diff --git a/CHANGELOG.md b/CHANGELOG.md
index d1f61a8..ff77cfa 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -12,6 +12,10 @@ adheres to [Semantic Versioning](https://semver.org/).
 - A dependency-optional Great Expectations recipe demonstrating the
   repair-then-validate workflow with an in-memory checkpoint.
 
+### Changed
+- `explain_clean()` now profiles only post-clean columns that can contribute a
+  decision narrative, avoiding a redundant full-width context pass.
+
 ## [2.0.0] - 2026-07-20
 
 Remediation of the July 2026 v1.2.0 production-readiness audit: the unsafe
diff --git a/src/freshdata/explain.py b/src/freshdata/explain.py
index 72ed52b..d705057 100644
--- a/src/freshdata/explain.py
+++ b/src/freshdata/explain.py
@@ -115,6 +115,24 @@ def _narratives(
     return lines
 
 
+def _narrative_contexts(
+    df: pd.DataFrame,
+    config: CleanConfig,
+    actions: list[Action],
+) -> dict:
+    """Profile only columns that can contribute an explanation narrative."""
+    needed = {
+        action.column
+        for action in actions
+        if action.column is not None and action.rationale
+    }
+    needed.update(
+        str(col) for col, has_missing in df.isna().any().items() if has_missing
+    )
+    columns = [col for col in df.columns if str(col) in needed]
+    return build_contexts(df, config, columns=columns) if columns else {}
+
+
 @dataclass
 class ExplainReport(HtmlReprMixin):
     """Structured explanation of a clean() run."""
@@ -199,9 +217,10 @@ def explain_clean(
     cleaned, report = run_pipeline(df, cfg)
 
     roles_df = infer_roles(df, config=cfg)
+    actions = list(report)
 
     actions_by_step: dict[str, list[dict[str, Any]]] = defaultdict(list)
-    for action in report:
+    for action in actions:
         actions_by_step[action.step].append({
             "column": action.column,
             "description": action.description,
@@ -212,7 +231,7 @@ def explain_clean(
             "model_id": action.model_id,
         })
 
-    post_contexts = build_contexts(cleaned, cfg)
+    post_contexts = _narrative_contexts(cleaned, cfg, actions)
     return ExplainReport(
         strategy=cfg.strategy,
         rows_before=len(df),
@@ -223,7 +242,7 @@ def explain_clean(
         after_stats=_column_stats(cleaned),
         cell_changes=_cell_changes(df, cleaned),
         actions_by_step=dict(actions_by_step),
-        narratives=_narratives(post_contexts, list(report), strategy=cfg.strategy),
+        narratives=_narratives(post_contexts, actions, strategy=cfg.strategy),
         report=report,
         roles=roles_df,
     )
diff --git a/tests/test_explain.py b/tests/test_explain.py
index 714cc6f..114ab30 100644
--- a/tests/test_explain.py
+++ b/tests/test_explain.py
@@ -2,11 +2,14 @@
 
 from __future__ import annotations
 
+from unittest.mock import patch
+
 import pandas as pd
 import pytest
 
 import freshdata as fd
 from expectations import ALL_ONLINE_TIER1, load_online_fixture
+from freshdata.engine.context import build_context
 from freshdata.explain import _cell_changes
 
 
@@ -34,6 +37,21 @@ def test_explain_clean_narratives_on_missing():
     assert explanation.narratives or explanation.report.actions
 
 
+def test_explain_clean_profiles_wide_noop_frame_once():
+    """The post-clean narrative pass must not re-profile irrelevant columns."""
+    n_columns = 120
+    df = pd.DataFrame({
+        f"feature_{col}": [f"value-{row}-{col}" for row in range(40)]
+        for col in range(n_columns)
+    })
+
+    with patch("freshdata.engine.context.build_context", wraps=build_context) as mock:
+        explanation = fd.explain_clean(df, strategy="balanced", verbose=False)
+
+    assert explanation.narratives == []
+    assert mock.call_count == n_columns
+
+
 @pytest.mark.parametrize("name", ALL_ONLINE_TIER1[:3])
 def test_explain_clean_on_online_fixtures(name):
     df = load_online_fixture(name)