diff --git a/docs/source/whatsnew/1.0.2.txt b/docs/source/whatsnew/1.0.2.txt
index 303f849e..076f5776 100644
--- a/docs/source/whatsnew/1.0.2.txt
+++ b/docs/source/whatsnew/1.0.2.txt
@@ -18,6 +18,9 @@ Enhancements
 - Allow correlations and regressions to be computed between two 2D factors by
   doing computations asset-wise (:issue:`1307`).
 
+- Filters have been made window_safe by default. Now they can be passed in as
+  arguments to other Filters, Factors and Classifiers (:issue:`1338`).
+
 Bug Fixes
 ~~~~~~~~~
 
diff --git a/tests/pipeline/test_filter.py b/tests/pipeline/test_filter.py
index 0f8c4f3b..c403e909 100644
--- a/tests/pipeline/test_filter.py
+++ b/tests/pipeline/test_filter.py
@@ -11,6 +11,7 @@ from numpy import (
     eye,
     float64,
     full_like,
+    full,
     inf,
     isfinite,
     nan,
@@ -18,12 +19,14 @@ from numpy import (
     ones,
     ones_like,
     putmask,
+    sum as np_sum
 )
 from numpy.random import randn, seed as random_seed
 
 from zipline.errors import BadPercentileBounds
 from zipline.pipeline import Filter, Factor, TermGraph
-from zipline.testing import check_arrays
+from zipline.pipeline.factors import CustomFactor
+from zipline.testing import check_arrays, parameter_space
 from zipline.utils.numpy_utils import float64_dtype
 from .base import BasePipelineTestCase, with_default_shape
 
@@ -379,3 +382,36 @@ class FilterTestCase(BasePipelineTestCase):
             initial_workspace={self.f: data},
         )
         check_arrays(results['isfinite'], isfinite(data))
+
+    @parameter_space(factor_len=[2, 3, 4])
+    def test_window_safe(self, factor_len):
+        # all true data set of (days, securities)
+        data = full(self.default_shape, True, dtype=bool)
+
+        class InputFilter(Filter):
+            inputs = ()
+            window_length = 0
+
+        class TestFactor(CustomFactor):
+            dtype = float64_dtype
+            inputs = (InputFilter(), )
+            window_length = factor_len
+
+            def compute(self, today, assets, out, filter_):
+                # sum for each column
+                out[:] = np_sum(filter_, axis=0)
+
+        results = self.run_graph(
+            TermGraph({'windowsafe': TestFactor()}),
+            initial_workspace={InputFilter(): data},
+        )
+
+        # number of days in default_shape
+        n = self.default_shape[0]
+
+        # shape of output array
+        output_shape = ((n - factor_len + 1), self.default_shape[1])
+        check_arrays(
+            results['windowsafe'],
+            full(output_shape, factor_len, dtype=float64)
+        )
diff --git a/zipline/pipeline/filters/filter.py b/zipline/pipeline/filters/filter.py
index 4d261b32..502fd031 100644
--- a/zipline/pipeline/filters/filter.py
+++ b/zipline/pipeline/filters/filter.py
@@ -167,6 +167,10 @@ class Filter(RestrictedDTypeMixin, ComputableTerm):
     output of a Pipeline and for reducing memory consumption of Pipeline
     results.
     """
+    # Filters are window-safe by default, since a yes/no decision means the
+    # same thing from all temporal perspectives.
+    window_safe = True
+
     ALLOWED_DTYPES = (bool_dtype,)  # Used by RestrictedDTypeMixin
     dtype = bool_dtype