diff --git a/appveyor.yml b/appveyor.yml
index 133565951b6..d9f05f62391 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -7,6 +7,11 @@ environment:
       PYTHON_ARCH:    "64"
       USE_QT_API:     "PyQt5"
 
+    - PYTHON:         "C:\\Python27_64"
+      PYTHON_VERSION: "2.7"
+      PYTHON_ARCH:    "64"
+      USE_QT_API:     "PyQt5"
+
     - PYTHON:         "C:\\Python35_64"
       PYTHON_VERSION: "3.5"
       PYTHON_ARCH:    "64"
diff --git a/continuous_integration/appveyor/build_test.bat b/continuous_integration/appveyor/build_test.bat
index dafebf273d1..86dff2910c6 100644
--- a/continuous_integration/appveyor/build_test.bat
+++ b/continuous_integration/appveyor/build_test.bat
@@ -5,10 +5,6 @@ python setup.py sdist
 if errorlevel 1 exit 1
 
 cd %APPVEYOR_BUILD_FOLDER%\continuous_integration\conda-recipes
-if %USE_QT_API%==PyQt5 (
-    conda build -q qtconsole
-    if errorlevel 1 exit 1
-)
 
 conda build -q spyder
 if errorlevel 1 exit 1
diff --git a/continuous_integration/appveyor/install.ps1 b/continuous_integration/appveyor/install.ps1
index 0cb274d5ab4..f5f3b40a1c9 100644
--- a/continuous_integration/appveyor/install.ps1
+++ b/continuous_integration/appveyor/install.ps1
@@ -84,11 +84,11 @@ function UpdateConda ($python_home) {
     Write-Host "Updating conda..."
     $args = "update --yes conda"
     $spy_channel_args = "config --add channels spyder-ide"
-    $mlabs_channel_args = "config --add channels m-labs"
+    $qttesting_channel_args = "config --add channels qttesting"
     Write-Host $conda_path $args
     Start-Process -FilePath "$conda_path" -ArgumentList $args -Wait -Passthru
     Start-Process -FilePath "$conda_path" -ArgumentList $spy_channel_args -Wait -Passthru
-    Start-Process -FilePath "$conda_path" -ArgumentList $mlabs_channel_args -Wait -Passthru
+    Start-Process -FilePath "$conda_path" -ArgumentList $qttesting_channel_args -Wait -Passthru
 }
 
 
diff --git a/continuous_integration/appveyor/modules_test.bat b/continuous_integration/appveyor/modules_test.bat
index 8885d47b66b..639468bc1dd 100644
--- a/continuous_integration/appveyor/modules_test.bat
+++ b/continuous_integration/appveyor/modules_test.bat
@@ -80,39 +80,6 @@ for /r "%SPYDERLIB%" %%f in (*.py) do (
             python "%%f" || exit 1
             echo.
         )
-    ) else if "%%f"=="%SPYDERLIB%\widgets\browser.py" (
-        :: Not testing this file for now because m-labs builds doesn't have
-        :: web widgets
-        if %USE_QT_API%==PyQt5 (
-            echo --- NOT testing %%f ---
-            echo.
-        ) else (
-            echo --- Testing %%f ---
-            python "%%f" || exit 1
-            echo.
-        )
-    ) else if "%%f"=="%SPYDERLIB%\widgets\ipython.py" (
-        :: Not testing this file for now because m-labs builds doesn't have
-        :: web widgets
-        if %USE_QT_API%==PyQt5 (
-            echo --- NOT testing %%f ---
-            echo.
-        ) else (
-            echo --- Testing %%f ---
-            python "%%f" || exit 1
-            echo.
-        )
-    ) else if "%%f"=="%SPYDERLIB%\widgets\pydocgui.py" (
-        :: Not testing this file for now because m-labs builds doesn't have
-        :: web widgets
-        if %USE_QT_API%==PyQt5 (
-            echo --- NOT testing %%f ---
-            echo.
-        ) else (
-            echo --- Testing %%f ---
-            python "%%f" || exit 1
-            echo.
-        )
     ) else (
         echo --- Testing %%f ---
         python "%%f" || exit 1
@@ -120,10 +87,27 @@ for /r "%SPYDERLIB%" %%f in (*.py) do (
     )
 )
 
-:: Spyplugins
-for /r "%APPVEYOR_BUILD_FOLDER%\spyplugins" %%f in (*.py) do (
+:: Third-party plugins
+for /r "%APPVEYOR_BUILD_FOLDER%\spyder_breakpoints" %%f in (*.py) do (
+    set file=%%f
+    if not "!file:widgets\=!"=="!file!" (
+        echo --- Testing %%f ---
+        python "%%f" || exit 1
+        echo.
+    )
+)
+
+for /r "%APPVEYOR_BUILD_FOLDER%\spyder_profiler" %%f in (*.py) do (
     set file=%%f
+    if not "!file:widgets\=!"=="!file!" (
+        echo --- Testing %%f ---
+        python "%%f" || exit 1
+        echo.
+    )
+)
 
+for /r "%APPVEYOR_BUILD_FOLDER%\spyder_pylint" %%f in (*.py) do (
+    set file=%%f
     if not "!file:widgets\=!"=="!file!" (
         echo --- Testing %%f ---
         python "%%f" || exit 1
diff --git a/continuous_integration/conda-recipes/spyder/meta.yaml b/continuous_integration/conda-recipes/spyder/meta.yaml
index 10e34baf0ca..1320e81c14b 100644
--- a/continuous_integration/conda-recipes/spyder/meta.yaml
+++ b/continuous_integration/conda-recipes/spyder/meta.yaml
@@ -21,7 +21,9 @@ requirements:
   run:
     - python
     - python.app  # [osx]
-    - {% if environ.get('USE_QT_API') == 'PyQt4' %} pyqt {% else %} pyqt5 {% endif %}
+    - {% if environ.get('USE_QT_API') == 'PyQt4' %} pyqt {% else %} pyqt5 {% endif %}  # [unix]
+    - {% if environ.get('USE_QT_API') == 'PyQt4' %} qt 4.* {% else %} qt 5.* {% endif %}  # [win]
+    - {% if environ.get('USE_QT_API') == 'PyQt4' %} pyqt 4.* {% else %} pyqt 5.* {% endif %}  # [win]
     - rope 0.9.*  # [py34 or py35]
     - rope  # [py27]
     - pyflakes