diff --git a/python-checks/src/main/java/org/sonar/python/checks/CheckList.java b/python-checks/src/main/java/org/sonar/python/checks/CheckList.java
index 4d21fcd49a..a4bdf1a6f4 100644
--- a/python-checks/src/main/java/org/sonar/python/checks/CheckList.java
+++ b/python-checks/src/main/java/org/sonar/python/checks/CheckList.java
@@ -364,6 +364,7 @@ public static Iterable<Class> getChecks() {
       TooManyLinesInFunctionCheck.class,
       TooManyParametersCheck.class,
       TooManyReturnsCheck.class,
+      TorchAutogradVariableShouldNotBeUsedCheck.class,
       TrailingCommentCheck.class,
       TrailingWhitespaceCheck.class,
       TypeAliasAnnotationCheck.class,
diff --git a/python-checks/src/main/java/org/sonar/python/checks/TorchAutogradVariableShouldNotBeUsedCheck.java b/python-checks/src/main/java/org/sonar/python/checks/TorchAutogradVariableShouldNotBeUsedCheck.java
new file mode 100644
index 0000000000..810a2784aa
--- /dev/null
+++ b/python-checks/src/main/java/org/sonar/python/checks/TorchAutogradVariableShouldNotBeUsedCheck.java
@@ -0,0 +1,43 @@
+/*
+ * SonarQube Python Plugin
+ * Copyright (C) 2011-2024 SonarSource SA
+ * mailto:info AT sonarsource DOT com
+ *
+ * This program is free software; you can redistribute it and/or
+ * modify it under the terms of the GNU Lesser General Public
+ * License as published by the Free Software Foundation; either
+ * version 3 of the License, or (at your option) any later version.
+ *
+ * This program is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
+ * Lesser General Public License for more details.
+ *
+ * You should have received a copy of the GNU Lesser General Public License
+ * along with this program; if not, write to the Free Software Foundation,
+ * Inc., 51 Franklin Street, Fifth Floor, Boston, MA  02110-1301, USA.
+ */
+package org.sonar.python.checks;
+
+import org.sonar.check.Rule;
+import org.sonar.plugins.python.api.PythonSubscriptionCheck;
+import org.sonar.plugins.python.api.symbols.Symbol;
+import org.sonar.plugins.python.api.tree.CallExpression;
+import org.sonar.plugins.python.api.tree.Tree;
+
+@Rule(key = "S6979")
+public class TorchAutogradVariableShouldNotBeUsedCheck extends PythonSubscriptionCheck {
+  private static final String MESSAGE = "Replace this call with a call to \"torch.tensor\".";
+  private static final String TORCH_AUTOGRAD_VARIABLE = "torch.autograd.Variable";
+
+  @Override
+  public void initialize(Context context) {
+    context.registerSyntaxNodeConsumer(Tree.Kind.CALL_EXPR, ctx -> {
+      CallExpression callExpression = (CallExpression) ctx.syntaxNode();
+      Symbol calleeSymbol = callExpression.calleeSymbol();
+      if (calleeSymbol != null && TORCH_AUTOGRAD_VARIABLE.equals(calleeSymbol.fullyQualifiedName())) {
+        ctx.addIssue(callExpression.callee(), MESSAGE);
+      }
+    });
+  }
+}
diff --git a/python-checks/src/main/resources/org/sonar/l10n/py/rules/python/S6979.html b/python-checks/src/main/resources/org/sonar/l10n/py/rules/python/S6979.html
new file mode 100644
index 0000000000..7b42671d51
--- /dev/null
+++ b/python-checks/src/main/resources/org/sonar/l10n/py/rules/python/S6979.html
@@ -0,0 +1,29 @@
+<p>This rule raises when a <code>torch.autograd.Variable</code> is instantiated.</p>
+<h2>Why is this an issue?</h2>
+<p>The Pytorch Variable API has been deprecated. The behavior of Variables is now provided by the Pytorch tensors and can be controlled with the
+<code>requires_grad</code> parameter.</p>
+<p>The Variable API now returns tensors anyway, so there should not be any breaking changes.</p>
+<h2>How to fix it</h2>
+<p>Replace the call to <code>torch.autograd.Variable</code> with a call to <code>torch.tensor</code> and set the <code>requires_grad</code> attribute
+to <code>True</code> if needed.</p>
+<h3>Code examples</h3>
+<h4>Noncompliant code example</h4>
+<pre data-diff-id="1" data-diff-type="noncompliant">
+import torch
+
+x = torch.autograd.Variable(torch.tensor([1.0]), requires_grad=True) # Noncompliant
+x2 = torch.autograd.Variable(torch.tensor([1.0])) # Noncompliant
+</pre>
+<h4>Compliant solution</h4>
+<pre data-diff-id="1" data-diff-type="compliant">
+import torch
+
+x = torch.tensor([1.0], requires_grad=True)
+x2 = torch.tensor([1.0])
+</pre>
+<h2>Resources</h2>
+<h3>Documentation</h3>
+<ul>
+  <li> Pytorch documentation - <a href="https://pytorch.org/docs/stable/autograd.html#variable-deprecated">Variable API</a> </li>
+</ul>
+
diff --git a/python-checks/src/main/resources/org/sonar/l10n/py/rules/python/S6979.json b/python-checks/src/main/resources/org/sonar/l10n/py/rules/python/S6979.json
new file mode 100644
index 0000000000..0b9369fa01
--- /dev/null
+++ b/python-checks/src/main/resources/org/sonar/l10n/py/rules/python/S6979.json
@@ -0,0 +1,21 @@
+{
+  "title": "\"torch.tensor\" should be used instead of \"torch.autograd.Variable\"",
+  "type": "CODE_SMELL",
+  "status": "ready",
+  "remediation": {
+    "func": "Constant\/Issue",
+    "constantCost": "2min"
+  },
+  "tags": [],
+  "defaultSeverity": "Major",
+  "ruleSpecification": "RSPEC-6979",
+  "sqKey": "S6979",
+  "scope": "All",
+  "quickfix": "targeted",
+  "code": {
+    "impacts": {
+      "MAINTAINABILITY": "MEDIUM"
+    },
+    "attribute": "CONVENTIONAL"
+  }
+}
diff --git a/python-checks/src/main/resources/org/sonar/l10n/py/rules/python/Sonar_way_profile.json b/python-checks/src/main/resources/org/sonar/l10n/py/rules/python/Sonar_way_profile.json
index ab1a262c0d..437bf5017c 100644
--- a/python-checks/src/main/resources/org/sonar/l10n/py/rules/python/Sonar_way_profile.json
+++ b/python-checks/src/main/resources/org/sonar/l10n/py/rules/python/Sonar_way_profile.json
@@ -245,6 +245,7 @@
     "S6971",
     "S6972",
     "S6973",
-    "S6974"
+    "S6974",
+    "S6979"
   ]
 }
diff --git a/python-checks/src/test/java/org/sonar/python/checks/TorchAutogradVariableShouldNotBeUsedCheckTest.java b/python-checks/src/test/java/org/sonar/python/checks/TorchAutogradVariableShouldNotBeUsedCheckTest.java
new file mode 100644
index 0000000000..cbe0f463cf
--- /dev/null
+++ b/python-checks/src/test/java/org/sonar/python/checks/TorchAutogradVariableShouldNotBeUsedCheckTest.java
@@ -0,0 +1,30 @@
+/*
+ * SonarQube Python Plugin
+ * Copyright (C) 2011-2024 SonarSource SA
+ * mailto:info AT sonarsource DOT com
+ *
+ * This program is free software; you can redistribute it and/or
+ * modify it under the terms of the GNU Lesser General Public
+ * License as published by the Free Software Foundation; either
+ * version 3 of the License, or (at your option) any later version.
+ *
+ * This program is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
+ * Lesser General Public License for more details.
+ *
+ * You should have received a copy of the GNU Lesser General Public License
+ * along with this program; if not, write to the Free Software Foundation,
+ * Inc., 51 Franklin Street, Fifth Floor, Boston, MA  02110-1301, USA.
+ */
+package org.sonar.python.checks;
+
+import org.junit.jupiter.api.Test;
+import org.sonar.python.checks.utils.PythonCheckVerifier;
+
+class TorchAutogradVariableShouldNotBeUsedCheckTest {
+  @Test
+  void test() {
+    PythonCheckVerifier.verify("src/test/resources/checks/torchAutogradVariable.py", new TorchAutogradVariableShouldNotBeUsedCheck());
+  }
+}
diff --git a/python-checks/src/test/resources/checks/torchAutogradVariable.py b/python-checks/src/test/resources/checks/torchAutogradVariable.py
new file mode 100644
index 0000000000..b98d9b3948
--- /dev/null
+++ b/python-checks/src/test/resources/checks/torchAutogradVariable.py
@@ -0,0 +1,40 @@
+def torch_import():
+    import torch
+
+    x6 = Variable(torch.tensor([15])) 
+
+    x = torch.autograd.Variable(torch.tensor([1.0]), requires_grad=True) # Noncompliant {{Replace this call with a call to "torch.tensor".}}
+       #^^^^^^^^^^^^^^^^^^^^^^^
+    x2 = torch.autograd.Variable(torch.tensor([1.0])) # Noncompliant
+        #^^^^^^^^^^^^^^^^^^^^^^^
+        
+    x4 = torch.autograd.Variable() # Noncompliant
+
+    # Compliant solution
+    c_x3 = torch.tensor([1.0])
+
+def torch_autograd_import_as():
+    from torch.autograd import Variable as V
+    x3 = V(torch.tensor([15])) # Noncompliant
+        #^
+    
+def torch_alias_import():
+    import torch as t
+    x5 = t.autograd.Variable(torch.tensor([15])) # Noncompliant
+
+
+def unrelated_import():
+    from something.autograd import Variable
+    x6 = Variable(torch.tensor([15])) 
+
+def multiple_imports():
+    # Resulting symbol will be ambiguous, therefore no issue is raised
+    from something.autograd import Variable
+    x6 = Variable(torch.tensor([15])) 
+    from torch.autograd import Variable
+    x6 = Variable(torch.tensor([15])) 
+
+def use_before_assignment():
+    x6 = Variable(torch.tensor([15]))  # Noncompliant
+    from torch.autograd import Variable
+    x6 = Variable(torch.tensor([15]))  # Noncompliant