b/pkg/strategy/pivotshort/lower_shadow_take_profit.go
new file mode 100644
index 000000000..014b9f135
--- /dev/null
+++ b/pkg/strategy/pivotshort/lower_shadow_take_profit.go
@@ -0,0 +1,53 @@
+package pivotshort
+
+import (
+	"context"
+
+	"github.com/c9s/bbgo/pkg/bbgo"
+	"github.com/c9s/bbgo/pkg/fixedpoint"
+	"github.com/c9s/bbgo/pkg/types"
+)
+
+type LowerShadowTakeProfit struct {
+	Ratio fixedpoint.Value `json:"ratio"`
+
+	session       *bbgo.ExchangeSession
+	orderExecutor *bbgo.GeneralOrderExecutor
+}
+
+func (s *LowerShadowTakeProfit) Bind(session *bbgo.ExchangeSession, orderExecutor *bbgo.GeneralOrderExecutor) {
+	s.session = session
+	s.orderExecutor = orderExecutor
+
+	position := orderExecutor.Position()
+	session.MarketDataStream.OnKLineClosed(func(kline types.KLine) {
+		if kline.Symbol != position.Symbol || kline.Interval != types.Interval1m {
+			return
+		}
+
+		closePrice := kline.Close
+		if position.IsClosed() || position.IsDust(closePrice) {
+			return
+		}
+
+		roi := position.ROI(closePrice)
+		if roi.Sign() < 0 {
+			return
+		}
+
+		if s.Ratio.IsZero() {
+			return
+		}
+
+		if kline.GetLowerShadowHeight().Div(kline.Close).Compare(s.Ratio) > 0 {
+			bbgo.Notify("%s TakeProfit triggered by shadow ratio %f, price = %f",
+				position.Symbol,
+				kline.GetLowerShadowRatio().Float64(),
+				kline.Close.Float64(),
+				kline)
+
+			_ = orderExecutor.ClosePosition(context.Background(), fixedpoint.One)
+			return
+		}
+	})
+}
diff --git a/pkg/strategy/pivotshort/strategy.go b/pkg/strategy/pivotshort/strategy.go
index 76df9de2c..de77a983d 100644
--- a/pkg/strategy/pivotshort/strategy.go
+++ b/pkg/strategy/pivotshort/strategy.go
@@ -74,20 +74,6 @@ type CumulatedVolume struct {
 	Window         int              `json:"window"`
 }
 
-type Exit struct {
-	RoiMinTakeProfitPercentage fixedpoint.Value `json:"roiMinTakeProfitPercentage"`
-
-	RoiTakeProfit      *RoiTakeProfit      `json:"roiTakeProfit"`
-	RoiStopLoss        *RoiStopLoss        `json:"roiStopLoss"`
-	ProtectionStopLoss *ProtectionStopLoss `json:"protectionStopLoss"`
-
-	LowerShadowRatio fixedpoint.Value `json:"lowerShadowRatio"`
-
-	CumulatedVolume *CumulatedVolume `json:"cumulatedVolume"`
-
-	MarginSideEffect types.MarginOrderSideEffectType `json:"marginOrderSideEffect"`
-}
-
 type Strategy struct {
 	*bbgo.Graceful
 
@@ -107,8 +93,8 @@ type Strategy struct {
 
 	BounceShort *BounceShort `json:"bounceShort"`
 
-	Entry Entry `json:"entry"`
-	Exit  Exit  `json:"exit"`
+	Entry       Entry        `json:"entry"`
+	ExitMethods []ExitMethod `json:"exits"`
 
 	session       *bbgo.ExchangeSession
 	orderExecutor *bbgo.GeneralOrderExecutor
@@ -278,16 +264,8 @@ func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, se
 		}
 	})
 
-	if s.Exit.ProtectionStopLoss != nil {
-		s.Exit.ProtectionStopLoss.Bind(session, s.orderExecutor)
-	}
-
-	if s.Exit.RoiStopLoss != nil {
-		s.Exit.RoiStopLoss.Bind(session, s.orderExecutor)
-	}
-
-	if s.Exit.RoiTakeProfit != nil {
-		s.Exit.RoiTakeProfit.Bind(session, s.orderExecutor)
+	for _, method := range s.ExitMethods {
+		method.Bind(session, s.orderExecutor)
 	}
 
 	// Always check whether you can open a short position or not
@@ -301,42 +279,8 @@ func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, se
 		}
 
 		isPositionOpened := !s.Position.IsClosed() && !s.Position.IsDust(kline.Close)
-
 		if isPositionOpened && s.Position.IsShort() {
-			roi := s.Position.ROI(kline.Close)
-			if !s.Exit.RoiMinTakeProfitPercentage.IsZero() {
-				if roi.Compare(s.Exit.RoiMinTakeProfitPercentage) > 0 {
-					if !s.Exit.LowerShadowRatio.IsZero() && kline.GetLowerShadowHeight().Div(kline.Close).Compare(s.Exit.LowerShadowRatio) > 0 {
-						bbgo.Notify("%s TakeProfit triggered at price %f: by shadow ratio %f",
-							s.Symbol,
-							kline.Close.Float64(),
-							kline.GetLowerShadowRatio().Float64(), kline)
-						_ = s.ClosePosition(ctx, fixedpoint.One)
-						return
-					} else if s.Exit.CumulatedVolume != nil && s.Exit.CumulatedVolume.Enabled {
-						if klines, ok := store.KLinesOfInterval(s.Interval); ok {
-							var cbv = fixedpoint.Zero
-							var cqv = fixedpoint.Zero
-							for i := 0; i < s.Exit.CumulatedVolume.Window; i++ {
-								last := (*klines)[len(*klines)-1-i]
-								cqv = cqv.Add(last.QuoteVolume)
-								cbv = cbv.Add(last.Volume)
-							}
-
-							if cqv.Compare(s.Exit.CumulatedVolume.MinQuoteVolume) > 0 {
-								bbgo.Notify("%s TakeProfit triggered at price %f: by cumulated volume (window: %d) %f > %f",
-									s.Symbol,
-									kline.Close.Float64(),
-									s.Exit.CumulatedVolume.Window,
-									cqv.Float64(),
-									s.Exit.CumulatedVolume.MinQuoteVolume.Float64())
-								_ = s.ClosePosition(ctx, fixedpoint.One)
-								return
-							}
-						}
-					}
-				}
-			}
+			return
 		}
 
 		if len(s.pivotLowPrices) == 0 {