diff --git a/Lib/profiling/sampling/collector.py b/Lib/profiling/sampling/collector.py
index 81ec6344ebdea4..8e0f0c44c4f8f3 100644
--- a/Lib/profiling/sampling/collector.py
+++ b/Lib/profiling/sampling/collector.py
@@ -143,6 +143,8 @@ def iter_async_frames(awaited_info_list):
 
 
 class Collector(ABC):
+    aggregating = False
+
     @abstractmethod
     def collect(self, stack_frames, timestamps_us=None):
         """Collect profiling data from stack frames.
diff --git a/Lib/profiling/sampling/gecko_collector.py b/Lib/profiling/sampling/gecko_collector.py
index 8986194268b3ce..54392af9500008 100644
--- a/Lib/profiling/sampling/gecko_collector.py
+++ b/Lib/profiling/sampling/gecko_collector.py
@@ -63,6 +63,8 @@
 
 
 class GeckoCollector(Collector):
+    aggregating = True
+
     def __init__(self, sample_interval_usec, *, skip_idle=False, opcodes=False):
         self.sample_interval_usec = sample_interval_usec
         self.skip_idle = skip_idle
diff --git a/Lib/profiling/sampling/heatmap_collector.py b/Lib/profiling/sampling/heatmap_collector.py
index 5c36d78f5535e7..6e650ec08f410b 100644
--- a/Lib/profiling/sampling/heatmap_collector.py
+++ b/Lib/profiling/sampling/heatmap_collector.py
@@ -452,7 +452,8 @@ def process_frames(self, frames, thread_id, weight=1):
                 next_lineno = extract_lineno(next_frame[1])
                 self._record_call_relationship(
                     (filename, lineno, funcname),
-                    (next_frame[0], next_lineno, next_frame[2])
+                    (next_frame[0], next_lineno, next_frame[2]),
+                    weight=weight,
                 )
 
     def _is_valid_frame(self, filename, lineno):
@@ -561,7 +562,7 @@ def _get_bytecode_data_for_line(self, filename, lineno):
         result.sort(key=lambda x: (-x['samples'], x['opcode']))
         return result
 
-    def _record_call_relationship(self, callee_frame, caller_frame):
+    def _record_call_relationship(self, callee_frame, caller_frame, weight=1):
         """Record caller/callee relationship between adjacent frames."""
         callee_filename, callee_lineno, callee_funcname = callee_frame
         caller_filename, caller_lineno, caller_funcname = caller_frame
@@ -587,7 +588,7 @@ def _record_call_relationship(self, callee_frame, caller_frame):
 
         # Count this call edge for path analysis
         edge_key = (caller_key, callee_key)
-        self.edge_samples[edge_key] += 1
+        self.edge_samples[edge_key] += weight
 
     def export(self, output_path):
         """Export heatmap data as HTML files in a directory.
diff --git a/Lib/profiling/sampling/pstats_collector.py b/Lib/profiling/sampling/pstats_collector.py
index 50500296c15acc..43b1daf2a119d4 100644
--- a/Lib/profiling/sampling/pstats_collector.py
+++ b/Lib/profiling/sampling/pstats_collector.py
@@ -8,6 +8,8 @@
 
 
 class PstatsCollector(Collector):
+    aggregating = True
+
     def __init__(self, sample_interval_usec, *, skip_idle=False):
         self.result = collections.defaultdict(
             lambda: dict(total_rec_calls=0, direct_calls=0, cumulative_calls=0)
diff --git a/Lib/profiling/sampling/sample.py b/Lib/profiling/sampling/sample.py
index 5bbe2483581333..d58b83ce615100 100644
--- a/Lib/profiling/sampling/sample.py
+++ b/Lib/profiling/sampling/sample.py
@@ -109,6 +109,25 @@ def sample(self, collector, duration_sec=None, *, async_aware=False):
         last_sample_time = start_time
         realtime_update_interval = 1.0  # Update every second
         last_realtime_update = start_time
+        aggregating = getattr(collector, 'aggregating', False)
+        prev_stack = None
+        pending_count = 0
+        pending_timestamps = [] if aggregating else None
+
+        def flush_pending():
+            nonlocal pending_count, pending_timestamps
+            if pending_count == 0:
+                return
+            count = pending_count
+            pending_count = 0
+            if aggregating:
+                ts = pending_timestamps
+                pending_timestamps = []
+                collector.collect(prev_stack, timestamps_us=ts)
+            else:
+                for _ in range(count):
+                    collector.collect(prev_stack)
+
         try:
             while duration_sec is None or running_time_sec < duration_sec:
                 # Check if live collector wants to stop
@@ -116,6 +135,7 @@ def sample(self, collector, duration_sec=None, *, async_aware=False):
                     break
 
                 current_time = time.perf_counter()
+                current_time_us = int(current_time * 1_000_000)
                 if next_time > current_time:
                     sleep_time = (next_time - current_time) * 0.9
                     if sleep_time > 0.0001:
@@ -125,13 +145,20 @@ def sample(self, collector, duration_sec=None, *, async_aware=False):
                         stack_frames = self._get_stack_trace(
                             async_aware=async_aware
                         )
-                        collector.collect(stack_frames)
+                        if stack_frames != prev_stack:
+                            flush_pending()
+                            prev_stack = stack_frames
+                        pending_count += 1
+                        if aggregating:
+                            pending_timestamps.append(current_time_us)
                     except ProcessLookupError as e:
                         running_time_sec = current_time - start_time
                         break
                     except (RuntimeError, UnicodeDecodeError, MemoryError, OSError):
+                        flush_pending()
                         collector.collect_failed_sample()
                         errors += 1
+                        prev_stack = None
                     except Exception as e:
                         if not _is_process_running(self.pid):
                             break
@@ -163,6 +190,8 @@ def sample(self, collector, duration_sec=None, *, async_aware=False):
             interrupted = True
             running_time_sec = time.perf_counter() - start_time
             print("Interrupted by user.")
+        finally:
+            flush_pending()
 
         # Clear real-time stats line if it was being displayed
         if self.realtime_stats and len(self.sample_intervals) > 0:
diff --git a/Lib/profiling/sampling/stack_collector.py b/Lib/profiling/sampling/stack_collector.py
index 60df026ed76a6c..42281dc6454c83 100644
--- a/Lib/profiling/sampling/stack_collector.py
+++ b/Lib/profiling/sampling/stack_collector.py
@@ -16,6 +16,8 @@
 
 
 class StackTraceCollector(Collector):
+    aggregating = True
+
     def __init__(self, sample_interval_usec, *, skip_idle=False):
         self.sample_interval_usec = sample_interval_usec
         self.skip_idle = skip_idle
diff --git a/Lib/test/test_profiling/test_heatmap.py b/Lib/test/test_profiling/test_heatmap.py
index b2acb1cf577341..ee27fdd3fa3053 100644
--- a/Lib/test/test_profiling/test_heatmap.py
+++ b/Lib/test/test_profiling/test_heatmap.py
@@ -345,6 +345,21 @@ def test_process_frames_tracks_edge_samples(self):
         # Check that edge count is tracked
         self.assertGreater(len(collector.edge_samples), 0)
 
+    def test_process_frames_weight_applies_to_identical_samples(self):
+        collector = HeatmapCollector(sample_interval_usec=100)
+
+        frames = [
+            ('callee.py', (5, 5, -1, -1), 'callee', None),
+            ('caller.py', (10, 10, -1, -1), 'caller', None),
+        ]
+
+        collector.process_frames(frames, thread_id=1, weight=5)
+
+        edge_key = (('caller.py', 10), ('callee.py', 5))
+        self.assertEqual(collector.edge_samples[edge_key], 5)
+        self.assertEqual(collector.line_samples[('callee.py', 5)], 5)
+        self.assertEqual(collector.line_samples[('caller.py', 10)], 5)
+
     def test_process_frames_handles_empty_frames(self):
         """Test that process_frames handles empty frame list."""
         collector = HeatmapCollector(sample_interval_usec=100)
diff --git a/Lib/test/test_profiling/test_sampling_profiler/test_profiler.py b/Lib/test/test_profiling/test_sampling_profiler/test_profiler.py
index 68bc59a5414a05..4cc97c44597cfb 100644
--- a/Lib/test/test_profiling/test_sampling_profiler/test_profiler.py
+++ b/Lib/test/test_profiling/test_sampling_profiler/test_profiler.py
@@ -198,8 +198,12 @@ def test_sample_profiler_sample_method_timing(self):
             self.assertIn("samples", result)
 
             # Verify collector was called multiple times
-            self.assertGreaterEqual(mock_collector.collect.call_count, 5)
-            self.assertLessEqual(mock_collector.collect.call_count, 11)
+            total_weight = sum(
+                len(c.kwargs.get("timestamps_us") or [None])
+                for c in mock_collector.collect.call_args_list
+            )
+            self.assertGreaterEqual(total_weight, 5)
+            self.assertLessEqual(total_weight, 11)
 
     def test_sample_profiler_error_handling(self):
         """Test that the sample method handles errors gracefully."""
diff --git a/Misc/NEWS.d/next/Library/2026-05-12-13-03-45.gh-issue-149718.SaM1NJ.rst b/Misc/NEWS.d/next/Library/2026-05-12-13-03-45.gh-issue-149718.SaM1NJ.rst
new file mode 100644
index 00000000000000..25344e5a90f022
--- /dev/null
+++ b/Misc/NEWS.d/next/Library/2026-05-12-13-03-45.gh-issue-149718.SaM1NJ.rst
@@ -0,0 +1,4 @@
+Coalesce consecutive identical stack frames in Tachyon, so aggregating
+collectors (pstats, collapsed, flamegraph, gecko) receive one collect.
+Improves sample rate 3x, error rate and missed rate drop by 70%. Patch by
+Maurycy Pawłowski-Wieroński.