diff --git a/docs/history.rst b/docs/history.rst
index 75761f5..1b6eced 100644
--- a/docs/history.rst
+++ b/docs/history.rst
@@ -3,7 +3,10 @@ History
 
 Latest
 ------
-- BUG: Remove duplicate acquire in open_rasterio
+- ENH: Allow passing in kwargs to `rio.reproject` (issue #369; pull #370)
+- ENH: Allow nodata override and provide default nodata based on dtype in `rio.reproject` (pull #370)
+- ENH: Add support for passing in gcps to rio.reproject (issue #339; pull #370)
+- BUG: Remove duplicate acquire in open_rasterio (pull #364)
 
 0.4.3
 ------
diff --git a/rioxarray/raster_array.py b/rioxarray/raster_array.py
index 75f7024..de0460e 100644
--- a/rioxarray/raster_array.py
+++ b/rioxarray/raster_array.py
@@ -18,6 +18,7 @@ import rasterio
 import rasterio.mask
 import rasterio.warp
 import xarray
+from rasterio.dtypes import dtype_rev
 from rasterio.enums import Resampling
 from rasterio.features import geometry_mask
 from scipy.interpolate import griddata
@@ -38,6 +39,24 @@ from rioxarray.raster_writer import (
 )
 from rioxarray.rioxarray import XRasterBase, _get_data_var_message, _make_coords
 
+# DTYPE TO NODATA MAP
+# Based on: https://github.com/OSGeo/gdal/blob/
+# cde27dc7641964a872efdc6bbcf5e3d3f7ab9cfd/gdal/
+# swig/python/gdal-utils/osgeo_utils/gdal_calc.py#L62
+_NODATA_DTYPE_MAP = {
+    1: 255,  # GDT_Byte
+    2: 65535,  # GDT_UInt16
+    3: -32768,  # GDT_Int16
+    4: 4294967293,  # GDT_UInt32
+    5: -2147483647,  # GDT_Int32
+    6: 3.402823466e38,  # GDT_Float32
+    7: 1.7976931348623158e308,  # GDT_Float64
+    8: -32768,  # GDT_CInt16
+    9: -2147483647,  # GDT_CInt32
+    10: 3.402823466e38,  # GDT_CFloat32
+    11: 1.7976931348623158e308,  # GDT_CFloat64
+}
+
 
 def _generate_attrs(src_data_array, dst_nodata):
     # add original attributes
@@ -87,10 +106,10 @@ def _add_attrs_proj(new_data_array, src_data_array):
 
 
 def _make_dst_affine(
-    src_data_array, src_crs, dst_crs, dst_resolution=None, dst_shape=None
+    src_data_array, src_crs, dst_crs, dst_resolution=None, dst_shape=None, **kwargs
 ):
     """Determine the affine of the new projected `xarray.DataArray`"""
-    src_bounds = src_data_array.rio.bounds()
+    src_bounds = () if "gcps" in kwargs else src_data_array.rio.bounds()
     src_height, src_width = src_data_array.rio.shape
     dst_height, dst_width = dst_shape if dst_shape is not None else (None, None)
     # pylint: disable=isinstance-second-argument-not-valid-type
@@ -98,22 +117,21 @@ def _make_dst_affine(
         dst_resolution = tuple(abs(res_val) for res_val in dst_resolution)
     elif dst_resolution is not None:
         dst_resolution = abs(dst_resolution)
-    resolution_or_width_height = {
-        k: v
-        for k, v in [
-            ("resolution", dst_resolution),
-            ("dst_height", dst_height),
-            ("dst_width", dst_width),
-        ]
-        if v is not None
-    }
+
+    for key, value in (
+        ("resolution", dst_resolution),
+        ("dst_height", dst_height),
+        ("dst_width", dst_width),
+    ):
+        if value is not None:
+            kwargs[key] = value
     dst_affine, dst_width, dst_height = rasterio.warp.calculate_default_transform(
         src_crs,
         dst_crs,
         src_width,
         src_height,
         *src_bounds,
-        **resolution_or_width_height,
+        **kwargs,
     )
     return dst_affine, dst_width, dst_height
 
@@ -319,6 +337,8 @@ class RasterArray(XRasterBase):
         shape=None,
         transform=None,
         resampling=Resampling.nearest,
+        nodata=None,
+        **kwargs,
     ):
         """
         Reproject :obj:`xarray.DataArray` objects
@@ -332,6 +352,7 @@ class RasterArray(XRasterBase):
 
         .. versionadded:: 0.0.27 shape
         .. versionadded:: 0.0.28 transform
+        .. versionadded:: 0.5.0 nodata, kwargs
 
         Parameters
         ----------
@@ -343,10 +364,21 @@ class RasterArray(XRasterBase):
         shape: tuple(int, int), optional
             Shape of the destination in pixels (dst_height, dst_width). Cannot be used
             together with resolution.
-        transform: optional
+        transform: Affine, optional
             The destination transform.
         resampling: rasterio.enums.Resampling, optional
             See :func:`rasterio.warp.reproject` for more details.
+        nodata: float, optional
+            The nodata value used to initialize the destination;
+            it will remain in all areas not covered by the reprojected source.
+            Defaults to the nodata value of the source image if none provided
+            and exists or attempts to find an appropriate value by dtype.
+        **kwargs: dict
+            Additional keyword arguments to pass into :func:`rasterio.warp.reproject`.
+            To override:
+            - src_transform: `rio.write_transform`
+            - src_crs: `rio.write_crs`
+            - src_nodata: `rio.write_nodata`
 
 
         Returns
@@ -361,10 +393,10 @@ class RasterArray(XRasterBase):
                 "CRS not found. Please set the CRS with 'rio.write_crs()'."
                 f"{_get_data_var_message(self._obj)}"
             )
-        src_affine = self.transform(recalc=True)
+        src_affine = None if "gcps" in kwargs else self.transform(recalc=True)
         if transform is None:
             dst_affine, dst_width, dst_height = _make_dst_affine(
-                self._obj, self.crs, dst_crs, resolution, shape
+                self._obj, self.crs, dst_crs, resolution, shape, **kwargs
             )
         else:
             dst_affine = transform
@@ -382,22 +414,24 @@ class RasterArray(XRasterBase):
         else:
             dst_data = np.zeros((dst_height, dst_width), dtype=self._obj.dtype.type)
 
-        dst_nodata = self._obj.dtype.type(
-            self.nodata if self.nodata is not None else -9999
-        )
-        src_nodata = self._obj.dtype.type(
-            self.nodata if self.nodata is not None else dst_nodata
+        default_nodata = (
+            _NODATA_DTYPE_MAP[dtype_rev[self._obj.dtype.name]]
+            if self.nodata is None
+            else self.nodata
         )
+        dst_nodata = default_nodata if nodata is None else nodata
+
         rasterio.warp.reproject(
             source=self._obj.values,
             destination=dst_data,
             src_transform=src_affine,
             src_crs=self.crs,
-            src_nodata=src_nodata,
+            src_nodata=self.nodata,
             dst_transform=dst_affine,
             dst_crs=dst_crs,
             dst_nodata=dst_nodata,
             resampling=resampling,
+            **kwargs,
         )
         # add necessary attributes
         new_attrs = _generate_attrs(self._obj, dst_nodata)
diff --git a/rioxarray/raster_dataset.py b/rioxarray/raster_dataset.py
index 6cf80a0..e6f772b 100644
--- a/rioxarray/raster_dataset.py
+++ b/rioxarray/raster_dataset.py
@@ -58,6 +58,8 @@ class RasterDataset(XRasterBase):
         shape=None,
         transform=None,
         resampling=Resampling.nearest,
+        nodata=None,
+        **kwargs,
     ):
         """
         Reproject :class:`xarray.Dataset` objects
@@ -69,6 +71,7 @@ class RasterDataset(XRasterBase):
 
         .. versionadded:: 0.0.27 shape
         .. versionadded:: 0.0.28 transform
+        .. versionadded:: 0.5.0 nodata, kwargs
 
         Parameters
         ----------
@@ -84,7 +87,17 @@ class RasterDataset(XRasterBase):
             The destination transform.
         resampling: rasterio.enums.Resampling, optional
             See :func:`rasterio.warp.reproject` for more details.
-
+        nodata: float, optional
+            The nodata value used to initialize the destination;
+            it will remain in all areas not covered by the reprojected source.
+            Defaults to the nodata value of the source image if none provided
+            and exists or attempts to find an appropriate value by dtype.
+        **kwargs: dict
+            Additional keyword arguments to pass into :func:`rasterio.warp.reproject`.
+            To override:
+            - src_transform: `rio.write_transform`
+            - src_crs: `rio.write_crs`
+            - src_nodata: `rio.write_nodata`
 
         Returns
         --------
@@ -102,6 +115,8 @@ class RasterDataset(XRasterBase):
                     shape=shape,
                     transform=transform,
                     resampling=resampling,
+                    nodata=nodata,
+                    **kwargs,
                 )
             )
         return resampled_dataset

diff --git a/.github/workflows/tests.yaml b/.github/workflows/tests.yaml
index f5f2196..73455bf 100644
--- a/.github/workflows/tests.yaml
+++ b/.github/workflows/tests.yaml
@@ -60,7 +60,7 @@ jobs:
       - name: Install Env
         shell: bash
         run: |
-          conda create -n test python=${{ matrix.python-version }} rasterio=${{ matrix.rasterio-version }} xarray=${{ matrix.xarray-version }} scipy pyproj netcdf4 dask pandoc
+          conda create -n test python=${{ matrix.python-version }} rasterio=${{ matrix.rasterio-version }} xarray=${{ matrix.xarray-version }} 'libgdal<3.3' scipy pyproj netcdf4 dask pandoc
           source activate test
           python -m pip install -e .[all]
 
diff --git a/test/integration/test_integration_rioxarray.py b/test/integration/test_integration_rioxarray.py
index bced49b..baf04e8 100644
--- a/test/integration/test_integration_rioxarray.py
+++ b/test/integration/test_integration_rioxarray.py
@@ -15,6 +15,7 @@ from affine import Affine
 from dask.delayed import Delayed
 from numpy.testing import assert_almost_equal, assert_array_equal
 from pyproj import CRS as pCRS
+from rasterio.control import GroundControlPoint
 from rasterio.crs import CRS
 from rasterio.windows import Window
 
@@ -699,7 +700,8 @@ def test_reproject__no_transform(modis_reproject):
         _assert_xarrays_equal(mds_repr, mdc)
 
 
-def test_reproject__no_nodata(modis_reproject):
+@pytest.mark.parametrize("nodata", [None, -9999])
+def test_reproject__no_nodata(nodata, modis_reproject):
     mask_args = (
         dict(masked=False, mask_and_scale=False)
         if "rasterio" in str(modis_reproject["open"])
@@ -712,19 +714,20 @@ def test_reproject__no_nodata(modis_reproject):
         _del_attr(mda, "_FillValue")
         _del_attr(mda, "nodata")
         # reproject
-        mds_repr = mda.rio.reproject(modis_reproject["to_proj"])
+        mds_repr = mda.rio.reproject(modis_reproject["to_proj"], nodata=nodata)
 
         # overwrite test dataset
         # if isinstance(modis_reproject['open'], xarray.DataArray):
         #    mds_repr.to_netcdf(modis_reproject['compare'])
 
         # replace -9999 with original _FillValue for testing
+        fill_nodata = -32768 if nodata is None else nodata
         if hasattr(mds_repr, "variables"):
             for var in mds_repr.rio.vars:
-                mds_repr[var].values[mds_repr[var].values == -9999] = orig_fill
+                mds_repr[var].values[mds_repr[var].values == fill_nodata] = orig_fill
         else:
-            mds_repr.values[mds_repr.values == -9999] = orig_fill
-        _mod_attr(mdc, "_FillValue", val=-9999)
+            mds_repr.values[mds_repr.values == fill_nodata] = orig_fill
+        _mod_attr(mdc, "_FillValue", val=fill_nodata)
         # test
         _assert_xarrays_equal(mds_repr, mdc)
 
@@ -750,6 +753,47 @@ def test_reproject__no_nodata_masked(modis_reproject):
         _assert_xarrays_equal(mds_repr, mdc)
 
 
+def test_reproject__gcps_kwargs(tmp_path):
+    tiffname = tmp_path / "test.tif"
+    src_gcps = [
+        GroundControlPoint(row=0, col=0, x=156113, y=2818720, z=0),
+        GroundControlPoint(row=0, col=800, x=338353, y=2785790, z=0),
+        GroundControlPoint(row=800, col=800, x=297939, y=2618518, z=0),
+        GroundControlPoint(row=800, col=0, x=115698, y=2651448, z=0),
+    ]
+    crs = CRS.from_epsg(32618)
+    with rasterio.open(
+        tiffname,
+        mode="w",
+        height=800,
+        width=800,
+        count=3,
+        dtype=numpy.uint8,
+        driver="GTiff",
+    ) as source:
+        source.gcps = (src_gcps, crs)
+
+    rds = rioxarray.open_rasterio(tiffname)
+    rds.rio.write_crs(crs, inplace=True)
+    rds = rds.rio.reproject(
+        crs,
+        gcps=src_gcps,
+    )
+    assert rds.rio.height == 923
+    assert rds.rio.width == 1027
+    assert rds.rio.crs == crs
+    assert rds.rio.transform().almost_equals(
+        Affine(
+            216.8587081056465,
+            0.0,
+            115698.25,
+            0.0,
+            -216.8587081056465,
+            2818720.0,
+        )
+    )
+
+
 def test_reproject_match(modis_reproject_match):
     mask_args = (
         dict(masked=False, mask_and_scale=False)
@@ -1069,6 +1113,7 @@ def test_geographic_reproject__missing_nodata():
         mds_repr = mda.rio.reproject("epsg:32721")
         # mds_repr.to_netcdf(sentinel_2_utm)
         # test
+        _mod_attr(mdc, "_FillValue", val=65535)
         _assert_xarrays_equal(mds_repr, mdc, precision=4)
 
 

ENH: Allow passing in arguments into `rasterio.warp.transform` in `rio.reproject`
https://rasterio.readthedocs.io/en/latest/api/rasterio.warp.html#rasterio.warp.reproject

There are additional arguments that could be passed in such as:
```
gcps (sequence of GroundControlPoint, optional) – Ground control points for the source. An error will be raised if this parameter is defined together with src_transform or rpcs.

rpcs (RPC or dict, optional) – Rational polynomial coefficients for the source. An error will be raised if this parameter is defined together with src_transform or gcps.

src_alpha (int, optional) – Index of a band to use as the alpha band when warping.

dst_alpha (int, optional) – Index of a band to use as the alpha band when warping.

num_threads (int, optional) – The number of warp worker threads. Default: 1.

init_dest_nodata (bool) – Flag to specify initialization of nodata in destination; prevents overwrite of previous warps. Defaults to True.

warp_mem_limit (int, optional) – The warp operation memory limit in MB. Larger values allow the warp operation to be carried out in fewer chunks. The amount of memory required to warp a 3-band uint8 2000 row x 2000 col raster to a destination of the same size is approximately 56 MB. The default (0) means 64 MB with GDAL 2.2.

kwargs (dict, optional) – Additional arguments passed to transformation function.
```

test/integration/test_integration_rioxarray.py::test_reproject__gcps_kwargs test/integration/test_integration_rioxarray.py::test_geographic_reproject__missing_nodata
test/integration/test_integration_rioxarray.py::test_pad_box[open_dataset] test/integration/test_integration_rioxarray.py::test_pad_box[open_dataarray] test/integration/test_integration_rioxarray.py::test_pad_box[open_rasterio] test/integration/test_integration_rioxarray.py::test_pad_box[modis_clip3] test/integration/test_integration_rioxarray.py::test_pad_box[open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_clip_box[open_dataset] test/integration/test_integration_rioxarray.py::test_clip_box[open_dataarray] test/integration/test_integration_rioxarray.py::test_clip_box[open_rasterio] test/integration/test_integration_rioxarray.py::test_clip_box[modis_clip3] test/integration/test_integration_rioxarray.py::test_clip_box[open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_clip_box__auto_expand[open_dataset] test/integration/test_integration_rioxarray.py::test_clip_box__auto_expand[open_dataarray] test/integration/test_integration_rioxarray.py::test_clip_box__auto_expand[open_rasterio] test/integration/test_integration_rioxarray.py::test_clip_box__auto_expand[modis_clip3] test/integration/test_integration_rioxarray.py::test_clip_box__auto_expand[open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_clip_box__nodata_error[open_dataset] test/integration/test_integration_rioxarray.py::test_clip_box__nodata_error[open_dataarray] test/integration/test_integration_rioxarray.py::test_clip_box__nodata_error[open_rasterio] test/integration/test_integration_rioxarray.py::test_clip_box__nodata_error[modis_clip3] test/integration/test_integration_rioxarray.py::test_clip_box__nodata_error[open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_clip_box__one_dimension_error[open_dataset] test/integration/test_integration_rioxarray.py::test_clip_box__one_dimension_error[open_dataarray] test/integration/test_integration_rioxarray.py::test_clip_box__one_dimension_error[open_rasterio] test/integration/test_integration_rioxarray.py::test_clip_box__one_dimension_error[modis_clip3] test/integration/test_integration_rioxarray.py::test_clip_box__one_dimension_error[open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_slice_xy[open_dataset] test/integration/test_integration_rioxarray.py::test_slice_xy[open_dataarray] test/integration/test_integration_rioxarray.py::test_slice_xy[open_rasterio] test/integration/test_integration_rioxarray.py::test_slice_xy[modis_clip3] test/integration/test_integration_rioxarray.py::test_slice_xy[open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_clip_geojson[open_rasterio-True] test/integration/test_integration_rioxarray.py::test_clip_geojson[open_rasterio-False] test/integration/test_integration_rioxarray.py::test_clip_geojson[open_func1-True] test/integration/test_integration_rioxarray.py::test_clip_geojson[open_func1-False] test/integration/test_integration_rioxarray.py::test_clip_geojson[open_func2-True] test/integration/test_integration_rioxarray.py::test_clip_geojson[open_func2-False] test/integration/test_integration_rioxarray.py::test_clip_geojson[open_rasterio_engine-True] test/integration/test_integration_rioxarray.py::test_clip_geojson[open_rasterio_engine-False] test/integration/test_integration_rioxarray.py::test_clip_geojson[open_func4-True] test/integration/test_integration_rioxarray.py::test_clip_geojson[open_func4-False] test/integration/test_integration_rioxarray.py::test_clip_geojson[open_func5-True] test/integration/test_integration_rioxarray.py::test_clip_geojson[open_func5-False] test/integration/test_integration_rioxarray.py::test_transform_bounds[open_dataset] test/integration/test_integration_rioxarray.py::test_transform_bounds[open_dataarray] test/integration/test_integration_rioxarray.py::test_transform_bounds[open_rasterio] test/integration/test_integration_rioxarray.py::test_transform_bounds[open_func3] test/integration/test_integration_rioxarray.py::test_transform_bounds[open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_transform_bounds[open_func5] test/integration/test_integration_rioxarray.py::test_reproject_with_shape[open_dataset] test/integration/test_integration_rioxarray.py::test_reproject_with_shape[open_dataarray] test/integration/test_integration_rioxarray.py::test_reproject_with_shape[open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_reproject__scalar_coord[open_rasterio] test/integration/test_integration_rioxarray.py::test_reproject__scalar_coord[open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_make_src_affine[open_dataset-open_rasterio] test/integration/test_integration_rioxarray.py::test_make_src_affine[open_dataset-open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_make_src_affine[open_dataarray-open_rasterio] test/integration/test_integration_rioxarray.py::test_make_src_affine[open_dataarray-open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_make_src_affine[open_rasterio_engine-open_rasterio] test/integration/test_integration_rioxarray.py::test_make_src_affine[open_rasterio_engine-open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_make_src_affine__single_point test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_dataset-open_dataset] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_dataset-open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_dataset-open_rasterio] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_dataset-open_func3] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_dataset-open_func4] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_dataarray-open_dataset] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_dataarray-open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_dataarray-open_rasterio] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_dataarray-open_func3] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_dataarray-open_func4] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_rasterio_engine-open_dataset] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_rasterio_engine-open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_rasterio_engine-open_rasterio] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_rasterio_engine-open_func3] test/integration/test_integration_rioxarray.py::test_make_coords__calc_trans[open_rasterio_engine-open_func4] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_dataset-open_dataset] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_dataset-open_rasterio] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_dataset-open_func2] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_dataset-open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_dataset-open_func4] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_dataarray-open_dataset] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_dataarray-open_rasterio] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_dataarray-open_func2] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_dataarray-open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_dataarray-open_func4] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_rasterio_engine-open_dataset] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_rasterio_engine-open_rasterio] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_rasterio_engine-open_func2] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_rasterio_engine-open_rasterio_engine] test/integration/test_integration_rioxarray.py::test_make_coords__attr_trans[open_rasterio_engine-open_func4] 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