diff --git a/docs/source/guide/contexts.rst b/docs/source/guide/contexts.rst
new file mode 100644
index 0000000..cac48a6
--- /dev/null
+++ b/docs/source/guide/contexts.rst
@@ -0,0 +1,59 @@
+..
+   (C) Copyright 2018-2021 Enthought, Inc., Austin, TX
+   All rights reserved.
+
+   This software is provided without warranty under the terms of the BSD
+   license included in LICENSE.txt and may be redistributed only under
+   the conditions described in the aforementioned license. The license
+   is also available online at http://www.enthought.com/licenses/BSD.txt
+
+   Thanks for using Enthought open source!
+
+Contexts and multiprocessing
+============================
+
+By default, the |TraitsExecutor| submits its background tasks to a thread pool.
+In some cases, for example in the case of multiple heavily CPU-bound background
+tasks, it may be desirable to run the background tasks in separate processes
+instead. For this to work, the Traits Futures code needs to know that it has to
+work internally with multiprocessing-safe variants of the usual concurrency
+primitives: events, queues, worker pools and the like.
+
+This can be achieved through use of a *context*, or more specifically,
+an object implementing the |IParallelContext| interface. A context provides
+the executor with a way of creating related and compatible
+concurrency constructs.
+
+Traits Futures provides two different contexts: the |MultithreadingContext|
+and the |MultiprocessingContext|. By default, the executor will use a
+|MultithreadingContext|, but you can create and pass in your own context
+instead. The context should be closed with the |close| method once it's
+no longer needed.
+
+Here's an example ``main`` function that creates an executor that uses
+a multiprocessing context::
+
+    def main():
+        context = MultiprocessingContext()
+        traits_executor = TraitsExecutor(context=context)
+        try:
+            view = SquaringHelper(traits_executor=traits_executor)
+            view.configure_traits()
+        finally:
+            traits_executor.stop()
+            context.close()
+
+Here's a complete TraitsUI example that makes use of this.
+
+.. literalinclude:: examples/background_processes.py
+
+
+..
+   substitutions
+
+
+.. |close| replace:: :meth:`~.IParallelContext.close`
+.. |IParallelContext| replace:: :class:`~.IParallelContext`
+.. |MultiprocessingContext| replace:: :class:`~.MultiprocessingContext`
+.. |MultithreadingContext| replace:: :class:`~.MultithreadingContext`
+.. |TraitsExecutor| replace:: :class:`~.TraitsExecutor`
diff --git a/docs/source/guide/examples/background_processes.py b/docs/source/guide/examples/background_processes.py
new file mode 100644
index 0000000..5fdc36a
--- /dev/null
+++ b/docs/source/guide/examples/background_processes.py
@@ -0,0 +1,176 @@
+# (C) Copyright 2018-2021 Enthought, Inc., Austin, TX
+# All rights reserved.
+#
+# This software is provided without warranty under the terms of the BSD
+# license included in LICENSE.txt and may be redistributed only under
+# the conditions described in the aforementioned license. The license
+# is also available online at http://www.enthought.com/licenses/BSD.txt
+#
+# Thanks for using Enthought open source!
+
+"""
+Complete example showing how to use the MultiprocessingContext to execute
+background jobs in separate processes instead of separate threads.
+
+The "jobs" in this case are slow, unreliable squaring operations. The
+GUI allows multiple jobs to execute simultaneously, and shows the status
+of each of the currently-running and completed jobs.
+
+Requires TraitsUI to run, in addition to the usual Traits Futures
+dependencies.
+"""
+
+import random
+import time
+
+from traits.api import Button, Dict, Instance, List, Property, Range, Str
+from traits_futures.api import (
+    CallFuture,
+    CANCELLED,
+    CANCELLING,
+    COMPLETED,
+    EXECUTING,
+    FAILED,
+    MultiprocessingContext,
+    submit_call,
+    TraitsExecutor,
+    WAITING,
+)
+from traitsui.api import (
+    Handler,
+    HGroup,
+    Item,
+    TabularAdapter,
+    TabularEditor,
+    UItem,
+    VGroup,
+    View,
+)
+
+
+def slow_square(n, timeout=5.0):
+    """
+    Compute the square of an integer, slowly and unreliably.
+
+    The input should be in the range 0-100. The larger
+    the input, the longer the expected time to complete the operation,
+    and the higher the likelihood of timeout.
+    """
+    mean_time = (n + 5.0) / 5.0
+    sleep_time = random.expovariate(1.0 / mean_time)
+    if sleep_time > timeout:
+        time.sleep(timeout)
+        raise RuntimeError("Calculation took too long.")
+    else:
+        time.sleep(sleep_time)
+        return n * n
+
+
+class JobTabularAdapter(TabularAdapter):
+    columns = [
+        ("Job State", "state"),
+    ]
+
+    #: Row colors for the table.
+    colors = Dict(
+        {
+            CANCELLED: (255, 0, 0),
+            CANCELLING: (255, 128, 0),
+            EXECUTING: (128, 128, 255),
+            FAILED: (255, 192, 255),
+            COMPLETED: (128, 255, 128),
+            WAITING: (255, 255, 255),
+        }
+    )
+
+    #: Text to be displayed for the state column.
+    state_text = Property(Str())
+
+    def _get_bg_color(self):
+        return self.colors[self.item.state]
+
+    def _get_state_text(self):
+        job = self.item
+        state = job.state
+        state_text = state.title()
+        if state == COMPLETED:
+            state_text += ": result={}".format(job.result)
+        elif state == FAILED:
+            state_text += ": {}".format(job.exception[1])
+        return state_text
+
+
+class SquaringHelper(Handler):
+    #: The Traits executor for the background jobs.
+    traits_executor = Instance(TraitsExecutor)
+
+    #: List of the submitted jobs, for display purposes.
+    current_futures = List(Instance(CallFuture))
+
+    #: Start a new squaring operation.
+    square = Button()
+
+    #: Cancel all currently executing jobs.
+    cancel_all = Button()
+
+    #: Clear completed jobs from the list of current jobs.
+    clear_finished = Button()
+
+    #: Value that we'll square.
+    input = Range(low=0, high=100)
+
+    def _square_fired(self):
+        future = submit_call(self.traits_executor, slow_square, self.input)
+        self.current_futures.append(future)
+
+    def _cancel_all_fired(self):
+        for future in self.current_futures:
+            if future.cancellable:
+                future.cancel()
+
+    def _clear_finished_fired(self):
+        for future in list(self.current_futures):
+            if future.done:
+                self.current_futures.remove(future)
+
+    def default_traits_view(self):
+        return View(
+            HGroup(
+                VGroup(
+                    Item("input"),
+                    UItem("square"),
+                    UItem("cancel_all"),
+                    UItem("clear_finished"),
+                ),
+                VGroup(
+                    UItem(
+                        "current_futures",
+                        editor=TabularEditor(
+                            adapter=JobTabularAdapter(),
+                            auto_update=True,
+                        ),
+                    ),
+                ),
+            ),
+            width=1024,
+            height=768,
+            resizable=True,
+        )
+
+
+def main():
+    """
+    Demonstrate a GUI that hands off background tasks to a separate process.
+    """
+    context = MultiprocessingContext()
+    traits_executor = TraitsExecutor(context=context)
+    try:
+        view = SquaringHelper(traits_executor=traits_executor)
+        view.configure_traits()
+    finally:
+        traits_executor.stop()
+        context.close()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/docs/source/index.rst b/docs/source/index.rst
index b7b913b..8e5e800 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -45,7 +45,6 @@ Limitations
 
 - By design, and unlike :mod:`concurrent.futures`, |traits_futures| requires the
   UI event loop to be running in order to process results.
-- No multiprocessing support yet. Maybe one day.
 - Requires Python 3.6 or later.
 
 
@@ -67,6 +66,7 @@ User Guide
 
    guide/intro.rst
    guide/cancel.rst
+   guide/contexts.rst
    guide/testing.rst
    guide/advanced.rst
 
diff --git a/examples/slow_squares.py b/examples/slow_squares.py
index 985ef70..44e0e59 100644
--- a/examples/slow_squares.py
+++ b/examples/slow_squares.py
@@ -11,7 +11,7 @@
 import random
 import time
 
-from traits.api import Button, Instance, List, Property, Range
+from traits.api import Button, Dict, Instance, List, Property, Range, Str
 from traits_futures.api import (
     CallFuture,
     CANCELLED,
@@ -27,12 +27,12 @@ from traitsui.api import (
     Handler,
     HGroup,
     Item,
+    TabularAdapter,
     TabularEditor,
     UItem,
     VGroup,
     View,
 )
-from traitsui.tabular_adapter import TabularAdapter
 
 
 def slow_square(n, timeout=5.0):
@@ -59,17 +59,19 @@ class JobTabularAdapter(TabularAdapter):
     ]
 
     #: Row colors for the table.
-    colors = {
-        CANCELLED: (255, 0, 0),
-        CANCELLING: (255, 128, 0),
-        EXECUTING: (128, 128, 255),
-        FAILED: (255, 192, 255),
-        COMPLETED: (128, 255, 128),
-        WAITING: (255, 255, 255),
-    }
+    colors = Dict(
+        {
+            CANCELLED: (255, 0, 0),
+            CANCELLING: (255, 128, 0),
+            EXECUTING: (128, 128, 255),
+            FAILED: (255, 192, 255),
+            COMPLETED: (128, 255, 128),
+            WAITING: (255, 255, 255),
+        }
+    )
 
     #: Text to be displayed for the state column.
-    state_text = Property
+    state_text = Property(Str())
 
     def _get_bg_color(self):
         return self.colors[self.item.state]
diff --git a/traits_futures/api.py b/traits_futures/api.py
index e602d12..f5ec6ea 100644
--- a/traits_futures/api.py
+++ b/traits_futures/api.py
@@ -66,6 +66,7 @@ Parallelism contexts
 --------------------
 
 - :class:`~.IParallelContext`
+- :class:`~.MultiprocessingContext`
 - :class:`~.MultithreadingContext`
 
 """
@@ -88,6 +89,7 @@ from traits_futures.future_states import (
 from traits_futures.i_future import IFuture
 from traits_futures.i_parallel_context import IParallelContext
 from traits_futures.i_task_specification import ITaskSpecification
+from traits_futures.multiprocessing_context import MultiprocessingContext
 from traits_futures.multithreading_context import MultithreadingContext
 from traits_futures.traits_executor import (
     ExecutorState,
@@ -127,5 +129,6 @@ __all__ = [
     "ITaskSpecification",
     # Contexts
     "IParallelContext",
+    "MultiprocessingContext",
     "MultithreadingContext",
 ]

diff --git a/traits_futures/tests/test_api.py b/traits_futures/tests/test_api.py
index bfe524a..7fc2c83 100644
--- a/traits_futures/tests/test_api.py
+++ b/traits_futures/tests/test_api.py
@@ -27,6 +27,7 @@ class TestApi(unittest.TestCase):
             IParallelContext,
             ITaskSpecification,
             IterationFuture,
+            MultiprocessingContext,
             MultithreadingContext,
             ProgressFuture,
             RUNNING,
diff --git a/traits_futures/tests/test_traits_process_executor.py b/traits_futures/tests/test_traits_process_executor.py
new file mode 100644
index 0000000..135b302
--- /dev/null
+++ b/traits_futures/tests/test_traits_process_executor.py
@@ -0,0 +1,161 @@
+# (C) Copyright 2018-2021 Enthought, Inc., Austin, TX
+# All rights reserved.
+#
+# This software is provided without warranty under the terms of the BSD
+# license included in LICENSE.txt and may be redistributed only under
+# the conditions described in the aforementioned license. The license
+# is also available online at http://www.enthought.com/licenses/BSD.txt
+#
+# Thanks for using Enthought open source!
+
+"""
+Tests for the TraitsExecutor class.
+"""
+import contextlib
+import unittest
+
+from traits_futures.api import (
+    MultiprocessingContext,
+    MultithreadingContext,
+    TraitsExecutor,
+)
+from traits_futures.tests.traits_executor_tests import (
+    ExecutorListener,
+    TraitsExecutorTests,
+)
+from traits_futures.toolkit_support import toolkit
+
+GuiTestAssistant = toolkit("gui_test_assistant:GuiTestAssistant")
+
+
+class TestTraitsExecutorCreation(GuiTestAssistant, unittest.TestCase):
+    def setUp(self):
+        GuiTestAssistant.setUp(self)
+        self._context = MultiprocessingContext()
+
+    def tearDown(self):
+        if hasattr(self, "executor"):
+            self.executor.stop()
+            self.wait_until_stopped(self.executor)
+            del self.executor
+        self._context.close()
+        GuiTestAssistant.tearDown(self)
+
+    def test_max_workers(self):
+        executor = TraitsExecutor(max_workers=11, context=self._context)
+        self.assertEqual(executor._worker_pool._max_workers, 11)
+        executor.stop()
+        self.wait_until_stopped(executor)
+
+    def test_max_workers_mutually_exclusive_with_worker_pool(self):
+        with self.temporary_worker_pool() as worker_pool:
+            with self.assertRaises(TypeError):
+                TraitsExecutor(
+                    worker_pool=worker_pool,
+                    max_workers=11,
+                    context=self._context,
+                )
+
+    def test_default_context(self):
+        with self.temporary_executor() as executor:
+            self.assertIsInstance(executor._context, MultithreadingContext)
+
+    def test_externally_supplied_context(self):
+        context = MultiprocessingContext()
+        try:
+            with self.temporary_executor(context=context) as executor:
+                self.assertIs(executor._context, context)
+            self.assertFalse(context.closed)
+        finally:
+            context.close()
+
+    def test_owned_context_closed_at_executor_stop(self):
+        with self.temporary_executor() as executor:
+            context = executor._context
+            self.assertFalse(context.closed)
+        self.assertTrue(context.closed)
+
+    def test_owned_worker_pool(self):
+        executor = TraitsExecutor(context=self._context)
+        worker_pool = executor._worker_pool
+
+        executor.stop()
+        self.wait_until_stopped(executor)
+
+        # Check that the internally-created worker pool has been shut down.
+        with self.assertRaises(RuntimeError):
+            worker_pool.submit(int)
+
+    def test_thread_pool_argument_deprecated(self):
+        with self.temporary_worker_pool() as worker_pool:
+            with self.assertWarns(DeprecationWarning) as warning_info:
+                executor = TraitsExecutor(
+                    thread_pool=worker_pool, context=self._context
+                )
+            executor.stop()
+            self.wait_until_stopped(executor)
+
+        # Check we're using the right stack level in the warning.
+        _, _, this_module = __name__.rpartition(".")
+        self.assertIn(this_module, warning_info.filename)
+
+    def test_shared_worker_pool(self):
+        with self.temporary_worker_pool() as worker_pool:
+            executor = TraitsExecutor(
+                worker_pool=worker_pool, context=self._context
+            )
+            executor.stop()
+            self.wait_until_stopped(executor)
+
+            # Check that the the shared worker pool is still usable.
+            cf_future = worker_pool.submit(int)
+            self.assertEqual(cf_future.result(), 0)
+
+    def wait_until_stopped(self, executor):
+        """
+        Wait for the executor to reach STOPPED state.
+        """
+        self.run_until(executor, "stopped", lambda executor: executor.stopped)
+
+    @contextlib.contextmanager
+    def temporary_worker_pool(self):
+        """
+        Create a worker pool that's shut down at the end of the with block.
+        """
+        worker_pool = self._context.worker_pool(max_workers=4)
+        try:
+            yield worker_pool
+        finally:
+            worker_pool.shutdown()
+
+    @contextlib.contextmanager
+    def temporary_executor(self, **kwds):
+        """
+        Create a temporary TraitsExecutor, and shut it down properly after use.
+        """
+        executor = TraitsExecutor(**kwds)
+        try:
+            yield executor
+        finally:
+            executor.stop()
+            self.wait_until_stopped(executor)
+
+
+class TestTraitsExecutor(
+    GuiTestAssistant, TraitsExecutorTests, unittest.TestCase
+):
+    def setUp(self):
+        GuiTestAssistant.setUp(self)
+        self._context = MultiprocessingContext()
+        self.executor = TraitsExecutor(context=self._context)
+        self.listener = ExecutorListener(executor=self.executor)
+
+    def tearDown(self):
+        del self.listener
+        if not self.executor.stopped:
+            self.executor.stop()
+            self.wait_until_stopped(self.executor)
+        del self.executor
+        self._context.close()
+        del self._context
+        GuiTestAssistant.tearDown(self)

Add multiprocessing support
The existing code is mostly threading / multiprocessing agnostic, but we're using `threading.Event` objects, for example. We should make it actually agnostic, and add tests with both threading and multiprocessing.
traits_futures/tests/test_api.py::TestApi::test___all__ traits_futures/tests/test_api.py::TestApi::test_imports traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutorCreation::test_default_context traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutorCreation::test_externally_supplied_context traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutorCreation::test_max_workers traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutorCreation::test_max_workers_mutually_exclusive_with_worker_pool traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutorCreation::test_owned_context_closed_at_executor_stop traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutorCreation::test_owned_worker_pool traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutorCreation::test_shared_worker_pool traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutorCreation::test_thread_pool_argument_deprecated traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_cant_submit_new_unless_running traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_multiple_futures traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_running traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_running_and_stopped_fired_only_once traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_running_and_stopped_fired_only_once_no_futures traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_states_consistent traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_stop_cancels_running_futures traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_stop_method traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_stop_method_raises_unless_running traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_stop_method_with_no_jobs traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_stop_with_multiple_futures traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_stopped traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_submit_call_method traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_submit_iteration_method traits_futures/tests/test_traits_process_executor.py::TestTraitsExecutor::test_submit_progress_method