diff --git a/pyproject.toml b/pyproject.toml
index c3164fda..29652f01 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -20,7 +20,7 @@ maintainers = [
 ]
 
 dependencies = [
-    "narwhals>=0.8.13",
+    "narwhals>=1.0.0",
     "pandas>=1.1.5",
     "scikit-learn>=1.0",
     "importlib-metadata >= 1.0; python_version < '3.8'",
diff --git a/sklego/linear_model.py b/sklego/linear_model.py
index 4088e4bf..62853039 100644
--- a/sklego/linear_model.py
+++ b/sklego/linear_model.py
@@ -9,7 +9,7 @@
 from inspect import signature
 from warnings import warn
 
-import narwhals as nw
+import narwhals.stable.v1 as nw
 import numpy as np
 from scipy.optimize import minimize
 from scipy.special._ufuncs import expit
diff --git a/sklego/meta/_grouped_utils.py b/sklego/meta/_grouped_utils.py
index 97180abc..47e71df4 100644
--- a/sklego/meta/_grouped_utils.py
+++ b/sklego/meta/_grouped_utils.py
@@ -2,7 +2,7 @@
 
 from typing import List
 
-import narwhals as nw
+import narwhals.stable.v1 as nw
 import pandas as pd
 from scipy.sparse import issparse
 from sklearn.utils import check_array
diff --git a/sklego/meta/_shrinkage_utils.py b/sklego/meta/_shrinkage_utils.py
index 0c82bf2c..741299f6 100644
--- a/sklego/meta/_shrinkage_utils.py
+++ b/sklego/meta/_shrinkage_utils.py
@@ -1,6 +1,6 @@
 from functools import partial
 
-import narwhals as nw
+import narwhals.stable.v1 as nw
 import numpy as np
 from sklearn.utils.validation import check_is_fitted
 
diff --git a/sklego/meta/grouped_predictor.py b/sklego/meta/grouped_predictor.py
index 1cf37703..1a9d1b13 100644
--- a/sklego/meta/grouped_predictor.py
+++ b/sklego/meta/grouped_predictor.py
@@ -1,7 +1,7 @@
 from copy import deepcopy
 from typing import List, Union
 
-import narwhals as nw
+import narwhals.stable.v1 as nw
 import numpy as np
 import pandas as pd
 from sklearn import clone
diff --git a/sklego/meta/grouped_transformer.py b/sklego/meta/grouped_transformer.py
index 0a731b20..fe737ec6 100644
--- a/sklego/meta/grouped_transformer.py
+++ b/sklego/meta/grouped_transformer.py
@@ -1,6 +1,6 @@
 from typing import Union
 
-import narwhals as nw
+import narwhals.stable.v1 as nw
 import numpy as np
 from sklearn.base import BaseEstimator, MetaEstimatorMixin, TransformerMixin, clone
 from sklearn.utils.validation import check_is_fitted
diff --git a/sklego/meta/hierarchical_predictor.py b/sklego/meta/hierarchical_predictor.py
index 01f9a518..57a65613 100644
--- a/sklego/meta/hierarchical_predictor.py
+++ b/sklego/meta/hierarchical_predictor.py
@@ -1,6 +1,6 @@
 from warnings import warn
 
-import narwhals as nw
+import narwhals.stable.v1 as nw
 import numpy as np
 import pandas as pd
 from joblib import Parallel, delayed
diff --git a/sklego/meta/regression_outlier_detector.py b/sklego/meta/regression_outlier_detector.py
index 7ba22301..6ef8a8b2 100644
--- a/sklego/meta/regression_outlier_detector.py
+++ b/sklego/meta/regression_outlier_detector.py
@@ -1,4 +1,4 @@
-import narwhals as nw
+import narwhals.stable.v1 as nw
 import numpy as np
 from sklearn import clone
 from sklearn.base import BaseEstimator, OutlierMixin
diff --git a/sklego/model_selection.py b/sklego/model_selection.py
index edc8f860..fbc4b4a6 100644
--- a/sklego/model_selection.py
+++ b/sklego/model_selection.py
@@ -3,7 +3,7 @@
 from itertools import combinations
 from warnings import warn
 
-import narwhals as nw
+import narwhals.stable.v1 as nw
 import numpy as np
 import pandas as pd
 from sklearn.exceptions import NotFittedError
diff --git a/sklego/pandas_utils.py b/sklego/pandas_utils.py
index e78da98e..694decdb 100644
--- a/sklego/pandas_utils.py
+++ b/sklego/pandas_utils.py
@@ -2,7 +2,7 @@
 import inspect
 from functools import partial, wraps
 
-import narwhals as nw
+import narwhals.stable.v1 as nw
 import numpy as np
 from scipy.ndimage import shift
 
diff --git a/sklego/preprocessing/pandastransformers.py b/sklego/preprocessing/pandastransformers.py
index 1d516c3e..2af07cb3 100644
--- a/sklego/preprocessing/pandastransformers.py
+++ b/sklego/preprocessing/pandastransformers.py
@@ -3,7 +3,7 @@
 import warnings
 from typing import Any
 
-import narwhals as nw
+import narwhals.stable.v1 as nw
 from narwhals.dependencies import get_pandas
 from sklearn.base import BaseEstimator, TransformerMixin
 from sklearn.utils.validation import check_is_fitted
diff --git a/sklego/preprocessing/projections.py b/sklego/preprocessing/projections.py
index b99df9fe..d27e88f3 100644
--- a/sklego/preprocessing/projections.py
+++ b/sklego/preprocessing/projections.py
@@ -1,4 +1,4 @@
-import narwhals as nw
+import narwhals.stable.v1 as nw
 import numpy as np
 from sklearn.base import BaseEstimator, TransformerMixin
 from sklearn.utils import check_array
diff --git a/tests/test_meta/test_hierarchical_predictor.py b/tests/test_meta/test_hierarchical_predictor.py
index ec8d70f3..ff5c6cd2 100644
--- a/tests/test_meta/test_hierarchical_predictor.py
+++ b/tests/test_meta/test_hierarchical_predictor.py
@@ -1,7 +1,7 @@
 from contextlib import nullcontext as does_not_raise
 from random import randint
 
-import narwhals as nw
+import narwhals.stable.v1 as nw
 import numpy as np
 import pandas as pd
 import polars as pl
diff --git a/tests/test_pandas_utils/test_pandas_utils.py b/tests/test_pandas_utils/test_pandas_utils.py
index fd501574..bff49ff0 100644
--- a/tests/test_pandas_utils/test_pandas_utils.py
+++ b/tests/test_pandas_utils/test_pandas_utils.py
@@ -1,6 +1,6 @@
 import logging
 
-import narwhals as nw
+import narwhals.stable.v1 as nw
 import numpy as np
 import pandas as pd
 import polars as pl
diff --git a/tests/test_preprocessing/test_informationfilter.py b/tests/test_preprocessing/test_informationfilter.py
index 1b68f8c8..cdf54e10 100644
--- a/tests/test_preprocessing/test_informationfilter.py
+++ b/tests/test_preprocessing/test_informationfilter.py
@@ -1,4 +1,4 @@
-import narwhals as nw
+import narwhals.stable.v1 as nw
 import numpy as np
 import pandas as pd
 import polars as pl