diff --git a/freqtrade/exchange/exchange.py b/freqtrade/exchange/exchange.py
index 9d1825397..481ddad22 100644
--- a/freqtrade/exchange/exchange.py
+++ b/freqtrade/exchange/exchange.py
@@ -2623,6 +2623,20 @@ class Exchange:
         now = timeframe_to_next_date(timeframe)
         return int((now - timedelta(seconds=move_to // 1000)).timestamp() * 1000)
 
+    def needed_candle_for_trades_ms(self, timeframe: str, candle_type: CandleType):
+        one_call = timeframe_to_msecs(timeframe) * self.ohlcv_candle_limit(timeframe, candle_type)
+        config_orderflow = self._config["orderflow"]
+        required_candles = config_orderflow["max_candles"]
+        required_candles = (
+            required_candles
+            if required_candles < self.required_candle_call_count
+            else self.required_candle_call_count
+        )
+
+        move_to = one_call * required_candles
+        now = timeframe_to_next_date(timeframe)
+        return int((now - timedelta(seconds=move_to // 1000)).timestamp() * 1000)
+
     def _process_trades_df(
         self,
         pair: str,
@@ -2675,7 +2689,7 @@ class Exchange:
         for pair, timeframe, candle_type in set(pair_list):
             new_ticks: List = []
             all_stored_ticks_df = DataFrame(columns=DEFAULT_TRADES_COLUMNS + ["date"])
-            first_candle_ms = self.needed_candle_ms(timeframe, candle_type)
+            first_candle_ms = self.needed_candle_for_trades_ms(timeframe, candle_type)
             # refresh, if
             # a. not in _trades
             # b. no cache used
diff --git a/tests/exchange/test_exchange.py b/tests/exchange/test_exchange.py
index 294c722f3..690745d03 100644
--- a/tests/exchange/test_exchange.py
+++ b/tests/exchange/test_exchange.py
@@ -2408,6 +2408,7 @@ def test_refresh_latest_trades(mocker, default_conf, caplog, candle_type, tmp_pa
     use_trades_conf = default_conf
     use_trades_conf["exchange"]["use_public_trades"] = True
     use_trades_conf["datadir"] = tmp_path
+    use_trades_conf["orderflow"] = {"max_candles": 1500}
     exchange = get_patched_exchange(mocker, use_trades_conf)
     exchange._api_async.fetch_trades = get_mock_coro(trades)
     exchange._ft_has["exchange_has_overrides"]["fetchTrades"] = True