diff --git a/freqtrade/data/dataprovider.py b/freqtrade/data/dataprovider.py
index ce1b480f9..f69b1287d 100644
--- a/freqtrade/data/dataprovider.py
+++ b/freqtrade/data/dataprovider.py
@@ -23,11 +23,16 @@ class DataProvider(object):
         self._config = config
         self._exchange = exchange
 
-    def refresh(self, pairlist: List[Tuple[str, str]]) -> None:
+    def refresh(self,
+                pairlist: List[Tuple[str, str]],
+                helping_pairs: List[Tuple[str, str]] = None) -> None:
         """
         Refresh data, called with each cycle
         """
-        self._exchange.refresh_latest_ohlcv(pairlist)
+        if helping_pairs:
+            self._exchange.refresh_latest_ohlcv(pairlist + helping_pairs)
+        else:
+            self._exchange.refresh_latest_ohlcv(pairlist)
 
     @property
     def available_pairs(self) -> List[Tuple[str, str]]:
diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py
index 74d2cc43d..22ccab8c0 100644
--- a/freqtrade/freqtradebot.py
+++ b/freqtrade/freqtradebot.py
@@ -174,7 +174,8 @@ class FreqtradeBot(object):
             pair_whitelist_tuple = [(pair, self.config['ticker_interval'])
                                     for pair in self.active_pair_whitelist]
             # Refreshing candles
-            self.dataprovider.refresh(pair_whitelist_tuple)
+            self.dataprovider.refresh(pair_whitelist_tuple,
+                                      self.strategy.additional_pairs())
 
             # First process current opened trades
             for trade in trades:
diff --git a/freqtrade/tests/data/test_dataprovider.py b/freqtrade/tests/data/test_dataprovider.py
index 834ff94b5..0fed86a4e 100644
--- a/freqtrade/tests/data/test_dataprovider.py
+++ b/freqtrade/tests/data/test_dataprovider.py
@@ -61,3 +61,33 @@ def test_available_pairs(mocker, default_conf, ticker_history):
 
     assert len(dp.available_pairs) == 2
     assert dp.available_pairs == [('XRP/BTC', tick_interval), ('UNITTEST/BTC', tick_interval)]
+
+
+def test_refresh(mocker, default_conf, ticker_history):
+    refresh_mock = MagicMock()
+    mocker.patch('freqtrade.exchange.Exchange.refresh_latest_ohlcv', refresh_mock)
+
+    exchange = get_patched_exchange(mocker, default_conf, id='binance')
+    tick_interval = default_conf['ticker_interval']
+    pairs = [('XRP/BTC', tick_interval),
+             ('UNITTEST/BTC', tick_interval),
+             ]
+
+    pairs_non_trad = [('ETH/USDT', tick_interval),
+                      ('BTC/TUSD', "1h"),
+                      ]
+
+    dp = DataProvider(default_conf, exchange)
+    dp.refresh(pairs)
+
+    assert refresh_mock.call_count == 1
+    assert len(refresh_mock.call_args[0]) == 1
+    assert len(refresh_mock.call_args[0][0]) == len(pairs)
+    assert refresh_mock.call_args[0][0] == pairs
+
+    refresh_mock.reset_mock()
+    dp.refresh(pairs, pairs_non_trad)
+    assert refresh_mock.call_count == 1
+    assert len(refresh_mock.call_args[0]) == 1
+    assert len(refresh_mock.call_args[0][0]) == len(pairs) + len(pairs_non_trad)
+    assert refresh_mock.call_args[0][0] == pairs + pairs_non_trad