diff --git a/xee/ext.py b/xee/ext.py
index ab22e5b..f96c365 100644
--- a/xee/ext.py
+++ b/xee/ext.py
@@ -231,14 +231,9 @@ def __init__(
       x_min_0, y_min_0, x_max_0, y_max_0 = _ee_bounds_to_bounds(
           self.get_info['bounds']
       )
-    # We add and subtract the scale to solve an off-by-one error. With this
-    # adjustment, we achieve parity with a pure `computePixels()` call.
-    x_min, y_min = self.transform(x_min_0 - self.scale_x, y_min_0)
-    if _bounds_are_invalid(x_min, y_min, self.scale_units == 'degree'):
-      x_min, y_min = self.transform(x_min_0, y_min_0)
-    x_max, y_max = self.transform(x_max_0, y_max_0 + self.scale_y)
-    if _bounds_are_invalid(x_max, y_max, self.scale_units == 'degree'):
-      x_max, y_max = self.transform(x_max_0, y_max_0)
+    # TODO(#40): Investigate data discrepancy (off-by-one) issue.
+    x_min, y_min = self.transform(x_min_0, y_min_0)
+    x_max, y_max = self.transform(x_max_0, y_max_0)
     self.bounds = x_min, y_min, x_max, y_max
 
     max_dtype = self._max_itemsize()
@@ -579,20 +574,6 @@ def close(self) -> None:
     del self.image_collection
 
 
-def _bounds_are_invalid(x: float, y: float, is_degrees=False) -> bool:
-  """Check for obviously bad x and y projection values."""
-  bad_num = math.isnan(x) or math.isnan(y) or math.isinf(x) or math.isinf(y)
-
-  invalid_degree = (
-      y < -90.0
-      or y > 90.0
-      or x < -180.0
-      or x > 360.0  # degrees could be from 0 to 360...
-  )
-
-  return bad_num or (is_degrees and invalid_degree)
-
-
 def _parse_dtype(data_type: types.DataType):
   """Parse a np.dtype from the 'data_type' section of ee.Image.getInfo().
 
diff --git a/xee/ext_integration_test.py b/xee/ext_integration_test.py
index 40a5b03..b44f0d5 100644
--- a/xee/ext_integration_test.py
+++ b/xee/ext_integration_test.py
@@ -58,14 +58,14 @@ def setUp(self):
 
   def test_creates_lat_long_array(self):
     arr = xee.EarthEngineBackendArray('longitude', self.lnglat_store)
-    self.assertEqual((1, 360, 179), arr.shape)
+    self.assertEqual((1, 360, 180), arr.shape)
 
   def test_can_create_object(self):
     arr = xee.EarthEngineBackendArray('B4', self.store)
 
     self.assertIsNotNone(arr)
 
-    self.assertEqual((64, 360, 179), arr.shape)
+    self.assertEqual((64, 360, 180), arr.shape)
     self.assertEqual(np.int32, arr.dtype)
     self.assertEqual('B4', arr.variable_name)
 
@@ -261,7 +261,7 @@ def test_open_dataset__sanity_check(self):
         n_images=3,
     )
     self.assertEqual(
-        dict(ds.dims), {'time': 3, 'lon': 15, 'lat': 7}
+        dict(ds.dims), {'time': 3, 'lon': 15, 'lat': 8}
     )
     self.assertNotEmpty(dict(ds.coords))
     self.assertEqual(
@@ -271,7 +271,7 @@ def test_open_dataset__sanity_check(self):
     for v in ds.values():
       self.assertIsNotNone(v.data)
       self.assertFalse(v.isnull().all(), 'All values are null!')
-      self.assertEqual(v.shape, (3, 15, 7))
+      self.assertEqual(v.shape, (3, 15, 8))
 
   def test_open_dataset__n_images(self):
     ds = self.entry.open_dataset(
@@ -311,7 +311,7 @@ def test_honors_geometry(self):
         engine=xee.EarthEngineBackendEntrypoint,
     )
 
-    self.assertEqual(ds.dims, {'time': 4248, 'lon': 42, 'lat': 34})
+    self.assertEqual(ds.dims, {'time': 4248, 'lon': 41, 'lat': 35})
     self.assertNotEqual(ds.dims, standard_ds.dims)
 
   def test_honors_projection(self):
@@ -328,7 +328,7 @@ def test_honors_projection(self):
         engine=xee.EarthEngineBackendEntrypoint,
     )
 
-    self.assertEqual(ds.dims, {'time': 4248, 'lon': 3600, 'lat': 1799})
+    self.assertEqual(ds.dims, {'time': 4248, 'lon': 3600, 'lat': 1800})
     self.assertNotEqual(ds.dims, standard_ds.dims)
 
   def test_parses_ee_url(self):
@@ -345,7 +345,7 @@ def test_parses_ee_url(self):
         scale=25.0,  # in degrees
         n_images=3,
     )
-    self.assertEqual(dict(ds.dims), {'time': 3, 'lon': 15, 'lat': 7})
+    self.assertEqual(dict(ds.dims), {'time': 3, 'lon': 15, 'lat': 8})
 
   def test_data_sanity_check(self):
     # This simple test uncovered a bug with the default definition of `scale`.