diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 4f8ece4cc..953cd6c07 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -44,7 +44,6 @@ jobs:
 
     - name: pip cache (linux)
       uses: actions/cache@v3
-      if: runner.os == 'Linux'
       with:
         path: ~/.cache/pip
         key: test-${{ matrix.os }}-${{ matrix.python-version }}-pip
@@ -55,7 +54,6 @@ jobs:
         cd build_helpers && ./install_ta-lib.sh ${HOME}/dependencies/; cd ..
 
     - name: Installation - *nix
-      if: runner.os == 'Linux'
       run: |
         python -m pip install --upgrade pip wheel
         export LD_LIBRARY_PATH=${HOME}/dependencies/lib:$LD_LIBRARY_PATH
@@ -378,7 +376,6 @@ jobs:
 
     - name: pip cache (linux)
       uses: actions/cache@v3
-      if: runner.os == 'Linux'
       with:
         path: ~/.cache/pip
         key: test-${{ matrix.os }}-${{ matrix.python-version }}-pip
@@ -389,7 +386,6 @@ jobs:
         cd build_helpers && ./install_ta-lib.sh ${HOME}/dependencies/; cd ..
 
     - name: Installation - *nix
-      if: runner.os == 'Linux'
       run: |
         python -m pip install --upgrade pip wheel
         export LD_LIBRARY_PATH=${HOME}/dependencies/lib:$LD_LIBRARY_PATH
@@ -402,7 +398,7 @@ jobs:
       env:
         CI_WEB_PROXY: http://152.67.78.211:13128
       run: |
-        pytest --random-order --cov=freqtrade --cov-config=.coveragerc --longrun
+        pytest --random-order --longrun --durations 20 -n auto --dist loadscope
 
 
   # Notify only once - when CI completes (and after deploy) in case it's successfull
diff --git a/requirements-dev.txt b/requirements-dev.txt
index 06ca4411a..7cc93feb8 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -15,6 +15,7 @@ pytest-asyncio==0.21.1
 pytest-cov==4.1.0
 pytest-mock==3.12.0
 pytest-random-order==1.1.0
+pytest-xdist==3.5.0
 isort==5.13.2
 # For datetime mocking
 time-machine==2.13.0
diff --git a/tests/conftest.py b/tests/conftest.py
index 2d7a805b1..80d164ee4 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -11,6 +11,7 @@ from unittest.mock import MagicMock, Mock, PropertyMock
 import numpy as np
 import pandas as pd
 import pytest
+from xdist.scheduler.loadscope import LoadScopeScheduling
 
 from freqtrade import constants
 from freqtrade.commands import Arguments
@@ -56,6 +57,27 @@ def pytest_configure(config):
         setattr(config.option, 'markexpr', 'not longrun')
 
 
+class FixtureScheduler(LoadScopeScheduling):
+    # Based on the suggestion in
+    # https://github.com/pytest-dev/pytest-xdist/issues/18
+
+    def _split_scope(self, nodeid):
+        if 'exchange_online' in nodeid:
+            try:
+                # Extract exchange ID from nodeid
+                exchange_id = nodeid.split('[')[1].split('-')[0].rstrip(']')
+                return exchange_id
+            except Exception as e:
+                print(e)
+                pass
+
+        return nodeid
+
+
+def pytest_xdist_make_scheduler(config, log):
+    return FixtureScheduler(config, log)
+
+
 def log_has(line, logs):
     """Check if line is found on some caplog's message."""
     return any(line == message for message in logs.messages)