diff --git a/dask/array/__init__.py b/dask/array/__init__.py
index 23cd3800a..57a6fd8f0 100644
--- a/dask/array/__init__.py
+++ b/dask/array/__init__.py
@@ -3,7 +3,7 @@ from __future__ import absolute_import, division, print_function
 from ..utils import ignoring
 from .core import (Array, stack, concatenate, take, tensordot, transpose,
         from_array, choose, where, coarsen, insert, broadcast_to, ravel,
-        roll, fromfunction, unique, store, squeeze, topk, bincount,
+        roll, fromfunction, unique, store, squeeze, topk, bincount, tile,
         digitize, histogram, map_blocks, atop, to_hdf5, dot, cov, array,
         dstack, vstack, hstack, to_npy_stack, from_npy_stack, compress,
         from_delayed, round, swapaxes, repeat, asarray)
diff --git a/dask/array/core.py b/dask/array/core.py
index 26539919b..b0d9d229f 100644
--- a/dask/array/core.py
+++ b/dask/array/core.py
@@ -2618,6 +2618,8 @@ def elemwise(op, *args, **kwargs):
         msg = "%s does not take the following keyword arguments %s"
         raise TypeError(msg % (op.__name__, str(sorted(set(kwargs) - set(['name', 'dtype'])))))
 
+    args = [np.asarray(a) if isinstance(a, (list, tuple)) else a for a in args]
+
     shapes = [getattr(arg, 'shape', ()) for arg in args]
     shapes = [s if isinstance(s, Iterable) else () for s in shapes]
     out_ndim = len(broadcast_shapes(*shapes))   # Raises ValueError if dimensions mismatch
@@ -3797,7 +3799,7 @@ def swapaxes(a, axis1, axis2):
                 dtype=a.dtype)
 
 
-@wraps(np.dot)
+@wraps(np.repeat)
 def repeat(a, repeats, axis=None):
     if axis is None:
         if a.ndim == 1:
@@ -3838,6 +3840,21 @@ def repeat(a, repeats, axis=None):
     return concatenate(out, axis=axis)
 
 
+@wraps(np.tile)
+def tile(A, reps):
+    if not isinstance(reps, Integral):
+        raise NotImplementedError("Only integer valued `reps` supported.")
+
+    if reps < 0:
+        raise ValueError("Negative `reps` are not allowed.")
+    elif reps == 0:
+        return A[..., :0]
+    elif reps == 1:
+        return A
+
+    return concatenate(reps * [A], axis=-1)
+
+
 def slice_with_dask_array(x, index):
     y = elemwise(getitem, x, index, dtype=x.dtype)
 
diff --git a/docs/source/array-api.rst b/docs/source/array-api.rst
index 4750f8b0d..32503530b 100644
--- a/docs/source/array-api.rst
+++ b/docs/source/array-api.rst
@@ -127,6 +127,7 @@ Top level user functions:
    tan
    tanh
    tensordot
+   tile
    topk
    transpose
    tril

unexpected behavior with da.vstack and broadcasting
I have run into some unexpected behavior with `dask.array.vstack`, which seems like a bug to me.

```python
import dask.array as da
import numpy as np

x = da.arange(12, chunks=100).reshape((4,3))
y = da.vstack([x[:,0], x[:,1], x[:,2]]).T

ans1 = x * [0,0,1]
ans2 = y * [0,0,1]

# this is true
print(np.array_equal(x.compute() * [0,0,1], ans1.compute()))

# this is false
print(np.array_equal(ans1.compute(), ans2.compute()))

# a broadcast appears to have failed; shape is (4,9)
print(ans2.compute().shape)
```
I'm using dask v0.14 here.
diff --git a/dask/array/tests/test_array_core.py b/dask/array/tests/test_array_core.py
index 7e4fc14ef..b9b185b49 100644
--- a/dask/array/tests/test_array_core.py
+++ b/dask/array/tests/test_array_core.py
@@ -2589,6 +2589,44 @@ def test_repeat():
         assert all(concat(d.repeat(r).chunks))
 
 
+@pytest.mark.parametrize('shape, chunks', [
+    ((10,), (1,)),
+    ((10, 11, 13), (4, 5, 3)),
+])
+@pytest.mark.parametrize('reps', [0, 1, 2, 3, 5])
+def test_tile(shape, chunks, reps):
+    x = np.random.random(shape)
+    d = da.from_array(x, chunks=chunks)
+
+    assert_eq(np.tile(x, reps), da.tile(d, reps))
+
+
+@pytest.mark.parametrize('shape, chunks', [
+    ((10,), (1,)),
+    ((10, 11, 13), (4, 5, 3)),
+])
+@pytest.mark.parametrize('reps', [-1, -5])
+def test_tile_neg_reps(shape, chunks, reps):
+    x = np.random.random(shape)
+    d = da.from_array(x, chunks=chunks)
+
+    with pytest.raises(ValueError):
+        da.tile(d, reps)
+
+
+@pytest.mark.parametrize('shape, chunks', [
+    ((10,), (1,)),
+    ((10, 11, 13), (4, 5, 3)),
+])
+@pytest.mark.parametrize('reps', [[1], [1, 2]])
+def test_tile_array_reps(shape, chunks, reps):
+    x = np.random.random(shape)
+    d = da.from_array(x, chunks=chunks)
+
+    with pytest.raises(NotImplementedError):
+        da.tile(d, reps)
+
+
 def test_concatenate_stack_dont_warn():
     with warnings.catch_warnings(record=True) as record:
         da.concatenate([da.ones(2, chunks=1)] * 62)
@@ -2852,3 +2890,20 @@ def test_atop_with_numpy_arrays():
 
     s = da.sum(x)
     assert any(x is v for v in s.dask.values())
+
+
+@pytest.mark.parametrize('chunks', (100, 6))
+@pytest.mark.parametrize('other', [[0, 0, 1], [2, 1, 3], (0, 0, 1)])
+def test_elemwise_with_lists(chunks, other):
+    x = np.arange(12).reshape((4, 3))
+    d = da.arange(12, chunks=chunks).reshape((4, 3))
+
+    x2 = np.vstack([x[:, 0], x[:, 1], x[:, 2]]).T
+    d2 = da.vstack([d[:, 0], d[:, 1], d[:, 2]]).T
+
+    assert_eq(x2, d2)
+
+    x3 = x2 * other
+    d3 = d2 * other
+
+    assert_eq(x3, d3)

pip install -e .[complete]
parse_log_pytest
pytest
pytest flake8 pandas_datareader pytest-xdist
apt-get update apt-get install -y gcc
3.6
pytest --no-header -rA --tb=line --color=no -p no:cacheprovider -W ignore::DeprecationWarning
aiobotocore==2.1.2
aiohttp==3.8.6
aioitertools==0.11.0
aiosignal==1.2.0
async-timeout==4.0.2
asynctest==0.13.0
attrs @ file:///opt/conda/conda-bld/attrs_1642510447205/work
botocore==1.23.24
certifi==2021.5.30
charset-normalizer==2.0.12
click==8.0.4
cloudpickle==2.2.1
-e git+https://github.com/dask/dask.git@d004c13e775fca0d7bd71448531590bc99f726f9#egg=dask
distributed==1.19.3
execnet==1.9.0
flake8==5.0.4
frozenlist==1.2.0
fsspec==2022.1.0
HeapDict==1.0.1
idna==3.10
idna-ssl==1.1.0
importlib-metadata==4.2.0
iniconfig @ file:///home/linux1/recipes/ci/iniconfig_1610983019677/work
jmespath==0.10.0
locket==1.0.0
lxml==5.3.1
mccabe==0.7.0
more-itertools @ file:///tmp/build/80754af9/more-itertools_1637733554872/work
msgpack-python==0.5.6
multidict==5.2.0
numpy==1.19.5
packaging @ file:///tmp/build/80754af9/packaging_1637314298585/work
pandas==1.1.5
pandas-datareader==0.10.0
partd==1.2.0
pluggy @ file:///tmp/build/80754af9/pluggy_1615976315926/work
psutil==7.0.0
py @ file:///opt/conda/conda-bld/py_1644396412707/work
pycodestyle==2.9.1
pyflakes==2.5.0
pyparsing @ file:///tmp/build/80754af9/pyparsing_1635766073266/work
pytest==6.2.4
pytest-xdist==3.0.2
python-dateutil==2.9.0.post0
pytz==2025.2
requests==2.27.1
s3fs==2022.1.0
six==1.17.0
sortedcontainers==2.4.0
tblib==1.7.0
toml @ file:///tmp/build/80754af9/toml_1616166611790/work
toolz==0.12.0
tornado==6.1
typing_extensions @ file:///opt/conda/conda-bld/typing_extensions_1647553014482/work
urllib3==1.26.20
wrapt==1.16.0
yarl==1.7.2
zict==2.1.0
zipp @ file:///tmp/build/80754af9/zipp_1633618647012/work

name: dask
channels:
  - defaults
  - https://repo.anaconda.com/pkgs/main
  - https://repo.anaconda.com/pkgs/r
  - conda-forge
dependencies:
  - _libgcc_mutex=0.1=main
  - _openmp_mutex=5.1=1_gnu
  - attrs=21.4.0=pyhd3eb1b0_0
  - ca-certificates=2025.2.25=h06a4308_0
  - certifi=2021.5.30=py36h06a4308_0
  - importlib_metadata=4.8.1=hd3eb1b0_0
  - iniconfig=1.1.1=pyhd3eb1b0_0
  - ld_impl_linux-64=2.40=h12ee557_0
  - libffi=3.3=he6710b0_2
  - libgcc-ng=11.2.0=h1234567_1
  - libgomp=11.2.0=h1234567_1
  - libstdcxx-ng=11.2.0=h1234567_1
  - more-itertools=8.12.0=pyhd3eb1b0_0
  - ncurses=6.4=h6a678d5_0
  - openssl=1.1.1w=h7f8727e_0
  - packaging=21.3=pyhd3eb1b0_0
  - pip=21.2.2=py36h06a4308_0
  - pluggy=0.13.1=py36h06a4308_0
  - py=1.11.0=pyhd3eb1b0_0
  - pyparsing=3.0.4=pyhd3eb1b0_0
  - pytest=6.2.4=py36h06a4308_2
  - python=3.6.13=h12debd9_1
  - readline=8.2=h5eee18b_0
  - setuptools=58.0.4=py36h06a4308_0
  - sqlite=3.45.3=h5eee18b_0
  - tk=8.6.14=h39e8969_0
  - toml=0.10.2=pyhd3eb1b0_0
  - typing_extensions=4.1.1=pyh06a4308_0
  - wheel=0.37.1=pyhd3eb1b0_0
  - xz=5.6.4=h5eee18b_1
  - zipp=3.6.0=pyhd3eb1b0_0
  - zlib=1.2.13=h5eee18b_1
  - pip:
      - aiobotocore==2.1.2
      - aiohttp==3.8.6
      - aioitertools==0.11.0
      - aiosignal==1.2.0
      - async-timeout==4.0.2
      - asynctest==0.13.0
      - botocore==1.23.24
      - charset-normalizer==2.0.12
      - click==8.0.4
      - cloudpickle==2.2.1
      - distributed==1.19.3
      - execnet==1.9.0
      - flake8==5.0.4
      - frozenlist==1.2.0
      - fsspec==2022.1.0
      - heapdict==1.0.1
      - idna==3.10
      - idna-ssl==1.1.0
      - importlib-metadata==4.2.0
      - jmespath==0.10.0
      - locket==1.0.0
      - lxml==5.3.1
      - mccabe==0.7.0
      - msgpack-python==0.5.6
      - multidict==5.2.0
      - numpy==1.19.5
      - pandas==1.1.5
      - pandas-datareader==0.10.0
      - partd==1.2.0
      - psutil==7.0.0
      - pycodestyle==2.9.1
      - pyflakes==2.5.0
      - pytest-xdist==3.0.2
      - python-dateutil==2.9.0.post0
      - pytz==2025.2
      - requests==2.27.1
      - s3fs==2022.1.0
      - six==1.17.0
      - sortedcontainers==2.4.0
      - tblib==1.7.0
      - toolz==0.12.0
      - tornado==6.1
      - urllib3==1.26.20
      - wrapt==1.16.0
      - yarl==1.7.2
      - zict==2.1.0
prefix: /opt/conda/envs/dask

dask/array/tests/test_array_core.py::test_tile[0-shape0-chunks0] dask/array/tests/test_array_core.py::test_tile[0-shape1-chunks1] dask/array/tests/test_array_core.py::test_tile[1-shape0-chunks0] dask/array/tests/test_array_core.py::test_tile[1-shape1-chunks1] dask/array/tests/test_array_core.py::test_tile[2-shape0-chunks0] dask/array/tests/test_array_core.py::test_tile[2-shape1-chunks1] dask/array/tests/test_array_core.py::test_tile[3-shape0-chunks0] dask/array/tests/test_array_core.py::test_tile[3-shape1-chunks1] dask/array/tests/test_array_core.py::test_tile[5-shape0-chunks0] dask/array/tests/test_array_core.py::test_tile[5-shape1-chunks1] dask/array/tests/test_array_core.py::test_tile_neg_reps[-1-shape0-chunks0] dask/array/tests/test_array_core.py::test_tile_neg_reps[-1-shape1-chunks1] dask/array/tests/test_array_core.py::test_tile_neg_reps[-5-shape0-chunks0] dask/array/tests/test_array_core.py::test_tile_neg_reps[-5-shape1-chunks1] dask/array/tests/test_array_core.py::test_tile_array_reps[reps0-shape0-chunks0] dask/array/tests/test_array_core.py::test_tile_array_reps[reps0-shape1-chunks1] dask/array/tests/test_array_core.py::test_tile_array_reps[reps1-shape0-chunks0] dask/array/tests/test_array_core.py::test_tile_array_reps[reps1-shape1-chunks1] dask/array/tests/test_array_core.py::test_elemwise_with_lists[other0-100] dask/array/tests/test_array_core.py::test_elemwise_with_lists[other0-6] dask/array/tests/test_array_core.py::test_elemwise_with_lists[other1-100] dask/array/tests/test_array_core.py::test_elemwise_with_lists[other1-6] dask/array/tests/test_array_core.py::test_elemwise_with_lists[other2-100] dask/array/tests/test_array_core.py::test_elemwise_with_lists[other2-6]
dask/array/tests/test_array_core.py::test_field_access dask/array/tests/test_array_core.py::test_field_access_with_shape dask/array/tests/test_array_core.py::test_setitem_mixed_d
dask/array/tests/test_array_core.py::test_getem dask/array/tests/test_array_core.py::test_top dask/array/tests/test_array_core.py::test_top_supports_broadcasting_rules dask/array/tests/test_array_core.py::test_concatenate3_on_scalars dask/array/tests/test_array_core.py::test_chunked_dot_product dask/array/tests/test_array_core.py::test_chunked_transpose_plus_one dask/array/tests/test_array_core.py::test_transpose dask/array/tests/test_array_core.py::test_broadcast_dimensions_works_with_singleton_dimensions dask/array/tests/test_array_core.py::test_broadcast_dimensions dask/array/tests/test_array_core.py::test_Array dask/array/tests/test_array_core.py::test_uneven_chunks dask/array/tests/test_array_core.py::test_numblocks_suppoorts_singleton_block_dims dask/array/tests/test_array_core.py::test_keys dask/array/tests/test_array_core.py::test_Array_computation dask/array/tests/test_array_core.py::test_stack dask/array/tests/test_array_core.py::test_short_stack dask/array/tests/test_array_core.py::test_stack_scalars dask/array/tests/test_array_core.py::test_stack_rechunk dask/array/tests/test_array_core.py::test_concatenate dask/array/tests/test_array_core.py::test_concatenate_rechunk dask/array/tests/test_array_core.py::test_concatenate_fixlen_strings dask/array/tests/test_array_core.py::test_vstack dask/array/tests/test_array_core.py::test_hstack dask/array/tests/test_array_core.py::test_dstack dask/array/tests/test_array_core.py::test_take dask/array/tests/test_array_core.py::test_compress dask/array/tests/test_array_core.py::test_binops dask/array/tests/test_array_core.py::test_isnull dask/array/tests/test_array_core.py::test_isclose dask/array/tests/test_array_core.py::test_broadcast_shapes dask/array/tests/test_array_core.py::test_elemwise_on_scalars dask/array/tests/test_array_core.py::test_partial_by_order dask/array/tests/test_array_core.py::test_elemwise_with_ndarrays dask/array/tests/test_array_core.py::test_elemwise_differently_chunked dask/array/tests/test_array_core.py::test_operators dask/array/tests/test_array_core.py::test_operator_dtype_promotion dask/array/tests/test_array_core.py::test_tensordot dask/array/tests/test_array_core.py::test_dot_method dask/array/tests/test_array_core.py::test_T dask/array/tests/test_array_core.py::test_norm dask/array/tests/test_array_core.py::test_choose dask/array/tests/test_array_core.py::test_where dask/array/tests/test_array_core.py::test_where_has_informative_error dask/array/tests/test_array_core.py::test_coarsen dask/array/tests/test_array_core.py::test_coarsen_with_excess dask/array/tests/test_array_core.py::test_insert dask/array/tests/test_array_core.py::test_multi_insert dask/array/tests/test_array_core.py::test_broadcast_to dask/array/tests/test_array_core.py::test_ravel dask/array/tests/test_array_core.py::test_roll[None-3-chunks0] dask/array/tests/test_array_core.py::test_roll[None-3-chunks1] dask/array/tests/test_array_core.py::test_roll[None-7-chunks0] dask/array/tests/test_array_core.py::test_roll[None-7-chunks1] dask/array/tests/test_array_core.py::test_roll[None-9-chunks0] dask/array/tests/test_array_core.py::test_roll[None-9-chunks1] dask/array/tests/test_array_core.py::test_roll[None-shift3-chunks0] dask/array/tests/test_array_core.py::test_roll[None-shift3-chunks1] dask/array/tests/test_array_core.py::test_roll[None-shift4-chunks0] dask/array/tests/test_array_core.py::test_roll[None-shift4-chunks1] dask/array/tests/test_array_core.py::test_roll[0-3-chunks0] dask/array/tests/test_array_core.py::test_roll[0-3-chunks1] dask/array/tests/test_array_core.py::test_roll[0-7-chunks0] dask/array/tests/test_array_core.py::test_roll[0-7-chunks1] dask/array/tests/test_array_core.py::test_roll[0-9-chunks0] dask/array/tests/test_array_core.py::test_roll[0-9-chunks1] dask/array/tests/test_array_core.py::test_roll[0-shift3-chunks0] dask/array/tests/test_array_core.py::test_roll[0-shift3-chunks1] dask/array/tests/test_array_core.py::test_roll[0-shift4-chunks0] dask/array/tests/test_array_core.py::test_roll[0-shift4-chunks1] dask/array/tests/test_array_core.py::test_roll[1-3-chunks0] dask/array/tests/test_array_core.py::test_roll[1-3-chunks1] dask/array/tests/test_array_core.py::test_roll[1-7-chunks0] dask/array/tests/test_array_core.py::test_roll[1-7-chunks1] dask/array/tests/test_array_core.py::test_roll[1-9-chunks0] dask/array/tests/test_array_core.py::test_roll[1-9-chunks1] dask/array/tests/test_array_core.py::test_roll[1-shift3-chunks0] dask/array/tests/test_array_core.py::test_roll[1-shift3-chunks1] dask/array/tests/test_array_core.py::test_roll[1-shift4-chunks0] dask/array/tests/test_array_core.py::test_roll[1-shift4-chunks1] dask/array/tests/test_array_core.py::test_roll[-1-3-chunks0] dask/array/tests/test_array_core.py::test_roll[-1-3-chunks1] dask/array/tests/test_array_core.py::test_roll[-1-7-chunks0] 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dask/array/tests/test_array_core.py::test_roll[axis4-shift4-chunks0] dask/array/tests/test_array_core.py::test_roll[axis4-shift4-chunks1] dask/array/tests/test_array_core.py::test_roll[axis5-3-chunks0] dask/array/tests/test_array_core.py::test_roll[axis5-3-chunks1] dask/array/tests/test_array_core.py::test_roll[axis5-7-chunks0] dask/array/tests/test_array_core.py::test_roll[axis5-7-chunks1] dask/array/tests/test_array_core.py::test_roll[axis5-9-chunks0] dask/array/tests/test_array_core.py::test_roll[axis5-9-chunks1] dask/array/tests/test_array_core.py::test_roll[axis5-shift3-chunks0] dask/array/tests/test_array_core.py::test_roll[axis5-shift3-chunks1] dask/array/tests/test_array_core.py::test_roll[axis5-shift4-chunks0] dask/array/tests/test_array_core.py::test_roll[axis5-shift4-chunks1] dask/array/tests/test_array_core.py::test_reshape[original_shape0-new_shape0-chunks0] dask/array/tests/test_array_core.py::test_reshape[original_shape1-new_shape1-5] 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dask/array/core.py dask/array/__init__.py docs/source/array-api.rst
dask/array/core.py dask/array/__init__.py docs/source/array-api.rst