diff --git a/store/position.go b/store/position.go
index f8337929..9b677db8 100644
--- a/store/position.go
+++ b/store/position.go
@@ -253,6 +253,33 @@ func (s *PositionStore) ClosePositionFully(id int64, exitPrice float64, exitOrde
 	}).Error
 }
 
+// GetSyntheticClosedPosition gets an existing synthetic CLOSED position (close_reason='sync_partial')
+// Used when merging multiple close trades that have no matching open position
+func (s *PositionStore) GetSyntheticClosedPosition(traderID, symbol, side string) (*TraderPosition, error) {
+	var pos TraderPosition
+	err := s.db.Where("trader_id = ? AND symbol = ? AND side = ? AND status = ? AND close_reason = ?",
+		traderID, symbol, side, "CLOSED", "sync_partial").
+		Order("exit_time DESC").
+		First(&pos).Error
+	if err != nil {
+		return nil, err
+	}
+	return &pos, nil
+}
+
+// UpdateSyntheticPosition updates a synthetic CLOSED position with additional close trade data
+func (s *PositionStore) UpdateSyntheticPosition(id int64, entryQty, exitPrice, realizedPnL, fee float64, exitTimeMs int64) error {
+	nowMs := time.Now().UTC().UnixMilli()
+	return s.db.Model(&TraderPosition{}).Where("id = ?", id).Updates(map[string]interface{}{
+		"entry_quantity": entryQty,
+		"exit_price":     exitPrice,
+		"realized_pnl":   realizedPnL,
+		"fee":            fee,
+		"exit_time":      exitTimeMs,
+		"updated_at":     nowMs,
+	}).Error
+}
+
 // DeleteAllOpenPositions deletes all OPEN positions for a trader
 func (s *PositionStore) DeleteAllOpenPositions(traderID string) error {
 	return s.db.Where("trader_id = ? AND status = ?", traderID, "OPEN").Delete(&TraderPosition{}).Error
diff --git a/store/position_builder.go b/store/position_builder.go
index d4b4a06e..784f2f78 100644
--- a/store/position_builder.go
+++ b/store/position_builder.go
@@ -107,9 +107,58 @@ func (pb *PositionBuilder) handleClose(
 	}
 
 	if position == nil {
-		// No open position found - just skip
-		// This can happen if trades are processed out of order or database was cleared
-		logger.Infof("  ⚠️  No matching open position for %s %s (orderID: %s), skipping", symbol, side, orderID)
+		// No OPEN position found - check for existing synthetic CLOSED position to merge into
+		// This can happen when the position was opened before the sync window (>24h ago)
+		// but closed during the sync window. Multiple close trades should merge together.
+		existingSynthetic, _ := pb.positionStore.GetSyntheticClosedPosition(traderID, symbol, side)
+
+		nowMs := time.Now().UTC().UnixMilli()
+		if existingSynthetic != nil {
+			// Merge into existing synthetic position
+			newEntryQty := existingSynthetic.EntryQuantity + quantity
+			// Calculate weighted average exit price
+			newExitPrice := (existingSynthetic.ExitPrice*existingSynthetic.EntryQuantity + price*quantity) / newEntryQty
+			newExitPrice = math.Round(newExitPrice*100) / 100
+			newPnL := existingSynthetic.RealizedPnL + realizedPnL
+			newFee := existingSynthetic.Fee + fee
+
+			logger.Infof("  📊 Merging into synthetic position: %s %s +%.4f @ %.2f (total: %.4f @ %.2f, pnl: %.2f)",
+				symbol, side, quantity, price, newEntryQty, newExitPrice, newPnL)
+
+			return pb.positionStore.UpdateSyntheticPosition(existingSynthetic.ID, newEntryQty, newExitPrice, newPnL, newFee, tradeTimeMs)
+		}
+
+		// Create new synthetic CLOSED position
+		logger.Infof("  ⚠️  No matching open position for %s %s, creating synthetic CLOSED position", symbol, side)
+		syntheticPosition := &TraderPosition{
+			TraderID:           traderID,
+			ExchangeID:         exchangeID,
+			ExchangeType:       exchangeType,
+			ExchangePositionID: fmt.Sprintf("sync_closed_%s_%s_%d", symbol, side, tradeTimeMs),
+			Symbol:             symbol,
+			Side:               side,
+			Quantity:           0, // Already closed
+			EntryQuantity:      quantity,
+			EntryPrice:         0,        // Unknown - opened before sync window
+			EntryOrderID:       "",       // Unknown
+			EntryTime:          0,        // Unknown
+			ExitPrice:          price,    // We know the exit price
+			ExitOrderID:        orderID,
+			ExitTime:           tradeTimeMs,
+			RealizedPnL:        realizedPnL,
+			Fee:                fee,
+			Leverage:           1,
+			Status:             "CLOSED",
+			CloseReason:        "sync_partial", // Mark as partial data
+			Source:             "sync",
+			CreatedAt:          nowMs,
+			UpdatedAt:          nowMs,
+		}
+		if err := pb.positionStore.Create(syntheticPosition); err != nil {
+			return fmt.Errorf("failed to create synthetic closed position: %w", err)
+		}
+		logger.Infof("  ✅ Created synthetic CLOSED position: %s %s qty=%.4f exit=%.2f pnl=%.2f",
+			symbol, side, quantity, price, realizedPnL)
 		return nil
 	}