diff --git a/freqtrade/data/converter/trade_converter_kraken.py b/freqtrade/data/converter/trade_converter_kraken.py
index 5abebd6a2..71a6dd8d3 100644
--- a/freqtrade/data/converter/trade_converter_kraken.py
+++ b/freqtrade/data/converter/trade_converter_kraken.py
@@ -38,6 +38,13 @@ def import_kraken_trades_from_csv(config: Config, convert_to: str):
     }
     logger.info(f"Found csv files for {', '.join(data_symbols)}.")
 
+    if pairs := config.get('pairs'):
+        markets = [m for m in markets if m[0] in pairs]
+        if not markets:
+            logger.info(f"No data found for pairs {', '.join(pairs)}.")
+            return
+    logger.info(f"Converting pairs: {', '.join(m[0] for m in markets)}.")
+
     for pair, name in markets:
         dfs = []
         # Load and combine all csv files for this pair
diff --git a/tests/data/test_trade_converter_kraken.py b/tests/data/test_trade_converter_kraken.py
index bb44062bf..91de303fb 100644
--- a/tests/data/test_trade_converter_kraken.py
+++ b/tests/data/test_trade_converter_kraken.py
@@ -34,6 +34,7 @@ def test_import_kraken_trades_from_csv(testdatadir, tmp_path, caplog, default_co
 
     import_kraken_trades_from_csv(default_conf_usdt, 'feather')
     assert log_has("Found csv files for BCHEUR.", caplog)
+    assert log_has("Converting pairs: BCH/EUR.", caplog)
     assert log_has_re(r"BCH/EUR: 340 trades.* 2023-01-01.* 2023-01-02.*", caplog)
 
     assert dstfile.is_file()
@@ -48,3 +49,10 @@ def test_import_kraken_trades_from_csv(testdatadir, tmp_path, caplog, default_co
                                                             tzinfo=timezone.utc)
     # ID is not filled
     assert len(trades.loc[trades['id'] != '']) == 0
+
+    caplog.clear()
+    default_conf_usdt['pairs'] = ['XRP/EUR']
+    # Filtered to non-existing pair
+    import_kraken_trades_from_csv(default_conf_usdt, 'feather')
+    assert log_has("Found csv files for BCHEUR.", caplog)
+    assert log_has("No data found for pairs XRP/EUR.", caplog)