diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md
index 9e0b33ab1..fb7bea5f3 100644
--- a/docs/strategy-callbacks.md
+++ b/docs/strategy-callbacks.md
@@ -593,6 +593,8 @@ Additional orders also result in additional fees and those orders don't count to
 This callback is **not** called when there is an open order (either buy or sell) waiting for execution, or when you have reached the maximum amount of extra buys that you have set on `max_entry_position_adjustment`.
 `adjust_trade_position()` is called very frequently for the duration of a trade, so you must keep your implementation as performant as possible.
 
+Position adjustments will always be applied in the direction of the trade, so a positive value will always increase your position, no matter if it's a long or short trade. Modifications to leverage are not possible.
+
 !!! Note "About stake size"
     Using fixed stake size means it will be the amount used for the first order, just like without position adjustment.
     If you wish to buy additional orders with DCA, then make sure to leave enough funds in the wallet for that.
@@ -663,7 +665,7 @@ class DigDeeperStrategy(IStrategy):
             return None
 
         filled_buys = trade.select_filled_orders('buy')
-        count_of_buys = trade.nr_of_successful_buys
+        count_of_entries = trade.nr_of_successful_entries
         # Allow up to 3 additional increasingly larger buys (4 in total)
         # Initial buy is 1x
         # If that falls to -5% profit, we buy 1.25x more, average profit should increase to roughly -2.2%
@@ -676,7 +678,7 @@ class DigDeeperStrategy(IStrategy):
             # This returns first order stake size
             stake_amount = filled_buys[0].cost
             # This then calculates current safety order size
-            stake_amount = stake_amount * (1 + (count_of_buys * 0.25))
+            stake_amount = stake_amount * (1 + (count_of_entries * 0.25))
             return stake_amount
         except Exception as exception:
             return None
diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py
index 8f38ab8aa..0410b436d 100644
--- a/freqtrade/freqtradebot.py
+++ b/freqtrade/freqtradebot.py
@@ -103,7 +103,6 @@ class FreqtradeBot(LoggingMixin):
         self._exit_lock = Lock()
         LoggingMixin.__init__(self, logger, timeframe_to_seconds(self.strategy.timeframe))
 
-        self.liquidation_buffer = float(self.config.get('liquidation_buffer', '0.05'))
         self.trading_mode: TradingMode = self.config.get('trading_mode', TradingMode.SPOT)
         self.margin_mode_type: Optional[MarginMode] = None
         if 'margin_mode' in self.config:
@@ -510,7 +509,7 @@ class FreqtradeBot(LoggingMixin):
         """
         # TODO-lev: Check what changes are necessary for DCA in relation to shorts.
         if self.strategy.max_entry_position_adjustment > -1:
-            count_of_buys = trade.nr_of_successful_buys
+            count_of_buys = trade.nr_of_successful_entries
             if count_of_buys > self.strategy.max_entry_position_adjustment:
                 logger.debug(f"Max adjustment entries for {trade.pair} has been reached.")
                 return
@@ -533,7 +532,7 @@ class FreqtradeBot(LoggingMixin):
 
         if stake_amount is not None and stake_amount > 0.0:
             # We should increase our position
-            self.execute_entry(trade.pair, stake_amount, trade=trade)
+            self.execute_entry(trade.pair, stake_amount, trade=trade, is_short=trade.is_short)
 
         if stake_amount is not None and stake_amount < 0.0:
             # We should decrease our position
@@ -607,18 +606,21 @@ class FreqtradeBot(LoggingMixin):
 
         if not stake_amount:
             return False
-
-        max_leverage = self.exchange.get_max_leverage(pair, stake_amount)
-        leverage = strategy_safe_wrapper(self.strategy.leverage, default_retval=1.0)(
-            pair=pair,
-            current_time=datetime.now(timezone.utc),
-            current_rate=enter_limit_requested,
-            proposed_leverage=1.0,
-            max_leverage=max_leverage,
-            side=trade_side,
-        ) if self.trading_mode != TradingMode.SPOT else 1.0
-        # Cap leverage between 1.0 and max_leverage.
-        leverage = min(max(leverage, 1.0), max_leverage)
+        if not pos_adjust:
+            max_leverage = self.exchange.get_max_leverage(pair, stake_amount)
+            leverage = strategy_safe_wrapper(self.strategy.leverage, default_retval=1.0)(
+                pair=pair,
+                current_time=datetime.now(timezone.utc),
+                current_rate=enter_limit_requested,
+                proposed_leverage=1.0,
+                max_leverage=max_leverage,
+                side=trade_side,
+            ) if self.trading_mode != TradingMode.SPOT else 1.0
+            # Cap leverage between 1.0 and max_leverage.
+            leverage = min(max(leverage, 1.0), max_leverage)
+        else:
+            # Changing leverage currently not possible
+            leverage = trade.leverage if trade else 1.0
         if pos_adjust:
             logger.info(f"Position adjust: about to create a new order for {pair} with stake: "
                         f"{stake_amount} for {trade}")
@@ -688,6 +690,7 @@ class FreqtradeBot(LoggingMixin):
             amount = safe_value_fallback(order, 'filled', 'amount')
             enter_limit_filled_price = safe_value_fallback(order, 'average', 'price')
 
+        # TODO: this might be unnecessary, as we're calling it in update_trade_state.
         isolated_liq = self.exchange.get_liquidation_price(
             leverage=leverage,
             pair=pair,
@@ -1030,7 +1033,11 @@ class FreqtradeBot(LoggingMixin):
 
         # If enter order is fulfilled but there is no stoploss, we add a stoploss on exchange
         if not stoploss_order:
-            stoploss = self.edge.stoploss(pair=trade.pair) if self.edge else self.strategy.stoploss
+            stoploss = (
+                self.edge.stoploss(pair=trade.pair)
+                if self.edge else
+                self.strategy.stoploss / trade.leverage
+            )
             if trade.is_short:
                 stop_price = trade.open_rate * (1 - stoploss)
             else:
@@ -1557,9 +1564,20 @@ class FreqtradeBot(LoggingMixin):
         Trade.commit()
 
         if order['status'] in constants.NON_OPEN_EXCHANGE_STATES:
-            # If a buy order was closed, force update on stoploss on exchange
-            if order.get('side', None) == 'buy':
+            # If a entry order was closed, force update on stoploss on exchange
+            if order.get('side', None) == trade.enter_side:
                 trade = self.cancel_stoploss_on_exchange(trade)
+                # TODO: Margin will need to use interest_rate as well.
+                # interest_rate = self.exchange.get_interest_rate()
+                trade.set_isolated_liq(self.exchange.get_liquidation_price(
+
+                    leverage=trade.leverage,
+                    pair=trade.pair,
+                    amount=trade.amount,
+                    open_rate=trade.open_rate,
+                    is_short=trade.is_short
+                ))
+
             # Updating wallets when order is closed
             self.wallets.update()
 
@@ -1568,7 +1586,7 @@ class FreqtradeBot(LoggingMixin):
                 self._notify_exit(trade, '', True)
             self.handle_protections(trade.pair)
         elif send_msg and not trade.open_order_id:
-            # Buy fill
+            # Enter fill
             self._notify_enter(trade, order, fill=True)
 
         return False
diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py
index 6d562b6ab..365d8be37 100644
--- a/freqtrade/optimize/backtesting.py
+++ b/freqtrade/optimize/backtesting.py
@@ -465,11 +465,11 @@ class Backtesting:
 
         # Check if we need to adjust our current positions
         if self.strategy.position_adjustment_enable:
-            check_adjust_buy = True
+            check_adjust_entry = True
             if self.strategy.max_entry_position_adjustment > -1:
-                count_of_buys = trade.nr_of_successful_buys
-                check_adjust_buy = (count_of_buys <= self.strategy.max_entry_position_adjustment)
-            if check_adjust_buy:
+                entry_count = trade.nr_of_successful_entries
+                check_adjust_entry = (entry_count <= self.strategy.max_entry_position_adjustment)
+            if check_adjust_entry:
                 trade = self._get_adjust_trade_entry_for_candle(trade, sell_row)
 
         sell_candle_time: datetime = sell_row[DATE_IDX].to_pydatetime()
@@ -640,17 +640,20 @@ class Backtesting:
             # If not pos adjust, trade is None
             return trade
 
-        max_leverage = self.exchange.get_max_leverage(pair, stake_amount)
-        leverage = strategy_safe_wrapper(self.strategy.leverage, default_retval=1.0)(
-            pair=pair,
-            current_time=current_time,
-            current_rate=row[OPEN_IDX],
-            proposed_leverage=1.0,
-            max_leverage=max_leverage,
-            side=direction,
-        ) if self._can_short else 1.0
-        # Cap leverage between 1.0 and max_leverage.
-        leverage = min(max(leverage, 1.0), max_leverage)
+        if not pos_adjust:
+            max_leverage = self.exchange.get_max_leverage(pair, stake_amount)
+            leverage = strategy_safe_wrapper(self.strategy.leverage, default_retval=1.0)(
+                pair=pair,
+                current_time=current_time,
+                current_rate=row[OPEN_IDX],
+                proposed_leverage=1.0,
+                max_leverage=max_leverage,
+                side=direction,
+            ) if self._can_short else 1.0
+            # Cap leverage between 1.0 and max_leverage.
+            leverage = min(max(leverage, 1.0), max_leverage)
+        else:
+            leverage = trade.leverage if trade else 1.0
 
         order_type = self.strategy.order_types['buy']
         time_in_force = self.strategy.order_time_in_force['buy']
@@ -745,7 +748,7 @@ class Backtesting:
         for pair in open_trades.keys():
             if len(open_trades[pair]) > 0:
                 for trade in open_trades[pair]:
-                    if trade.open_order_id and trade.nr_of_successful_buys == 0:
+                    if trade.open_order_id and trade.nr_of_successful_entries == 0:
                         # Ignore trade if buy-order did not fill yet
                         continue
                     sell_row = data[pair][-1]
@@ -798,7 +801,7 @@ class Backtesting:
             if timedout:
                 if order.side == 'buy':
                     self.timedout_entry_orders += 1
-                    if trade.nr_of_successful_buys == 0:
+                    if trade.nr_of_successful_entries == 0:
                         # Remove trade due to buy timeout expiration.
                         return True
                     else:
diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py
index 2c96248d3..b6ae496fb 100644
--- a/freqtrade/persistence/models.py
+++ b/freqtrade/persistence/models.py
@@ -568,13 +568,14 @@ class LocalTrade():
             # Don't modify if called with initial and nothing to do
             return
 
+        leverage = self.leverage or 1.0
         if self.is_short:
-            new_loss = float(current_price * (1 + abs(stoploss)))
+            new_loss = float(current_price * (1 + abs(stoploss / leverage)))
             # If trading with leverage, don't set the stoploss below the liquidation price
             if self.isolated_liq:
                 new_loss = min(self.isolated_liq, new_loss)
         else:
-            new_loss = float(current_price * (1 - abs(stoploss)))
+            new_loss = float(current_price * (1 - abs(stoploss / leverage)))
             # If trading with leverage, don't set the stoploss below the liquidation price
             if self.isolated_liq:
                 new_loss = max(self.isolated_liq, new_loss)
@@ -868,7 +869,7 @@ class LocalTrade():
 
     def recalc_trade_from_orders(self):
         # We need at least 2 entry orders for averaging amounts and rates.
-        if len(self.select_filled_orders('buy')) < 2:
+        if len(self.select_filled_orders(self.enter_side)) < 2:
             # Just in case, still recalc open trade value
             self.recalc_open_trade_value()
             return
@@ -890,8 +891,9 @@ class LocalTrade():
                 total_stake += tmp_price * tmp_amount
 
         if total_amount > 0:
+            # Leverage not updated, as we don't allow changing leverage through DCA at the moment.
             self.open_rate = total_stake / total_amount
-            self.stake_amount = total_stake
+            self.stake_amount = total_stake / (self.leverage or 1.0)
             self.amount = total_amount
             self.fee_open_cost = self.fee_open * self.stake_amount
             self.recalc_open_trade_value()
@@ -937,10 +939,28 @@ class LocalTrade():
                 (o.filled or 0) > 0 and
                 o.status in NON_OPEN_EXCHANGE_STATES]
 
+    @property
+    def nr_of_successful_entries(self) -> int:
+        """
+        Helper function to count the number of entry orders that have been filled.
+        :return: int count of entry orders that have been filled for this trade.
+        """
+
+        return len(self.select_filled_orders(self.enter_side))
+
+    @property
+    def nr_of_successful_exits(self) -> int:
+        """
+        Helper function to count the number of exit orders that have been filled.
+        :return: int count of exit orders that have been filled for this trade.
+        """
+        return len(self.select_filled_orders(self.exit_side))
+
     @property
     def nr_of_successful_buys(self) -> int:
         """
         Helper function to count the number of buy orders that have been filled.
+        WARNING: Please use nr_of_successful_entries for short support.
         :return: int count of buy orders that have been filled for this trade.
         """
 
@@ -950,6 +970,7 @@ class LocalTrade():
     def nr_of_successful_sells(self) -> int:
         """
         Helper function to count the number of sell orders that have been filled.
+        WARNING: Please use nr_of_successful_exits for short support.
         :return: int count of sell orders that have been filled for this trade.
         """
         return len(self.select_filled_orders('sell'))
diff --git a/freqtrade/rpc/rpc.py b/freqtrade/rpc/rpc.py
index 9b780d88d..98207bfea 100644
--- a/freqtrade/rpc/rpc.py
+++ b/freqtrade/rpc/rpc.py
@@ -261,11 +261,11 @@ class RPC:
                     profit_str
                 ]
                 if self._config.get('position_adjustment_enable', False):
-                    max_buy_str = ''
+                    max_entry_str = ''
                     if self._config.get('max_entry_position_adjustment', -1) > 0:
-                        max_buy_str = f"/{self._config['max_entry_position_adjustment'] + 1}"
-                    filled_buys = trade.nr_of_successful_buys
-                    detail_trade.append(f"{filled_buys}{max_buy_str}")
+                        max_entry_str = f"/{self._config['max_entry_position_adjustment'] + 1}"
+                    filled_entries = trade.nr_of_successful_entries
+                    detail_trade.append(f"{filled_entries}{max_entry_str}")
                 trades_list.append(detail_trade)
             profitcol = "Profit"
             if self._fiat_converter:
@@ -696,19 +696,18 @@ class RPC:
             if trade.open_order_id:
                 order = self._freqtrade.exchange.fetch_order(trade.open_order_id, trade.pair)
 
-                if order['side'] == 'buy':
+                if order['side'] == trade.enter_side:
                     fully_canceled = self._freqtrade.handle_cancel_enter(
                         trade, order, CANCEL_REASON['FORCE_SELL'])
 
-                if order['side'] == 'sell':
+                if order['side'] == trade.exit_side:
                     # Cancel order - so it is placed anew with a fresh price.
                     self._freqtrade.handle_cancel_exit(trade, order, CANCEL_REASON['FORCE_SELL'])
 
             if not fully_canceled:
                 # Get current rate and execute sell
-                closing_side = "buy" if trade.is_short else "sell"
                 current_rate = self._freqtrade.exchange.get_rate(
-                    trade.pair, refresh=False, side=closing_side)
+                    trade.pair, refresh=False, side=trade.exit_side)
                 sell_reason = SellCheckTuple(sell_type=SellType.FORCE_SELL)
                 order_type = ordertype or self._freqtrade.strategy.order_types.get(
                     "forcesell", self._freqtrade.strategy.order_types["sell"])
@@ -769,8 +768,10 @@ class RPC:
         # check if valid pair
 
         # check if pair already has an open pair
-        trade = Trade.get_trades([Trade.is_open.is_(True), Trade.pair == pair]).first()
+        trade: Trade = Trade.get_trades([Trade.is_open.is_(True), Trade.pair == pair]).first()
+        is_short = (order_side == SignalDirection.SHORT)
         if trade:
+            is_short = trade.is_short
             if not self._freqtrade.strategy.position_adjustment_enable:
                 raise RPCException(f'position for {pair} already open - id: {trade.id}')
 
@@ -784,7 +785,7 @@ class RPC:
                 'forcebuy', self._freqtrade.strategy.order_types['buy'])
         if self._freqtrade.execute_entry(pair, stake_amount, price,
                                          ordertype=order_type, trade=trade,
-                                         is_short=(order_side == SignalDirection.SHORT),
+                                         is_short=is_short,
                                          enter_tag=enter_tag,
                                          ):
             Trade.commit()
diff --git a/tests/optimize/test_backtest_detail.py b/tests/optimize/test_backtest_detail.py
index 0d3cdbf9f..ea95a500f 100644
--- a/tests/optimize/test_backtest_detail.py
+++ b/tests/optimize/test_backtest_detail.py
@@ -634,7 +634,7 @@ tc39 = BTContainer(data=[
     [3, 5010, 5010, 4986, 5010, 6172, 0, 1],
     [4, 5010, 5010, 4855, 4995, 6172, 0, 0],  # Triggers stoploss + sellsignal acted on
     [5, 4995, 4995, 4950, 4950, 6172, 0, 0]],
-    stop_loss=-0.01, roi={"0": 1}, profit_perc=0.002 * 5.0, use_sell_signal=True,
+    stop_loss=-0.05, roi={"0": 1}, profit_perc=0.002 * 5.0, use_sell_signal=True,
     leverage=5.0,
     trades=[BTrade(sell_reason=SellType.SELL_SIGNAL, open_tick=1, close_tick=4)]
 )
diff --git a/tests/optimize/test_backtesting.py b/tests/optimize/test_backtesting.py
index c342dadcc..1337f1fa6 100644
--- a/tests/optimize/test_backtesting.py
+++ b/tests/optimize/test_backtesting.py
@@ -21,7 +21,6 @@ from freqtrade.data.converter import clean_ohlcv_dataframe
 from freqtrade.data.dataprovider import DataProvider
 from freqtrade.data.history import get_timerange
 from freqtrade.enums import RunMode, SellType
-from freqtrade.enums.tradingmode import TradingMode
 from freqtrade.exceptions import DependencyException, OperationalException
 from freqtrade.exchange.exchange import timeframe_to_next_date
 from freqtrade.misc import get_strategy_run_id
diff --git a/tests/strategy/strats/strategy_test_v3.py b/tests/strategy/strats/strategy_test_v3.py
index a056b316c..0b73c1271 100644
--- a/tests/strategy/strats/strategy_test_v3.py
+++ b/tests/strategy/strats/strategy_test_v3.py
@@ -183,7 +183,7 @@ class StrategyTestV3(IStrategy):
                               current_profit: float, min_stake: float, max_stake: float, **kwargs):
 
         if current_profit < -0.0075:
-            orders = trade.select_filled_orders('buy')
+            orders = trade.select_filled_orders(trade.enter_side)
             return round(orders[0].cost, 0)
 
         return None
diff --git a/tests/test_integration.py b/tests/test_integration.py
index bb14aa03d..70ee1c52c 100644
--- a/tests/test_integration.py
+++ b/tests/test_integration.py
@@ -231,13 +231,13 @@ def test_dca_buying(default_conf_usdt, ticker_usdt, fee, mocker) -> None:
     assert len(Trade.get_trades().all()) == 1
     trade = Trade.get_trades().first()
     assert len(trade.orders) == 1
-    assert trade.stake_amount == 60
+    assert pytest.approx(trade.stake_amount) == 60
     assert trade.open_rate == 2.0
     # No adjustment
     freqtrade.process()
     trade = Trade.get_trades().first()
     assert len(trade.orders) == 1
-    assert trade.stake_amount == 60
+    assert pytest.approx(trade.stake_amount) == 60
 
     # Reduce bid amount
     ticker_usdt_modif = ticker_usdt.return_value
@@ -266,6 +266,7 @@ def test_dca_buying(default_conf_usdt, ticker_usdt, fee, mocker) -> None:
 
     assert trade.amount == trade.orders[0].amount + trade.orders[1].amount
     assert trade.nr_of_successful_buys == 2
+    assert trade.nr_of_successful_entries == 2
 
     # Sell
     patch_get_signal(freqtrade, enter_long=False, exit_long=True)
@@ -280,3 +281,75 @@ def test_dca_buying(default_conf_usdt, ticker_usdt, fee, mocker) -> None:
     assert trade.orders[2].amount == trade.amount
 
     assert trade.nr_of_successful_buys == 2
+    assert trade.nr_of_successful_entries == 2
+
+
+def test_dca_short(default_conf_usdt, ticker_usdt, fee, mocker) -> None:
+    default_conf_usdt['position_adjustment_enable'] = True
+
+    freqtrade = get_patched_freqtradebot(mocker, default_conf_usdt)
+    mocker.patch.multiple(
+        'freqtrade.exchange.Exchange',
+        fetch_ticker=ticker_usdt,
+        get_fee=fee,
+        amount_to_precision=lambda s, x, y: y,
+        price_to_precision=lambda s, x, y: y,
+    )
+
+    patch_get_signal(freqtrade, enter_long=False, enter_short=True)
+    freqtrade.enter_positions()
+
+    assert len(Trade.get_trades().all()) == 1
+    trade = Trade.get_trades().first()
+    assert len(trade.orders) == 1
+    assert pytest.approx(trade.stake_amount) == 60
+    assert trade.open_rate == 2.02
+    # No adjustment
+    freqtrade.process()
+    trade = Trade.get_trades().first()
+    assert len(trade.orders) == 1
+    assert pytest.approx(trade.stake_amount) == 60
+
+    # Reduce bid amount
+    ticker_usdt_modif = ticker_usdt.return_value
+    ticker_usdt_modif['ask'] = ticker_usdt_modif['ask'] * 1.015
+    ticker_usdt_modif['bid'] = ticker_usdt_modif['bid'] * 1.0125
+    mocker.patch('freqtrade.exchange.Exchange.fetch_ticker', return_value=ticker_usdt_modif)
+
+    # additional buy order
+    freqtrade.process()
+    trade = Trade.get_trades().first()
+    assert len(trade.orders) == 2
+    for o in trade.orders:
+        assert o.status == "closed"
+    assert pytest.approx(trade.stake_amount) == 120
+
+    # Open-rate averaged between 2.0 and 2.0 * 1.015
+    assert trade.open_rate >= 2.02
+    assert trade.open_rate < 2.02 * 1.015
+
+    # No action - profit raised above 1% (the bar set in the strategy).
+    freqtrade.process()
+    trade = Trade.get_trades().first()
+    assert len(trade.orders) == 2
+    assert pytest.approx(trade.stake_amount) == 120
+    # assert trade.orders[0].amount == 30
+    assert trade.orders[1].amount == 60 / ticker_usdt_modif['ask']
+
+    assert trade.amount == trade.orders[0].amount + trade.orders[1].amount
+    assert trade.nr_of_successful_entries == 2
+
+    # Buy
+    patch_get_signal(freqtrade, enter_long=False, exit_short=True)
+    freqtrade.process()
+    trade = Trade.get_trades().first()
+    assert trade.is_open is False
+    # assert trade.orders[0].amount == 30
+    assert trade.orders[0].side == 'sell'
+    assert trade.orders[1].amount == 60 / ticker_usdt_modif['ask']
+    # Sold everything
+    assert trade.orders[-1].side == 'buy'
+    assert trade.orders[2].amount == trade.amount
+
+    assert trade.nr_of_successful_entries == 2
+    assert trade.nr_of_successful_exits == 1
diff --git a/tests/test_persistence.py b/tests/test_persistence.py
index f7273950a..c287bf4fd 100644
--- a/tests/test_persistence.py
+++ b/tests/test_persistence.py
@@ -1749,6 +1749,67 @@ def test_stoploss_reinitialization(default_conf, fee):
     assert trade_adj.initial_stop_loss_pct == -0.04
 
 
+def test_stoploss_reinitialization_leverage(default_conf, fee):
+    init_db(default_conf['db_url'])
+    trade = Trade(
+        pair='ADA/USDT',
+        stake_amount=30.0,
+        fee_open=fee.return_value,
+        open_date=arrow.utcnow().shift(hours=-2).datetime,
+        amount=30.0,
+        fee_close=fee.return_value,
+        exchange='binance',
+        open_rate=1,
+        max_rate=1,
+        leverage=5.0,
+    )
+
+    trade.adjust_stop_loss(trade.open_rate, 0.1, True)
+    assert trade.stop_loss == 0.98
+    assert trade.stop_loss_pct == -0.1
+    assert trade.initial_stop_loss == 0.98
+    assert trade.initial_stop_loss_pct == -0.1
+    Trade.query.session.add(trade)
+
+    # Lower stoploss
+    Trade.stoploss_reinitialization(0.15)
+
+    trades = Trade.get_open_trades()
+    assert len(trades) == 1
+    trade_adj = trades[0]
+    assert trade_adj.stop_loss == 0.97
+    assert trade_adj.stop_loss_pct == -0.15
+    assert trade_adj.initial_stop_loss == 0.97
+    assert trade_adj.initial_stop_loss_pct == -0.15
+
+    # Raise stoploss
+    Trade.stoploss_reinitialization(0.05)
+
+    trades = Trade.get_open_trades()
+    assert len(trades) == 1
+    trade_adj = trades[0]
+    assert trade_adj.stop_loss == 0.99
+    assert trade_adj.stop_loss_pct == -0.05
+    assert trade_adj.initial_stop_loss == 0.99
+    assert trade_adj.initial_stop_loss_pct == -0.05
+
+    # Trailing stoploss (move stoplos up a bit)
+    trade.adjust_stop_loss(1.02, 0.05)
+    assert trade_adj.stop_loss == 1.0098
+    assert trade_adj.initial_stop_loss == 0.99
+
+    Trade.stoploss_reinitialization(0.05)
+
+    trades = Trade.get_open_trades()
+    assert len(trades) == 1
+    trade_adj = trades[0]
+    # Stoploss should not change in this case.
+    assert trade_adj.stop_loss == 1.0098
+    assert trade_adj.stop_loss_pct == -0.05
+    assert trade_adj.initial_stop_loss == 0.99
+    assert trade_adj.initial_stop_loss_pct == -0.05
+
+
 def test_stoploss_reinitialization_short(default_conf, fee):
     init_db(default_conf['db_url'])
     trade = Trade(
@@ -1762,50 +1823,50 @@ def test_stoploss_reinitialization_short(default_conf, fee):
         open_rate=1,
         max_rate=1,
         is_short=True,
-        leverage=3.0,
+        leverage=5.0,
     )
-    trade.adjust_stop_loss(trade.open_rate, -0.05, True)
-    assert trade.stop_loss == 1.05
-    assert trade.stop_loss_pct == 0.05
-    assert trade.initial_stop_loss == 1.05
-    assert trade.initial_stop_loss_pct == 0.05
+    trade.adjust_stop_loss(trade.open_rate, -0.1, True)
+    assert trade.stop_loss == 1.02
+    assert trade.stop_loss_pct == 0.1
+    assert trade.initial_stop_loss == 1.02
+    assert trade.initial_stop_loss_pct == 0.1
     Trade.query.session.add(trade)
     # Lower stoploss
-    Trade.stoploss_reinitialization(-0.06)
+    Trade.stoploss_reinitialization(-0.15)
     trades = Trade.get_open_trades()
     assert len(trades) == 1
     trade_adj = trades[0]
-    assert trade_adj.stop_loss == 1.06
-    assert trade_adj.stop_loss_pct == 0.06
-    assert trade_adj.initial_stop_loss == 1.06
-    assert trade_adj.initial_stop_loss_pct == 0.06
+    assert trade_adj.stop_loss == 1.03
+    assert trade_adj.stop_loss_pct == 0.15
+    assert trade_adj.initial_stop_loss == 1.03
+    assert trade_adj.initial_stop_loss_pct == 0.15
     # Raise stoploss
-    Trade.stoploss_reinitialization(-0.04)
+    Trade.stoploss_reinitialization(-0.05)
     trades = Trade.get_open_trades()
     assert len(trades) == 1
     trade_adj = trades[0]
-    assert trade_adj.stop_loss == 1.04
-    assert trade_adj.stop_loss_pct == 0.04
-    assert trade_adj.initial_stop_loss == 1.04
-    assert trade_adj.initial_stop_loss_pct == 0.04
+    assert trade_adj.stop_loss == 1.01
+    assert trade_adj.stop_loss_pct == 0.05
+    assert trade_adj.initial_stop_loss == 1.01
+    assert trade_adj.initial_stop_loss_pct == 0.05
     # Trailing stoploss
-    trade.adjust_stop_loss(0.98, -0.04)
-    assert trade_adj.stop_loss == 1.0192
-    assert trade_adj.initial_stop_loss == 1.04
-    Trade.stoploss_reinitialization(-0.04)
+    trade.adjust_stop_loss(0.98, -0.05)
+    assert trade_adj.stop_loss == 0.9898
+    assert trade_adj.initial_stop_loss == 1.01
+    Trade.stoploss_reinitialization(-0.05)
     trades = Trade.get_open_trades()
     assert len(trades) == 1
     trade_adj = trades[0]
     # Stoploss should not change in this case.
-    assert trade_adj.stop_loss == 1.0192
-    assert trade_adj.stop_loss_pct == 0.04
-    assert trade_adj.initial_stop_loss == 1.04
-    assert trade_adj.initial_stop_loss_pct == 0.04
+    assert trade_adj.stop_loss == 0.9898
+    assert trade_adj.stop_loss_pct == 0.05
+    assert trade_adj.initial_stop_loss == 1.01
+    assert trade_adj.initial_stop_loss_pct == 0.05
     # Stoploss can't go above liquidation price
-    trade_adj.set_isolated_liq(1.0)
-    trade.adjust_stop_loss(0.97, -0.04)
-    assert trade_adj.stop_loss == 1.0
-    assert trade_adj.stop_loss == 1.0
+    trade_adj.set_isolated_liq(0.985)
+    trade.adjust_stop_loss(0.9799, -0.05)
+    assert trade_adj.stop_loss == 0.985
+    assert trade_adj.stop_loss == 0.985
 
 
 def test_update_fee(fee):
@@ -2310,13 +2371,16 @@ def test_recalc_trade_from_orders(fee):
     assert pytest.approx(trade.open_trade_value) == o1_trade_val + o2_trade_val + o3_trade_val
 
 
-def test_recalc_trade_from_orders_ignores_bad_orders(fee):
+@pytest.mark.parametrize('is_short', [True, False])
+def test_recalc_trade_from_orders_ignores_bad_orders(fee, is_short):
 
     o1_amount = 100
     o1_rate = 1
     o1_cost = o1_amount * o1_rate
     o1_fee_cost = o1_cost * fee.return_value
-    o1_trade_val = o1_cost + o1_fee_cost
+    o1_trade_val = o1_cost - o1_fee_cost if is_short else o1_cost + o1_fee_cost
+    enter_side = "sell" if is_short else "buy"
+    exit_side = "buy" if is_short else "sell"
 
     trade = Trade(
         pair='ADA/USDT',
@@ -2328,17 +2392,18 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee):
         exchange='binance',
         open_rate=o1_rate,
         max_rate=o1_rate,
+        is_short=is_short,
     )
-    trade.update_fee(o1_fee_cost, 'BNB', fee.return_value, 'buy')
+    trade.update_fee(o1_fee_cost, 'BNB', fee.return_value, enter_side)
     # Check with 1 order
     order1 = Order(
-        ft_order_side='buy',
+        ft_order_side=enter_side,
         ft_pair=trade.pair,
         ft_is_open=False,
         status="closed",
         symbol=trade.pair,
         order_type="market",
-        side="buy",
+        side=enter_side,
         price=o1_rate,
         average=o1_rate,
         filled=o1_amount,
@@ -2356,16 +2421,16 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee):
     assert trade.open_rate == o1_rate
     assert trade.fee_open_cost == o1_fee_cost
     assert trade.open_trade_value == o1_trade_val
-    assert trade.nr_of_successful_buys == 1
+    assert trade.nr_of_successful_entries == 1
 
     order2 = Order(
-        ft_order_side='buy',
+        ft_order_side=enter_side,
         ft_pair=trade.pair,
         ft_is_open=True,
         status="open",
         symbol=trade.pair,
         order_type="market",
-        side="buy",
+        side=enter_side,
         price=o1_rate,
         average=o1_rate,
         filled=o1_amount,
@@ -2383,17 +2448,17 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee):
     assert trade.open_rate == o1_rate
     assert trade.fee_open_cost == o1_fee_cost
     assert trade.open_trade_value == o1_trade_val
-    assert trade.nr_of_successful_buys == 1
+    assert trade.nr_of_successful_entries == 1
 
     # Let's try with some other orders
     order3 = Order(
-        ft_order_side='buy',
+        ft_order_side=enter_side,
         ft_pair=trade.pair,
         ft_is_open=False,
         status="cancelled",
         symbol=trade.pair,
         order_type="market",
-        side="buy",
+        side=enter_side,
         price=1,
         average=2,
         filled=0,
@@ -2411,16 +2476,16 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee):
     assert trade.open_rate == o1_rate
     assert trade.fee_open_cost == o1_fee_cost
     assert trade.open_trade_value == o1_trade_val
-    assert trade.nr_of_successful_buys == 1
+    assert trade.nr_of_successful_entries == 1
 
     order4 = Order(
-        ft_order_side='buy',
+        ft_order_side=enter_side,
         ft_pair=trade.pair,
         ft_is_open=False,
         status="closed",
         symbol=trade.pair,
         order_type="market",
-        side="buy",
+        side=enter_side,
         price=o1_rate,
         average=o1_rate,
         filled=o1_amount,
@@ -2438,17 +2503,17 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee):
     assert trade.open_rate == o1_rate
     assert trade.fee_open_cost == 2 * o1_fee_cost
     assert trade.open_trade_value == 2 * o1_trade_val
-    assert trade.nr_of_successful_buys == 2
+    assert trade.nr_of_successful_entries == 2
 
-    # Just to make sure sell orders are ignored, let's calculate one more time.
+    # Just to make sure exit orders are ignored, let's calculate one more time.
     sell1 = Order(
-        ft_order_side='sell',
+        ft_order_side=exit_side,
         ft_pair=trade.pair,
         ft_is_open=False,
         status="closed",
         symbol=trade.pair,
         order_type="market",
-        side="sell",
+        side=exit_side,
         price=4,
         average=3,
         filled=2,
@@ -2465,16 +2530,17 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee):
     assert trade.open_rate == o1_rate
     assert trade.fee_open_cost == 2 * o1_fee_cost
     assert trade.open_trade_value == 2 * o1_trade_val
-    assert trade.nr_of_successful_buys == 2
+    assert trade.nr_of_successful_entries == 2
+
     # Check with 1 order
     order_noavg = Order(
-        ft_order_side='buy',
+        ft_order_side=enter_side,
         ft_pair=trade.pair,
         ft_is_open=False,
         status="closed",
         symbol=trade.pair,
         order_type="market",
-        side="buy",
+        side=enter_side,
         price=o1_rate,
         average=None,
         filled=o1_amount,
@@ -2492,7 +2558,7 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee):
     assert trade.open_rate == o1_rate
     assert trade.fee_open_cost == 3 * o1_fee_cost
     assert trade.open_trade_value == 3 * o1_trade_val
-    assert trade.nr_of_successful_buys == 3
+    assert trade.nr_of_successful_entries == 3
 
 
 @pytest.mark.usefixtures("init_persistence")