diff --git a/README.md b/README.md
index 204c12d6..a0c702f0 100644
--- a/README.md
+++ b/README.md
@@ -102,7 +102,7 @@ name. That seems to be the fairest way to arrange this table.
 | Pod | [proselint](http://proselint.com/)|
 | Pug | [pug-lint](https://github.com/pugjs/pug-lint) |
 | Puppet | [puppet](https://puppet.com), [puppet-lint](https://puppet-lint.com) |
-| Python | [flake8](http://flake8.pycqa.org/en/latest/), [mypy](http://mypy-lang.org/), [pylint](https://www.pylint.org/) |
+| Python | [autopep8](https://github.com/hhatto/autopep8), [flake8](http://flake8.pycqa.org/en/latest/), [isort](https://github.com/timothycrosley/isort), [mypy](http://mypy-lang.org/), [pylint](https://www.pylint.org/), [yapf](https://github.com/google/yapf) |
 | ReasonML | [merlin](https://github.com/the-lambda-church/merlin) see `:help ale-integration-reason-merlin` for configuration instructions
 | reStructuredText | [proselint](http://proselint.com/)|
 | RPM spec | [rpmlint](https://github.com/rpm-software-management/rpmlint) (disabled by default; see `:help ale-integration-spec`) |
diff --git a/autoload/ale/fixers/autopep8.vim b/autoload/ale/fixers/autopep8.vim
index 32d2824b..8bfc0d90 100644
--- a/autoload/ale/fixers/autopep8.vim
+++ b/autoload/ale/fixers/autopep8.vim
@@ -1,13 +1,26 @@
 " Author: w0rp <devw0rp@gmail.com>
 " Description: Fixing files with autopep8.
 
+call ale#Set('python_autopep8_executable', 'autopep8')
+call ale#Set('python_autopep8_use_global', 0)
+call ale#Set('python_autopep8_options', '')
+
 function! ale#fixers#autopep8#Fix(buffer) abort
-    let l:executable = ale#python#GetExecutable(a:buffer, 'autopep8')
+    let l:executable = ale#python#FindExecutable(
+    \   a:buffer,
+    \   'python_autopep8',
+    \   ['/bin/autopep8'],
+    \)
+
     if empty(l:executable)
         return 0
     endif
 
+    let l:options = ale#Var(a:buffer, 'python_autopep8_options')
+
     return {
-    \   'command': ale#Escape(l:executable) . ' -'
+    \   'command': ale#Escape(l:executable)
+    \       . (!empty(l:options) ? ' ' . l:options : '')
+    \       . ' -',
     \}
 endfunction
diff --git a/autoload/ale/fixers/isort.vim b/autoload/ale/fixers/isort.vim
index c37f12f7..e1ddcda3 100644
--- a/autoload/ale/fixers/isort.vim
+++ b/autoload/ale/fixers/isort.vim
@@ -1,8 +1,16 @@
 " Author: w0rp <devw0rp@gmail.com>
 " Description: Fixing Python imports with isort.
 
+call ale#Set('python_isort_executable', 'isort')
+call ale#Set('python_isort_use_global', 0)
+
 function! ale#fixers#isort#Fix(buffer) abort
-    let l:executable = ale#python#GetExecutable(a:buffer, 'isort')
+    let l:executable = ale#python#FindExecutable(
+    \   a:buffer,
+    \   'python_isort',
+    \   ['/bin/isort'],
+    \)
+
     if empty(l:executable)
         return 0
     endif
diff --git a/autoload/ale/fixers/yapf.vim b/autoload/ale/fixers/yapf.vim
index 3eae09bc..fe6512aa 100644
--- a/autoload/ale/fixers/yapf.vim
+++ b/autoload/ale/fixers/yapf.vim
@@ -1,8 +1,16 @@
 " Author: w0rp <devw0rp@gmail.com>
 " Description: Fixing Python files with yapf.
 
+call ale#Set('python_yapf_executable', 'yapf')
+call ale#Set('python_yapf_use_global', 0)
+
 function! ale#fixers#yapf#Fix(buffer) abort
-    let l:executable = ale#python#GetExecutable(a:buffer, 'yapf')
+    let l:executable = ale#python#FindExecutable(
+    \   a:buffer,
+    \   'python_yapf',
+    \   ['/bin/yapf'],
+    \)
+
     if empty(l:executable)
         return 0
     endif
diff --git a/autoload/ale/python.vim b/autoload/ale/python.vim
index f835e942..a88b4b62 100644
--- a/autoload/ale/python.vim
+++ b/autoload/ale/python.vim
@@ -9,27 +9,6 @@ let g:ale_virtualenv_dir_names = get(g:, 'ale_virtualenv_dir_names', [
 \   'virtualenv',
 \])
 
-" Given a buffer number and a command name, find the path to the executable.
-" First search on a virtualenv for Python, if nothing is found, try the global
-" command. Returns an empty string if cannot find the executable
-function! ale#python#GetExecutable(buffer, cmd_name) abort
-    let l:virtualenv = ale#python#FindVirtualenv(a:buffer)
-
-    if !empty(l:virtualenv)
-        let l:ve_executable = l:virtualenv . '/bin/' . a:cmd_name
-
-        if executable(l:ve_executable)
-            return l:ve_executable
-        endif
-    endif
-
-    if executable(a:cmd_name)
-        return a:cmd_name
-    endif
-
-    return ''
-endfunction
-
 " Given a buffer number, find the project root directory for Python.
 " The root directory is defined as the first directory found while searching
 " upwards through paths, including the current directory, until a path
@@ -58,3 +37,32 @@ function! ale#python#FindVirtualenv(buffer) abort
 
     return ''
 endfunction
+
+" Given a buffer number and a command name, find the path to the executable.
+" First search on a virtualenv for Python, if nothing is found, try the global
+" command. Returns an empty string if cannot find the executable
+function! ale#python#FindExecutable(buffer, base_var_name, path_list) abort
+    if ale#Var(a:buffer, a:base_var_name . '_use_global')
+        return ale#Var(a:buffer, a:base_var_name . '_executable')
+    endif
+
+    let l:virtualenv = ale#python#FindVirtualenv(a:buffer)
+
+    if !empty(l:virtualenv)
+        for l:path in a:path_list
+            let l:ve_executable = l:virtualenv . l:path
+
+            if executable(l:ve_executable)
+                return l:ve_executable
+            endif
+        endfor
+    endif
+
+    let l:global_executable = ale#Var(a:buffer, a:base_var_name . '_executable')
+
+    if executable(l:global_executable)
+        return l:global_executable
+    endif
+
+    return ''
+endfunction
diff --git a/doc/ale-css.txt b/doc/ale-css.txt
index 83838fb9..bce84602 100644
--- a/doc/ale-css.txt
+++ b/doc/ale-css.txt
@@ -10,11 +10,7 @@ g:ale_css_stylelint_executable                 *g:ale_css_stylelint_executable*
   Type: |String|
   Default: `'stylelint'`
 
-  ALE will first discover the stylelint path in an ancestor node_modules
-  directory. If no such path exists, this variable will be used instead.
-
-  If you wish to use only a globally installed version of stylelint, set
-  |g:ale_css_stylelint_use_global| to `1`.
+  See |ale-integrations-local-executables|
 
 
 g:ale_css_stylelint_options                    *g:ale_css_stylelint_options*
@@ -30,10 +26,7 @@ g:ale_css_stylelint_use_global                 *g:ale_css_stylelint_use_global*
   Type: |String|
   Default: `0`
 
-  This variable controls whether or not ALE will search for a local path for
-  stylelint first. If this variable is set to `1`, then ALE will always use the
-  global version of stylelint, in preference to locally installed versions of
-  stylelint in node_modules.
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
diff --git a/doc/ale-handlebars.txt b/doc/ale-handlebars.txt
index bf186766..94781101 100644
--- a/doc/ale-handlebars.txt
+++ b/doc/ale-handlebars.txt
@@ -10,11 +10,7 @@ g:ale_handlebars_embertemplatelint_executable
   Type: |String|                  *b:ale_handlebars_embertemplatelint_executable*
   Default: `'ember-template-lint'`
 
-  ALE will look for ember-template-lint executable in ancestor node_modules
-  directory. When it cannot find it, this variable will be used instead.
-
-  If you wish to use only a globally installed version of ember-template-lint,
-  set |g:ale_handlebars_embertemplatelint_use_global| to `1`.
+  See |ale-integrations-local-executables|
 
 
 g:ale_handlebars_embertemplatelint_use_global
@@ -22,10 +18,7 @@ g:ale_handlebars_embertemplatelint_use_global
   Type: |Number|                  *b:ale_handlebars_embertemplatelint_use_global*
   Default: `0`
 
-  This variable controls whether or not ALE will search for a local
-  ember-template-lint executable first. If this variable is set to `1`, then
-  ALE will always use the global version of ember-template-lint, in preference
-  to version installed in local node_modules directory.
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
diff --git a/doc/ale-html.txt b/doc/ale-html.txt
index 5869257a..b2fdc4c8 100644
--- a/doc/ale-html.txt
+++ b/doc/ale-html.txt
@@ -5,6 +5,14 @@ ALE HTML Integration                                         *ale-html-options*
 -------------------------------------------------------------------------------
 htmlhint                                                    *ale-html-htmlhint*
 
+g:ale_html_htmlhint_executable                 *g:ale_html_htmlhint_executable*
+                                               *b:ale_html_htmlhint_executable*
+  Type: |String|
+  Default: `'htmlhint'`
+
+  See |ale-integrations-local-executables|
+
+
 g:ale_html_htmlhint_options                       *g:ale_html_htmlhint_options*
                                                   *b:ale_html_htmlhint_options*
   Type: |String|
@@ -13,27 +21,12 @@ g:ale_html_htmlhint_options                       *g:ale_html_htmlhint_options*
   This variable can be changed to modify flags given to HTMLHint.
 
 
-g:ale_html_htmlhint_executable                 *g:ale_html_htmlhint_executable*
-                                               *b:ale_html_htmlhint_executable*
-  Type: |String|
-  Default: `'htmlhint'`
-
-  ALE will first discover the htmlhint path in an ancestor node_modules
-  directory. If no such path exists, this variable will be used instead.
-
-  If you wish to use only a globally installed version of htmlhint, set
-  |g:ale_html_htmlhint_use_global| to `1`.
-
-
 g:ale_html_htmlhint_use_global                 *g:ale_html_htmlhint_use_global*
                                                *b:ale_html_htmlhint_use_global*
   Type: |String|
   Default: `0`
 
-  This variable controls whether or not ALE will search for a local path for
-  htmlhint first. If this variable is set to `1`, then ALE will always use the
-  global version of htmlhint, in preference to locally installed versions of
-  htmlhint in node_modules.
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
diff --git a/doc/ale-javascript.txt b/doc/ale-javascript.txt
index e104656b..f7b01fa2 100644
--- a/doc/ale-javascript.txt
+++ b/doc/ale-javascript.txt
@@ -31,14 +31,7 @@ g:ale_javascript_eslint_executable         *g:ale_javascript_eslint_executable*
   Type: |String|
   Default: `'eslint'`
 
-  ALE will first discover the eslint path in an ancestor node_modules
-  directory. If no such path exists, this variable will be used instead.
-
-  This variable can be set to change the path to eslint. If you have eslint_d
-  installed, you can set this option to use eslint_d instead.
-
-  If you wish to use only a globally installed version of eslint, set
-  |g:ale_javascript_eslint_use_global| to `1`.
+  See |ale-integrations-local-executables|
 
 
 g:ale_javascript_eslint_options               *g:ale_javascript_eslint_options*
@@ -54,10 +47,7 @@ g:ale_javascript_eslint_use_global         *g:ale_javascript_eslint_use_global*
   Type: |Number|
   Default: `0`
 
-  This variable controls whether or not ALE will search for a local path for
-  eslint first. If this variable is set to `1`, then ALE will always use the
-  global version of eslint, in preference to locally installed versions of
-  eslint in node_modules.
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
@@ -68,11 +58,7 @@ g:ale_javascript_prettier_executable     *g:ale_javascript_prettier_executable*
   Type: |String|
   Default: `'prettier'`
 
-  ALE will first discover the prettier path in an ancestor node_modules
-  directory. If no such path exists, this variable will be used instead.
-
-  If you wish to use only a globally installed version of prettier set
-  |g:ale_javascript_prettier_use_global| to `1`.
+  See |ale-integrations-local-executables|
 
 
 g:ale_javascript_prettier_options           *g:ale_javascript_prettier_options*
@@ -88,9 +74,7 @@ g:ale_javascript_prettier_use_global     *g:ale_javascript_prettier_use_global*
   Type: |Number|
   Default: `0`
 
-  This variable controls whether or not ALE will search for a local path for
-  prettier first. If this variable is set to `1`, then ALE will always use the
-  global version of Prettier.
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
@@ -102,11 +86,7 @@ g:ale_javascript_prettier_eslint_executable
   Type: |String|
   Default: `'prettier-eslint'`
 
-  ALE will first discover the prettier-eslint path in an ancestor node_modules
-  directory. If no such path exists, this variable will be used instead.
-
-  If you wish to use only a globally installed version of prettier-eslint set
-  |g:ale_javascript_prettier_eslint_use_global| to `1`.
+  See |ale-integrations-local-executables|
 
 
 g:ale_javascript_prettier_eslint_options
@@ -124,9 +104,7 @@ g:ale_javascript_prettier_eslint_use_global
   Type: |Number|
   Default: `0`
 
-  This variable controls whether or not ALE will search for a local path for
-  prettier-eslint first. If this variable is set to `1`, then ALE will always
-  use the global version of Prettier-eslint.
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
@@ -137,11 +115,7 @@ g:ale_javascript_flow_executable             *g:ale_javascript_flow_executable*
   Type: |String|
   Default: `'flow'`
 
-  ALE will first discover the flow path in an ancestor node_modules
-  directory. If no such path exists, this variable will be used instead.
-
-  If you wish to use only a globally installed version of flow, set
-  |g:ale_javascript_flow_use_global| to `1`.
+  See |ale-integrations-local-executables|
 
 
 g:ale_javascript_flow_use_global             *g:ale_javascript_flow_use_global*
@@ -149,10 +123,7 @@ g:ale_javascript_flow_use_global             *g:ale_javascript_flow_use_global*
   Type: |Number|
   Default: `0`
 
-  This variable controls whether or not ALE will search for a local path for
-  flow first. If this variable is set to `1`, then ALE will always use the
-  global version of flow, in preference to locally installed versions of
-  flow in node_modules.
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
@@ -163,13 +134,7 @@ g:ale_javascript_jshint_executable         *g:ale_javascript_jshint_executable*
   Type: |String|
   Default: `'jshint'`
 
-  ALE will first discover the jshint path in an ancestor node_modules
-  directory. If no such path exists, this variable will be used instead.
-
-  This variable can be changed to change the path to jshint.
-
-  If you wish to use only a globally installed version of jshint, set
-  |g:ale_javascript_jshint_use_global| to `1`.
+  See |ale-integrations-local-executables|
 
 
 g:ale_javascript_jshint_use_global         *g:ale_javascript_jshint_use_global*
@@ -177,10 +142,7 @@ g:ale_javascript_jshint_use_global         *g:ale_javascript_jshint_use_global*
   Type: |Number|
   Default: `0`
 
-  This variable controls whether or not ALE will search for a local path for
-  jshint first. If this variable is set to `1`, then ALE will always use the
-  global version of jshint, in preference to locally installed versions of
-  jshint in node_modules.
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
@@ -191,9 +153,7 @@ g:ale_javascript_standard_executable     *g:ale_javascript_standard_executable*
   Type: |String|
   Default: `'standard'`
 
-  Same as the eslint option.
-
-  See: |g:ale_javascript_eslint_executable|
+  See |ale-integrations-local-executables|
 
 
 g:ale_javascript_standard_options           *g:ale_javascript_standard_options*
@@ -209,9 +169,7 @@ g:ale_javascript_standard_use_global     *g:ale_javascript_standard_use_global*
   Type: |Number|
   Default: `0`
 
-  Same as the eslint option.
-
-  See: |g:ale_javascript_eslint_use_global|
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
@@ -222,9 +180,7 @@ g:ale_javascript_xo_executable                 *g:ale_javascript_xo_executable*
   Type: |String|
   Default: `'xo'`
 
-  Same as the eslint option.
-
-  See: |g:ale_javascript_eslint_executable|
+  See |ale-integrations-local-executables|
 
 
 g:ale_javascript_xo_options                       *g:ale_javascript_xo_options*
@@ -240,9 +196,7 @@ g:ale_javascript_xo_use_global                 *g:ale_javascript_xo_use_global*
   Type: |Number|
   Default: `0`
 
-  Same as the eslint option.
-
-  See: |g:ale_javascript_eslint_use_global|
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
diff --git a/doc/ale-python.txt b/doc/ale-python.txt
index 26e1d71a..ddbe9e3a 100644
--- a/doc/ale-python.txt
+++ b/doc/ale-python.txt
@@ -17,6 +17,33 @@ g:ale_virtualenv_dir_names                         *g:ale_virtualenv_dir_names*
   the directory containing the Python file to find virtualenv paths.
 
 
+-------------------------------------------------------------------------------
+autopep8                                                  *ale-python-autopep8*
+
+g:ale_python_autopep8_executable             *g:ale_python_autopep8_executable*
+                                             *b:ale_python_autopep8_executable*
+  Type: |String|
+  Default: `'autopep8'`
+
+  See |ale-integrations-local-executables|
+
+
+g:ale_python_autopep8_options                   *g:ale_python_autopep8_options*
+                                                *b:ale_python_autopep8_options*
+  Type: |String|
+  Default: `''`
+
+  This variable can be set to pass extra options to autopep8.
+
+
+g:ale_python_autopep8_use_global             *g:ale_python_autopep8_use_global*
+                                             *b:ale_python_autopep8_use_global*
+  Type: |Number|
+  Default: `0`
+
+  See |ale-integrations-local-executables|
+
+
 -------------------------------------------------------------------------------
 flake8                                                      *ale-python-flake8*
 
@@ -58,6 +85,25 @@ g:ale_python_flake8_use_global                 *g:ale_python_flake8_use_global*
   Both variables can be set with `b:` buffer variables instead.
 
 
+-------------------------------------------------------------------------------
+isort                                                        *ale-python-isort*
+
+g:ale_python_isort_executable                   *g:ale_python_isort_executable*
+                                                *b:ale_python_isort_executable*
+  Type: |String|
+  Default: `'isort'`
+
+  See |ale-integrations-local-executables|
+
+
+g:ale_python_isort_use_global                   *g:ale_python_isort_use_global*
+                                                *b:ale_python_isort_use_global*
+  Type: |Number|
+  Default: `0`
+
+  See |ale-integrations-local-executables|
+
+
 -------------------------------------------------------------------------------
 mypy                                                          *ale-python-mypy*
 
@@ -66,7 +112,7 @@ g:ale_python_mypy_executable                     *g:ale_python_mypy_executable*
   Type: |String|
   Default: `'mypy'`
 
-  This variable can be changed to modify the executable used for mypy.
+  See |ale-integrations-local-executables|
 
 
 g:ale_python_mypy_options                           *g:ale_python_mypy_options*
@@ -83,11 +129,7 @@ g:ale_python_mypy_use_global                     *g:ale_python_mypy_use_global*
   Type: |Number|
   Default: `0`
 
-  This variable controls whether or not ALE will search for mypy in a
-  virtualenv directory first. If this variable is set to `1`, then ALE will
-  always use |g:ale_python_mypy_executable| for the executable path.
-
-  Both variables can be set with `b:` buffer variables instead.
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
@@ -98,7 +140,7 @@ g:ale_python_pylint_executable                 *g:ale_python_pylint_executable*
   Type: |String|
   Default: `'pylint'`
 
-  This variable can be changed to modify the executable used for pylint.
+  See |ale-integrations-local-executables|
 
 
 g:ale_python_pylint_options                       *g:ale_python_pylint_options*
@@ -126,11 +168,26 @@ g:ale_python_pylint_use_global                 *g:ale_python_pylint_use_global*
   Type: |Number|
   Default: `0`
 
-  This variable controls whether or not ALE will search for pylint in a
-  virtualenv directory first. If this variable is set to `1`, then ALE will
-  always use |g:ale_python_pylint_executable| for the executable path.
+  See |ale-integrations-local-executables|
 
-  Both variables can be set with `b:` buffer variables instead.
+
+-------------------------------------------------------------------------------
+yapf                                                          *ale-python-yapf*
+
+g:ale_python_yapf_executable                     *g:ale_python_yapf_executable*
+                                                 *b:ale_python_yapf_executable*
+  Type: |String|
+  Default: `'yapf'`
+
+  See |ale-integrations-local-executables|
+
+
+g:ale_python_yapf_use_global                     *g:ale_python_yapf_use_global*
+                                                 *b:ale_python_yapf_use_global*
+  Type: |Number|
+  Default: `0`
+
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
diff --git a/doc/ale-sass.txt b/doc/ale-sass.txt
index d8d36dfa..ea76c350 100644
--- a/doc/ale-sass.txt
+++ b/doc/ale-sass.txt
@@ -10,11 +10,7 @@ g:ale_sass_stylelint_executable               *g:ale_sass_stylelint_executable*
   Type: |String|
   Default: `'stylelint'`
 
-  ALE will first discover the stylelint path in an ancestor node_modules
-  directory. If no such path exists, this variable will be used instead.
-
-  If you wish to use only a globally installed version of stylelint, set
-  |g:ale_sass_stylelint_use_global| to `1`.
+  See |ale-integrations-local-executables|
 
 
 g:ale_sass_stylelint_use_global               *g:ale_sass_stylelint_use_global*
@@ -22,10 +18,7 @@ g:ale_sass_stylelint_use_global               *g:ale_sass_stylelint_use_global*
   Type: |String|
   Default: `0`
 
-  This variable controls whether or not ALE will search for a local path for
-  stylelint first. If this variable is set to `1`, then ALE will always use the
-  global version of stylelint, in preference to locally installed versions of
-  stylelint in node_modules.
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
diff --git a/doc/ale-scss.txt b/doc/ale-scss.txt
index 9e222a0b..b16c8b11 100644
--- a/doc/ale-scss.txt
+++ b/doc/ale-scss.txt
@@ -10,11 +10,7 @@ g:ale_scss_stylelint_executable               *g:ale_scss_stylelint_executable*
   Type: |String|
   Default: `'stylelint'`
 
-  ALE will first discover the stylelint path in an ancestor node_modules
-  directory. If no such path exists, this variable will be used instead.
-
-  If you wish to use only a globally installed version of stylelint, set
-  |g:ale_scss_stylelint_use_global| to `1`.
+  See |ale-integrations-local-executables|
 
 
 g:ale_scss_stylelint_use_global               *g:ale_scss_stylelint_use_global*
@@ -22,10 +18,7 @@ g:ale_scss_stylelint_use_global               *g:ale_scss_stylelint_use_global*
   Type: |String|
   Default: `0`
 
-  This variable controls whether or not ALE will search for a local path for
-  stylelint first. If this variable is set to `1`, then ALE will always use the
-  global version of stylelint, in preference to locally installed versions of
-  stylelint in node_modules.
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
diff --git a/doc/ale-typescript.txt b/doc/ale-typescript.txt
index a1f5aafc..009864b9 100644
--- a/doc/ale-typescript.txt
+++ b/doc/ale-typescript.txt
@@ -10,11 +10,7 @@ g:ale_typescript_tslint_executable         *g:ale_typescript_tslint_executable*
   Type: |String|
   Default: `'tslint'`
 
-  ALE will first discover the tslint path in an ancestor node_modules
-  directory. If no such path exists, this variable will be used instead.
-
-  If you wish to use only a globally installed version of tslint, set
-  |g:ale_typescript_tslint_use_global| to `1`.
+  See |ale-integrations-local-executables|
 
 
 g:ale_typescript_tslint_config_path       *g:ale_typescript_tslint_config_path*
@@ -31,10 +27,7 @@ g:ale_typescript_tslint_use_global         *g:ale_typescript_tslint_use_global*
   Type: |Number|
   Default: `0`
 
-  This variable controls whether or not ALE will search for a local path for
-  tslint first. If this variable is set to `1`, then ALE will always use the
-  global version of tslint, in preference to locally installed versions of
-  tslint in node_modules.
+  See |ale-integrations-local-executables|
 
 
 -------------------------------------------------------------------------------
diff --git a/doc/ale.txt b/doc/ale.txt
index 8c6ecf9d..6a17cc60 100644
--- a/doc/ale.txt
+++ b/doc/ale.txt
@@ -70,9 +70,12 @@ CONTENTS                                                         *ale-contents*
       phpcs...............................|ale-php-phpcs|
       phpmd...............................|ale-php-phpmd|
     python................................|ale-python-options|
+      autopep8............................|ale-python-autopep8|
       flake8..............................|ale-python-flake8|
+      isort...............................|ale-python-isort|
       mypy................................|ale-python-mypy|
       pylint..............................|ale-python-pylint|
+      yapf................................|ale-python-yapf|
     ruby..................................|ale-ruby-options|
       reek................................|ale-ruby-reek|
       rubocop.............................|ale-ruby-rubocop|
@@ -177,7 +180,7 @@ The following languages and tools are supported.
 * Pod: 'proselint'
 * Pug: 'pug-lint'
 * Puppet: 'puppet', 'puppet-lint'
-* Python: 'flake8', 'mypy', 'pylint'
+* Python: 'autopep8', 'flake8', 'isort', 'mypy', 'pylint', 'yapf'
 * ReasonML: 'merlin'
 * reStructuredText: 'proselint'
 * RPM spec: 'spec'
@@ -871,6 +874,28 @@ Every option for programs can be set globally, or individually for each
 buffer.  For example, `b:ale_python_flake8_executable` will override any
 values set for `g:ale_python_flake8_executable`.
 
+                                           *ale-integrations-local-executables*
+
+Some tools will prefer to search for locally-installed executables, unless
+configured otherwise. For example, the `eslint` linter will search for
+various executable paths in `node_modules`. The `flake8` linter will search
+for virtualenv directories.
+
+If you prefer to use global executables for those tools, set the relevant
+`_use_global` and `_executable` options for those linters. >
+
+  " Use the global executable with a special name for eslint.
+  let g:ale_javascript_eslint_executable = 'special-eslint'
+  let g:ale_javascript_eslint_use_global = 1
+
+  " Use the global executable with a special name for flake8.
+  let g:ale_python_flake8_executable = '/foo/bar/flake8'
+  let g:ale_python_flake8_use_global = 1
+<
+
+The option |g:ale_virtualenv_dir_names| controls the local virtualenv paths
+ALE will use to search for Python executables.
+
 
 ===============================================================================
 6. Commands/Keybinds                                             *ale-commands*
diff --git a/test/fixers/test_autopep8_fixer_callback.vader b/test/fixers/test_autopep8_fixer_callback.vader
new file mode 100644
index 00000000..3b5b057c
--- /dev/null
+++ b/test/fixers/test_autopep8_fixer_callback.vader
@@ -0,0 +1,39 @@
+Before:
+  Save g:ale_python_autopep8_executable
+  Save g:ale_python_autopep8_options
+
+  " Use an invalid global executable, so we don't match it.
+  let g:ale_python_autopep8_executable = 'xxxinvalid'
+  let g:ale_python_autopep8_options = ''
+
+  silent! execute 'cd /testplugin/test/command_callback'
+  silent cd ..
+  silent cd command_callback
+  let g:dir = getcwd()
+
+After:
+  Restore
+
+  silent execute 'cd ' . fnameescape(g:dir)
+  " Set the file to something else,
+  " or we'll cause issues when running other tests
+  silent file 'dummy.py'
+  unlet! g:dir
+
+Execute(The autopep8 callback should return the correct default values):
+  AssertEqual
+  \ 0,
+  \ ale#fixers#autopep8#Fix(bufnr(''))
+
+  silent execute 'file ' . fnameescape(g:dir . '/python_paths/with_virtualenv/subdir/foo/bar.py')
+  AssertEqual
+  \ {'command': "'" . g:dir . "/python_paths/with_virtualenv/env/bin/autopep8' -" },
+  \ ale#fixers#autopep8#Fix(bufnr(''))
+
+Execute(The autopep8 callback should include options):
+  let g:ale_python_autopep8_options = '--some-option'
+
+  silent execute 'file ' . fnameescape(g:dir . '/python_paths/with_virtualenv/subdir/foo/bar.py')
+  AssertEqual
+  \ {'command': "'" . g:dir . "/python_paths/with_virtualenv/env/bin/autopep8' --some-option -" },
+  \ ale#fixers#autopep8#Fix(bufnr(''))
diff --git a/test/fixers/test_isort_fixer_callback.vader b/test/fixers/test_isort_fixer_callback.vader
new file mode 100644
index 00000000..495f23c5
--- /dev/null
+++ b/test/fixers/test_isort_fixer_callback.vader
@@ -0,0 +1,29 @@
+Before:
+  Save g:ale_python_isort_executable
+
+  " Use an invalid global executable, so we don't match it.
+  let g:ale_python_isort_executable = 'xxxinvalid'
+
+  silent! execute 'cd /testplugin/test/command_callback'
+  silent cd ..
+  silent cd command_callback
+  let g:dir = getcwd()
+
+After:
+  Restore
+
+  silent execute 'cd ' . fnameescape(g:dir)
+  " Set the file to something else,
+  " or we'll cause issues when running other tests
+  silent file 'dummy.py'
+  unlet! g:dir
+
+Execute(The isort callback should return the correct default values):
+  AssertEqual
+  \ 0,
+  \ ale#fixers#isort#Fix(bufnr(''))
+
+  silent execute 'file ' . fnameescape(g:dir . '/python_paths/with_virtualenv/subdir/foo/bar.py')
+  AssertEqual
+  \ {'command': "'" . g:dir . "/python_paths/with_virtualenv/env/bin/isort' -" },
+  \ ale#fixers#isort#Fix(bufnr(''))
diff --git a/test/fixers/test_python_fixer_command_callback.vader b/test/fixers/test_python_fixer_command_callback.vader
deleted file mode 100644
index 7ee0cafe..00000000
--- a/test/fixers/test_python_fixer_command_callback.vader
+++ /dev/null
@@ -1,58 +0,0 @@
-Before:
-  silent! execute 'cd /testplugin/test/command_callback'
-  let g:dir = getcwd()
-
-After:
-  " Set the file to something else,
-  " or we'll cause issues when running other tests
-  silent file 'dummy.py'
-  unlet! g:dir
-
-Execute(The python GetExecutable callbacks should return the correct path):
-  AssertEqual
-  \ '',
-  \ ale#python#GetExecutable(bufnr(''), 'isort')
-
-  silent execute 'file ' . fnameescape(g:dir . '/python_paths/with_virtualenv/subdir/foo/bar.py')
-  AssertEqual
-  \ g:dir . '/python_paths/with_virtualenv/env/bin/isort',
-  \ ale#python#GetExecutable(bufnr(''), 'isort')
-  AssertEqual
-  \ g:dir . '/python_paths/with_virtualenv/env/bin/autopep8',
-  \ ale#python#GetExecutable(bufnr(''), 'autopep8')
-  AssertEqual
-  \ g:dir . '/python_paths/with_virtualenv/env/bin/yapf',
-  \ ale#python#GetExecutable(bufnr(''), 'yapf')
-
-
-Execute(The autopep8 callbacks should return the correct default values):
-  AssertEqual
-  \ 0,
-  \ ale#fixers#autopep8#Fix(bufnr(''))
-
-  silent execute 'file ' . fnameescape(g:dir . '/python_paths/with_virtualenv/subdir/foo/bar.py')
-  AssertEqual
-  \ {'command': "'" . g:dir . "/python_paths/with_virtualenv/env/bin/autopep8' -" },
-  \ ale#fixers#autopep8#Fix(bufnr(''))
-
-
-Execute(The isort callbacks should return the correct default values):
-  AssertEqual
-  \ 0,
-  \ ale#fixers#isort#Fix(bufnr(''))
-
-  silent execute 'file ' . fnameescape(g:dir . '/python_paths/with_virtualenv/subdir/foo/bar.py')
-  AssertEqual
-  \ {'command': "'" . g:dir . "/python_paths/with_virtualenv/env/bin/isort' -" },
-  \ ale#fixers#isort#Fix(bufnr(''))
-
-
-Execute(The yapf callbacks should return the correct default values):
-  AssertEqual
-  \ 0,
-  \ ale#fixers#yapf#Fix(bufnr(''))
-
-  silent execute 'file ' . fnameescape(g:dir . '/python_paths/with_virtualenv/subdir/foo/bar.py')
-  AssertEqual
-  \ {'command': "'" . g:dir . "/python_paths/with_virtualenv/env/bin/yapf' --no-local-style" },
-  \ ale#fixers#yapf#Fix(bufnr(''))
diff --git a/test/fixers/test_yapf_fixer_callback.vader b/test/fixers/test_yapf_fixer_callback.vader
new file mode 100644
index 00000000..0b88e4d8
--- /dev/null
+++ b/test/fixers/test_yapf_fixer_callback.vader
@@ -0,0 +1,29 @@
+Before:
+  Save g:ale_python_yapf_executable
+
+  " Use an invalid global executable, so we don't match it.
+  let g:ale_python_yapf_executable = 'xxxinvalid'
+
+  silent! execute 'cd /testplugin/test/command_callback'
+  silent cd ..
+  silent cd command_callback
+  let g:dir = getcwd()
+
+After:
+  Restore
+
+  silent execute 'cd ' . fnameescape(g:dir)
+  " Set the file to something else,
+  " or we'll cause issues when running other tests
+  silent file 'dummy.py'
+  unlet! g:dir
+
+Execute(The yapf callback should return the correct default values):
+  AssertEqual
+  \ 0,
+  \ ale#fixers#yapf#Fix(bufnr(''))
+
+  silent execute 'file ' . fnameescape(g:dir . '/python_paths/with_virtualenv/subdir/foo/bar.py')
+  AssertEqual
+  \ {'command': "'" . g:dir . "/python_paths/with_virtualenv/env/bin/yapf' --no-local-style" },
+  \ ale#fixers#yapf#Fix(bufnr(''))