diff --git a/dev/create-release/spark-rm/Dockerfile b/dev/create-release/spark-rm/Dockerfile
index ca9e10bebfc53..aadb2e2da11cf 100644
--- a/dev/create-release/spark-rm/Dockerfile
+++ b/dev/create-release/spark-rm/Dockerfile
@@ -125,7 +125,7 @@ RUN python3.9 -m pip install --force $BASIC_PIP_PKGS unittest-xml-reporting $CON
 # See 'docutils<0.18.0' in SPARK-39421
 RUN python3.9 -m pip install 'sphinx==4.5.0' mkdocs 'pydata_sphinx_theme>=0.13' sphinx-copybutton nbsphinx numpydoc jinja2 markupsafe 'pyzmq<24.0.0' \
 ipython ipython_genutils sphinx_plotly_directive 'numpy>=1.20.0' pyarrow pandas 'plotly>=4.8' 'docutils<0.18.0' \
-'flake8==3.9.0' 'mypy==1.8.0' 'pytest==7.1.3' 'pytest-mypy-plugins==1.9.3' 'black==23.9.1' \
+'flake8==3.9.0' 'mypy==1.8.0' 'pytest==7.1.3' 'pytest-mypy-plugins==1.9.3' 'black==23.9.1' 'ruff==0.5.0' \
 'pandas-stubs==1.2.0.53' 'grpcio==1.62.0' 'grpc-stubs==1.24.11' 'googleapis-common-protos-stubs==2.2.0' \
 'sphinxcontrib-applehelp==1.0.4' 'sphinxcontrib-devhelp==1.0.2' 'sphinxcontrib-htmlhelp==2.0.1' 'sphinxcontrib-qthelp==1.0.3' 'sphinxcontrib-serializinghtml==1.1.5'
 RUN python3.9 -m pip list
diff --git a/dev/lint-python b/dev/lint-python
index b8703310bc4b6..4accd882b18ee 100755
--- a/dev/lint-python
+++ b/dev/lint-python
@@ -21,6 +21,8 @@ MINIMUM_FLAKE8="3.9.0"
 MINIMUM_MYPY="1.8.0"
 MYPY_BUILD="mypy"
 PYTEST_BUILD="pytest"
+RUFF_BUILD="ruff"
+MINIMUM_RUFF="0.2.0"
 
 PYTHON_EXECUTABLE="${PYTHON_EXECUTABLE:-python3}"
 
@@ -61,6 +63,9 @@ while (( "$#" )); do
     --mypy-data)
       MYPY_DATA_TEST=true
       ;;
+    --ruff)
+      RUFF_TEST=true
+      ;;
     *)
       echo "Error: $1 is not supported"
       exit_with_usage
@@ -69,7 +74,7 @@ while (( "$#" )); do
   shift
 done
 
-if [[ -z "$COMPILE_TEST$BLACK_TEST$PYSPARK_CUSTOM_ERRORS_CHECK_TEST$FLAKE8_TEST$MYPY_TEST$MYPY_EXAMPLES_TEST$MYPY_DATA_TEST" ]]; then
+if [[ -z "$COMPILE_TEST$BLACK_TEST$PYSPARK_CUSTOM_ERRORS_CHECK_TEST$FLAKE8_TEST$MYPY_TEST$MYPY_EXAMPLES_TEST$MYPY_DATA_TEST$RUFF_TEST" ]]; then
   COMPILE_TEST=true
   BLACK_TEST=true
   PYSPARK_CUSTOM_ERRORS_CHECK_TEST=true
@@ -77,6 +82,7 @@ if [[ -z "$COMPILE_TEST$BLACK_TEST$PYSPARK_CUSTOM_ERRORS_CHECK_TEST$FLAKE8_TEST$
   MYPY_TEST=true
   MYPY_EXAMPLES_TEST=true
   MYPY_DATA_TEST=true
+  RUFF_TEST=true
 fi
 
 function satisfies_min_version {
@@ -204,6 +210,34 @@ function mypy_examples_test {
     fi
 }
 
+function ruff_test {
+    if ! hash "$RUFF_BUILD" 2> /dev/null; then
+        echo "The $RUFF_BUILD command was not found. Skipping for now."
+        return
+    fi
+
+    _RUFF_VERSION=($($RUFF_BUILD --version))
+    RUFF_VERSION="${_RUFF_VERSION[1]}"
+    EXPECTED_RUFF="$(satisfies_min_version $RUFF_VERSION $MINIMUM_RUFF)"
+
+    if [[ "$EXPECTED_RUFF" == "False" ]]; then
+        echo "The minimum ruff version needs to be $MINIMUM_RUFF. Your current version is $RUFF_VERSION. Skipping for now."
+        return
+    fi
+
+    RUFF_REPORT=$( $RUFF_BUILD check python/ --config dev/ruff.toml )
+    RUFF_STATUS=$?
+    if [ "$RUFF_STATUS" -ne 0 ]; then
+        echo "ruff checks failed:"
+        echo "$RUFF_REPORT"
+        echo "$RUFF_STATUS"
+        exit "$RUFF_STATUS"
+    else
+        echo "ruff checks passed."
+        echo
+    fi
+}
+
 
 function mypy_test {
     if ! hash "$MYPY_BUILD" 2> /dev/null; then
@@ -339,6 +373,10 @@ if [[ "$MYPY_TEST" == "true" ]] || [[ "$MYPY_EXAMPLES_TEST" == "true" ]] || [[ "
     mypy_test
 fi
 
+if [[ "$RUFF_TEST" == "true" ]]; then
+    ruff_test
+fi
+
 echo
 echo "all lint-python tests passed!"
 
diff --git a/dev/requirements.txt b/dev/requirements.txt
index 88883a963950e..05efb5ba812b3 100644
--- a/dev/requirements.txt
+++ b/dev/requirements.txt
@@ -24,6 +24,7 @@ coverage
 mypy==1.8.0
 pytest-mypy-plugins==1.9.3
 flake8==3.9.0
+ruff==0.5.0
 # See SPARK-38680.
 pandas-stubs<1.2.0.54
 
diff --git a/dev/ruff.toml b/dev/ruff.toml
new file mode 100644
index 0000000000000..cb8ef5371defd
--- /dev/null
+++ b/dev/ruff.toml
@@ -0,0 +1,8 @@
+line-length = 100
+
+target-version = "py39"
+
+[lint]
+select = [
+    "NPY201", # Numpy 2.0 compatibility checks
+]
diff --git a/python/pyspark/ml/linalg/__init__.py b/python/pyspark/ml/linalg/__init__.py
index d470f8b8b5c46..cedd3b04564ec 100644
--- a/python/pyspark/ml/linalg/__init__.py
+++ b/python/pyspark/ml/linalg/__init__.py
@@ -706,12 +706,12 @@ def dot(self, other: Iterable[float]) -> np.float64:
 
         elif isinstance(other, SparseVector):
             # Find out common indices.
-            self_cmind = np.in1d(self.indices, other.indices, assume_unique=True)
+            self_cmind = np.isin(self.indices, other.indices, assume_unique=True)
             self_values = self.values[self_cmind]
             if self_values.size == 0:
                 return np.float64(0.0)
             else:
-                other_cmind = np.in1d(other.indices, self.indices, assume_unique=True)
+                other_cmind = np.isin(other.indices, self.indices, assume_unique=True)
                 return np.dot(self_values, other.values[other_cmind])
 
         else:
diff --git a/python/pyspark/mllib/linalg/__init__.py b/python/pyspark/mllib/linalg/__init__.py
index 02cef36c11c46..40f0255a91bbe 100644
--- a/python/pyspark/mllib/linalg/__init__.py
+++ b/python/pyspark/mllib/linalg/__init__.py
@@ -813,12 +813,12 @@ def dot(self, other: Iterable[float]) -> np.float64:
 
         elif isinstance(other, SparseVector):
             # Find out common indices.
-            self_cmind = np.in1d(self.indices, other.indices, assume_unique=True)
+            self_cmind = np.isin(self.indices, other.indices, assume_unique=True)
             self_values = self.values[self_cmind]
             if self_values.size == 0:
                 return np.float64(0.0)
             else:
-                other_cmind = np.in1d(other.indices, self.indices, assume_unique=True)
+                other_cmind = np.isin(other.indices, self.indices, assume_unique=True)
                 return np.dot(self_values, other.values[other_cmind])
 
         else: