diff --git a/sentry_sdk/utils.py b/sentry_sdk/utils.py
index 3fe3ac3eec..986eb7fd22 100644
--- a/sentry_sdk/utils.py
+++ b/sentry_sdk/utils.py
@@ -453,6 +453,26 @@ def iter_stacks(tb):
         tb_ = tb_.tb_next
 
 
+def normalize_context_line(raw_context_line: str) -> str:
+    """
+    Normalize context lines to replace dynamic values with placeholders for better issue grouping.
+    """
+    if not raw_context_line:
+        return raw_context_line
+
+    # Pattern to match multiprocessing.spawn import and spawn_main calls with dynamic parameters
+    # Examples:
+    # from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=12, pipe_handle=28)
+    # from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=34, pipe_handle=56)
+    multiprocessing_pattern = re.compile(
+        r"(from multiprocessing\.spawn import spawn_main; spawn_main\(tracker_fd=)\d+(,\s*pipe_handle=)\d+(\).*)"
+    )
+    normalized_context_line = multiprocessing_pattern.sub(
+        r"\1<tracker_fd>\2<pipe_handle>\3", raw_context_line
+    )
+    return normalized_context_line
+
+
 def get_lines_from_file(
     filename,  # type: str
     lineno,  # type: int
@@ -488,7 +508,9 @@ def get_lines_from_file(
             strip_string(line.strip("\r\n"), max_length=max_length)
             for line in source[lower_bound:lineno]
         ]
-        context_line = strip_string(source[lineno].strip("\r\n"), max_length=max_length)
+        raw_context_line = source[lineno].strip("\r\n")
+        normalized_context_line = normalize_context_line(raw_context_line)
+        context_line = strip_string(normalized_context_line, max_length=max_length)
         post_context = [
             strip_string(line.strip("\r\n"), max_length=max_length)
             for line in source[(lineno + 1) : upper_bound]
diff --git a/tests/test_utils.py b/tests/test_utils.py
index b268fbd57b..f54ca9ae3c 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -23,6 +23,7 @@
     is_valid_sample_rate,
     logger,
     match_regex_list,
+    normalize_context_line,
     parse_url,
     parse_version,
     safe_str,
@@ -1033,5 +1034,33 @@ def fake_getlines(filename):
         assert result == expected_result
 
 
+def test_normalize_context_line():
+    test_cases = [
+        # (Input, Expected Output)
+        (
+            "from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=12, pipe_handle=28)",
+            "from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=<tracker_fd>, pipe_handle=<pipe_handle>)",
+        ),
+        (
+            "from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=123, pipe_handle=456)",
+            "from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=<tracker_fd>, pipe_handle=<pipe_handle>)",
+        ),
+        (
+            "from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=12,  pipe_handle=28)",
+            "from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=<tracker_fd>,  pipe_handle=<pipe_handle>)",
+        ),
+        ("some_function()", "some_function()"),
+        (
+            "some_function(tracker_fd=12, pipe_handle=28)",
+            "some_function(tracker_fd=12, pipe_handle=28)",
+        ),
+        ("", ""),
+    ]
+
+    for input_line, expected_output in test_cases:
+        result = normalize_context_line(input_line)
+        assert result == expected_output, f"Failed for input: {input_line}"
+
+
 def test_package_version_is_none():
     assert package_version("non_existent_package") is None