fix(places): a locality collision must not break the sitemap

Sitemap regeneration failed on staging. 'richmond' in the curated locality
list collides with the GIAS town Richmond in North Yorkshire (37 schools), the
registry raised, and the admin endpoint 500d — taking down sitemap generation
for all 25,000 school pages over one bad row of curated data.

The guard now skips the colliding locality and logs an error. Skipping still
achieves what the guard was for — a locality never silently shadows a town —
without letting curated data break the site. That matters beyond this bug:
GIAS town names change with no code change here, so a raise could fire
spontaneously in production later.

Also removes four localities that were London boroughs rather than districts.
Hackney, Islington, Greenwich and Ealing are local authorities with 104, 72,
108 and 115 schools and already have authority pages; a locality defined by
two or three outcodes would have been a partial near-duplicate of one — the
thin-content failure the two-namespace design exists to avoid. A test now
guards the whole borough list.

Validated against the live corpus: 15 localities, no town collisions, no
authority duplicates, all 15 clear the threshold.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015mWQnpye9F299NVRCCSRvj

backend/app.py

@@ -35,6 +35,7 @@ from .data_loader import (
     search_schools_typesense,
 )
 from .data_loader import get_data_info as get_db_info
+from .places import build_place_registry
 from .schemas import METRIC_DEFINITIONS, RANKING_COLUMNS, SCHOOL_COLUMNS
 from .utils import clean_for_json, convert_to_native
 
@@ -58,6 +59,12 @@ MAX_SLUG_LENGTH = 60
 # regenerate endpoint after a pipeline run.
 _sitemaps: dict[str, str] | None = None
 
+# Built from the same DataFrame the sitemap uses, so places and sitemap can
+# never describe different corpora. Reset by the same admin endpoint.
+_place_registry: dict | None = None
+
+VALID_PLACE_KINDS = ("town", "locality", "authority", "outcode")
+
 
 def _slugify(text: str) -> str:
     text = text.lower()
@@ -170,6 +177,14 @@ SITEMAP_CHUNK_SIZE = 10_000
 SITEMAP_CHILD_PREFIX = "/sitemaps"
 
 
+def get_place_registry() -> dict:
+    """The place registry, built once and cached for the process."""
+    global _place_registry
+    if _place_registry is None:
+        _place_registry = build_place_registry(load_school_data())
+    return _place_registry
+
+
 def _urlset(rows: list[str]) -> str:
     return "\n".join([
         '<?xml version="1.0" encoding="UTF-8"?>',
@@ -179,6 +194,29 @@ def _urlset(rows: list[str]) -> str:
     ])
 
 
+def _place_url(place) -> str:
+    """The canonical path for a place. Two namespaces, per the spec.
+
+    Towns and localities share /schools/[place]; authorities take their own
+    prefix because 67 town names collide with an authority name and neither
+    set contains the other.
+    """
+    if place.kind == "authority":
+        return f"/schools/authority/{place.slug}"
+    if place.kind == "outcode":
+        return f"/schools/near/{place.slug}"
+    return f"/schools/{place.slug}"
+
+
+def _place_sitemap_rows(kinds: tuple[str, ...]) -> list[str]:
+    return [
+        _url_element(BASE_URL + _place_url(p))
+        for p in sorted(get_place_registry().values(),
+                        key=lambda p: (p.kind, p.slug))
+        if p.kind in kinds
+    ]
+
+
 def build_sitemaps() -> dict[str, str]:
     """Build the sitemap index and every child, keyed by name."""
     df = load_school_data()
@@ -196,6 +234,17 @@ def build_sitemaps() -> dict[str, str]:
     for n, chunk in enumerate(chunks, start=1):
         children[f"schools-{n}.xml"] = _urlset(chunk)
 
+    # Separate children per family: Search Console reports coverage per
+    # submitted sitemap, which is how the location layer's indexation is
+    # measured apart from the school pages'.
+    for label, kinds in (("places", ("town", "locality", "authority")),
+                         ("outcodes", ("outcode",))):
+        rows = _place_sitemap_rows(kinds)
+        chunks = [rows[i:i + SITEMAP_CHUNK_SIZE]
+                  for i in range(0, len(rows), SITEMAP_CHUNK_SIZE)] or [[]]
+        for n, chunk in enumerate(chunks, start=1):
+            children[f"{label}-{n}.xml"] = _urlset(chunk)
+
     # On a sitemap index, lastmod means "when this sitemap file last changed",
     # so generation time is the correct value here — unlike on a <url>, where
     # it would be a claim about content we cannot support.
@@ -1117,6 +1166,62 @@ async def get_rankings(
     }
 
 
+@app.get("/api/places")
+@limiter.limit(f"{settings.rate_limit_per_minute}/minute")
+async def list_places(request: Request):
+    """Every published place. The sitemap and the link modules read this."""
+    registry = get_place_registry()
+    return {"places": [
+        {"kind": p.kind, "slug": p.slug, "name": p.name, "count": len(p.urns)}
+        for p in sorted(registry.values(), key=lambda p: (p.kind, p.slug))
+    ]}
+
+
+@app.get("/api/places/{kind}/{slug}")
+@limiter.limit(f"{settings.rate_limit_per_minute}/minute")
+async def get_place(request: Request, kind: str, slug: str,
+                    phase: Optional[str] = None):
+    """One place: its schools ranked, and its local averages."""
+    if kind not in VALID_PLACE_KINDS:
+        raise HTTPException(status_code=404, detail="No such place")
+
+    place = get_place_registry().get(f"{kind}:{slug}")
+    if place is None:
+        raise HTTPException(status_code=404, detail="No such place")
+
+    df = load_latest_school_data()
+    rows = df[df["urn"].isin(place.urns)]
+
+    if phase:
+        wanted = PHASE_GROUPS.get(phase.lower())
+        if wanted and "phase" in rows.columns:
+            rows = rows[rows["phase"].fillna("").str.lower().isin(wanted)]
+
+    # The metric the page ranks on, which is also the one it averages.
+    metric = "attainment_8_score" if phase == "secondary" else "rwm_expected_pct"
+    if metric in rows.columns:
+        rows = rows.sort_values(metric, ascending=False, na_position="last")
+
+    averages = {
+        m: (None if m not in rows.columns or rows[m].dropna().empty
+            else float(rows[m].dropna().mean()))
+        for m in ("rwm_expected_pct", "attainment_8_score")
+    }
+
+    cols = [c for c in SCHOOL_COLUMNS + ["latitude", "longitude", "phase",
+                                          "rwm_expected_pct", "attainment_8_score",
+                                          "total_pupils"]
+            if c in rows.columns]
+
+    return {
+        "place": {"kind": place.kind, "slug": place.slug, "name": place.name,
+                  "count": len(place.urns),
+                  "parent_authority": place.parent_authority},
+        "schools": clean_for_json(rows[cols]),
+        "averages": averages,
+    }
+
+
 @app.get("/api/data-info")
 @limiter.limit(f"{settings.rate_limit_per_minute}/minute")
 async def get_data_info(request: Request):
@@ -1228,7 +1333,11 @@ async def regenerate_sitemap(
     _: bool = Depends(verify_admin_api_key),
 ):
     """Rebuild and cache the sitemap from current school data. Called by Airflow after data updates."""
-    global _sitemaps
+    global _sitemaps, _place_registry
+    # Places and sitemap are rebuilt together — they read the same marts, and
+    # letting them drift apart would submit URLs for places that no longer
+    # exist.
+    _place_registry = None
     _sitemaps = build_sitemaps()
     n = sum(x.count("<url>") for x in _sitemaps.values())
     return {"status": "ok", "urls": n, "sitemaps": len(_sitemaps)}

backend/localities.py

@@ -0,0 +1,54 @@
+"""Curated London localities, defined by the postcode districts they cover.
+
+The GIAS `town` field puts 1,819 London schools under the single value
+"London", so it cannot answer "schools in Battersea" — a query that appears in
+the Search Console baseline. No single field can: parliamentary constituency
+gives Battersea but not Canary Wharf; postcodes.io's admin_ward gives Canary
+Wharf but not Battersea; neither gives Clapham or Shoreditch, which are postal
+and colloquial rather than administrative.
+
+So this is curated. Where a locality ends is a judgement, not a fact, and a
+reviewable file is the honest place for a judgement. No new ingestion is
+needed — the corpus already carries postcodes.
+
+This is the canonical copy. `pipeline/transform/seeds/locality_outcodes.csv`
+mirrors it for anyone querying the warehouse directly; the backend image does
+not contain `pipeline/`, which is why the module rather than the seed is
+canonical. Same arrangement as `backend/gias_codes.py`.
+
+A locality whose outcodes hold fewer than MIN_SCHOOLS schools is not
+published, so a typo produces no page rather than an empty one. Places that
+fail that check are logged at startup, because a locality you meant to publish
+quietly not appearing is the failure worth hearing about.
+
+Two rules for anything added here.
+
+**Sub-borough districts only.** A London borough is a local authority and
+already has a page at /schools/authority/[la] covering all of its schools; a
+locality defined by two or three outcodes would be a partial, near-duplicate
+subset of it. Hackney, Islington, Greenwich and Ealing were all in the first
+draft for that reason and have been removed.
+
+**The slug must not match a GIAS town.** "Richmond" did — GIAS has a Richmond
+in North Yorkshire with 37 schools — so the London one could never publish.
+The registry skips any locality that collides and logs it.
+"""
+
+# slug -> (display name, outcodes)
+LOCALITY_OUTCODES: dict[str, tuple[str, tuple[str, ...]]] = {
+    "battersea":     ("Battersea",     ("SW11",)),
+    "canary-wharf":  ("Canary Wharf",  ("E14",)),
+    "clapham":       ("Clapham",       ("SW4",)),
+    "shoreditch":    ("Shoreditch",    ("EC2A", "E1")),
+    "peckham":       ("Peckham",       ("SE15",)),
+    "brixton":       ("Brixton",       ("SW2", "SW9")),
+    "camden-town":   ("Camden Town",   ("NW1",)),
+    "wimbledon":     ("Wimbledon",     ("SW19",)),
+    "putney":        ("Putney",        ("SW15",)),
+    "fulham":        ("Fulham",        ("SW6",)),
+    "chiswick":      ("Chiswick",      ("W4",)),
+    "stratford":     ("Stratford",     ("E15",)),
+    "walthamstow":   ("Walthamstow",   ("E17",)),
+    "tooting":       ("Tooting",       ("SW17",)),
+    "dulwich":       ("Dulwich",       ("SE21", "SE22")),
+}

backend/places.py

@@ -0,0 +1,176 @@
+"""The place registry: what places the site publishes, and what is in each.
+
+One module owns this question. The pages, the sitemap and the internal-link
+modules all read from here, so the threshold and the collision rules exist in
+exactly one place and are testable without a browser or a database.
+
+Two namespaces, never one. 67 viable town names collide with a local
+authority name, and the authority is the larger set in only 43 of them —
+postal towns cross authority boundaries, so neither can absorb the other.
+Keys are "<kind>:<slug>" so the collision cannot reappear in the dict.
+"""
+
+from __future__ import annotations
+
+import logging
+import re
+from dataclasses import dataclass
+
+logger = logging.getLogger(__name__)
+
+# Five schools with publishable data. Below this a place has nothing to say
+# that a list of schools does not, and publishing it is index bloat.
+MIN_SCHOOLS = 5
+
+
+@dataclass(frozen=True)
+class Place:
+    kind: str                       # "town" | "locality" | "authority" | "outcode"
+    slug: str
+    name: str
+    urns: tuple[int, ...]
+    parent_authority: str | None    # authority NAME, for the 301 target
+
+    @property
+    def key(self) -> str:
+        return f"{self.kind}:{self.slug}"
+
+
+def _publishable_urns(df) -> set[int]:
+    """URNs with something a page could state, deduplicated across years."""
+    from backend.app import _PUBLISHABLE_FIELDS
+
+    cols = [c for c in _PUBLISHABLE_FIELDS if c in df.columns]
+    if not cols:
+        return set()
+    return set(df.loc[df[cols].notna().any(axis=1), "urn"].astype(int))
+
+
+def _parent_authority(group) -> str | None:
+    """The most common authority in a group — the useful 301 target.
+
+    A town spanning several authorities has no single parent, so the mode is
+    the honest answer rather than an arbitrary first row.
+    """
+    if "local_authority" not in group.columns:
+        return None
+    top = group["local_authority"].dropna()
+    return str(top.mode().iloc[0]) if not top.empty else None
+
+
+def _group(df, column: str, kind: str, publishable: set[int]) -> dict[str, Place]:
+    """One Place per distinct value of `column` that clears the threshold."""
+    from backend.app import _slugify
+
+    if column not in df.columns:
+        return {}
+
+    out: dict[str, Place] = {}
+    for name, group in df.groupby(column, dropna=True):
+        name = str(name).strip()
+        if not name:
+            continue
+        urns = tuple(sorted({int(u) for u in group["urn"]} & publishable))
+        if len(urns) < MIN_SCHOOLS:
+            continue
+        slug = _slugify(name)
+        if not slug:
+            continue
+        place = Place(
+            kind=kind, slug=slug, name=name, urns=urns,
+            parent_authority=_parent_authority(group) if kind == "town" else None,
+        )
+        out[place.key] = place
+    return out
+
+
+# "SW11 2AA" -> "SW11". Two letters max, one or two digits, optional letter.
+_OUTCODE_RE = re.compile(r"^([A-Z]{1,2}\d{1,2}[A-Z]?)\s")
+
+
+def _outcode(postcode) -> str | None:
+    if not isinstance(postcode, str):
+        return None
+    m = _OUTCODE_RE.match(postcode.upper().strip())
+    return m.group(1) if m else None
+
+
+def _outcode_places(df, publishable: set[int]) -> dict[str, Place]:
+    """One Place per postcode district clearing the threshold.
+
+    These carry no phase variants: nobody searches "primary schools in SW11".
+    """
+    if "postcode" not in df.columns:
+        return {}
+    working = df.assign(_oc=df["postcode"].map(_outcode))
+    working = working[working["_oc"].notna()]
+
+    out: dict[str, Place] = {}
+    for oc, group in working.groupby("_oc"):
+        urns = tuple(sorted({int(u) for u in group["urn"]} & publishable))
+        if len(urns) < MIN_SCHOOLS:
+            continue
+        place = Place(kind="outcode", slug=str(oc).lower(), name=str(oc),
+                      urns=urns, parent_authority=_parent_authority(group))
+        out[place.key] = place
+    return out
+
+
+def _locality_places(df, publishable: set[int],
+                     town_slugs: set[str]) -> dict[str, Place]:
+    """One Place per curated locality clearing the threshold."""
+    from backend.localities import LOCALITY_OUTCODES
+
+    if "postcode" not in df.columns:
+        return {}
+    working = df.assign(_oc=df["postcode"].map(_outcode))
+
+    out: dict[str, Place] = {}
+    for slug, (name, outcodes) in LOCALITY_OUTCODES.items():
+        if slug in town_slugs:
+            # Skip, do not raise. The guard exists so a locality never
+            # silently shadows a town — skipping achieves that, and the error
+            # log makes it loud.
+            #
+            # Raising here took down sitemap generation for all 25,000 school
+            # pages when "richmond" met the GIAS town Richmond in North
+            # Yorkshire. Worse, GIAS town names change without any code change,
+            # so a raise means curated data can break the site spontaneously.
+            # A curation mistake must cost one page, not the sitemap.
+            logger.error(
+                "locality %r collides with the published town of the same "
+                "slug and has been skipped; rename it or remove it", slug)
+            continue
+        group = working[working["_oc"].isin(outcodes)]
+        urns = tuple(sorted({int(u) for u in group["urn"]} & publishable))
+        if len(urns) < MIN_SCHOOLS:
+            # Not an error — a locality can legitimately be too small. Logged
+            # because one you meant to publish quietly vanishing is the
+            # failure worth hearing about.
+            logger.warning(
+                "locality %s (%s) has %d publishable schools, below the "
+                "threshold of %d - not published",
+                slug, ", ".join(outcodes), len(urns), MIN_SCHOOLS)
+            continue
+        place = Place(kind="locality", slug=slug, name=name, urns=urns,
+                      parent_authority=_parent_authority(group))
+        out[place.key] = place
+    return out
+
+
+def build_place_registry(df) -> dict[str, Place]:
+    """Every place the site publishes, keyed by "<kind>:<slug>"."""
+    if df.empty or "urn" not in df.columns:
+        return {}
+
+    publishable = _publishable_urns(df)
+    registry: dict[str, Place] = {}
+    registry.update(_group(df, "local_authority", "authority", publishable))
+
+    towns = _group(df, "town", "town", publishable)
+    registry.update(towns)
+
+    town_slugs = {p.slug for p in towns.values()}
+    registry.update(_locality_places(df, publishable, town_slugs))
+    registry.update(_outcode_places(df, publishable))
+    return registry

backend/tests/test_places.py

@@ -0,0 +1,231 @@
+"""Tests for the place registry (spec 2026-08-21).
+
+The registry is built from the in-memory school DataFrame, so these build a
+small frame directly rather than touching a database.
+"""
+
+import numpy as np
+import pandas as pd
+import pytest
+
+from backend.places import MIN_SCHOOLS, build_place_registry
+
+
+def _df(rows: list[dict]) -> pd.DataFrame:
+    base = {
+        "year": 202425, "ofsted_grade": 2.0, "ofsted_date": None,
+        "rwm_expected_pct": 60.0, "attainment_8_score": np.nan,
+        "phase": "Primary", "postcode": "AA1 1AA",
+    }
+    return pd.DataFrame([{**base, **r} for r in rows])
+
+
+def _town(n: int, town: str, la: str, start: int = 100000, **kw) -> list[dict]:
+    """`start` offsets the URNs so two calls can describe different schools —
+    the Bedford case needs two authorities' worth of distinct URNs in one
+    town."""
+    return [
+        {"urn": start + i, "school_name": f"{town} School {i}",
+         "town": town, "local_authority": la, **kw}
+        for i in range(n)
+    ]
+
+
+def test_town_clearing_the_threshold_is_published():
+    reg = build_place_registry(_df(_town(MIN_SCHOOLS, "Brentwood", "Essex")))
+    assert "town:brentwood" in reg
+    assert reg["town:brentwood"].name == "Brentwood"
+    assert len(reg["town:brentwood"].urns) == MIN_SCHOOLS
+
+
+def test_town_below_the_threshold_is_not_published():
+    reg = build_place_registry(_df(_town(MIN_SCHOOLS - 1, "Crosby", "Sefton")))
+    assert "town:crosby" not in reg
+
+
+def test_a_town_below_threshold_still_names_its_authority():
+    # The route layer needs somewhere to 301 to.
+    reg = build_place_registry(_df(
+        _town(MIN_SCHOOLS - 1, "Crosby", "Sefton") + _town(MIN_SCHOOLS, "Bootle", "Sefton")))
+    assert "authority:sefton" in reg
+
+
+def test_town_and_authority_of_the_same_name_are_separate_places():
+    # 67 real collisions. Neither set contains the other: Bedford the town has
+    # 104 schools, Bedford the authority 86, because postal towns cross
+    # authority boundaries.
+    rows = (_town(MIN_SCHOOLS, "Bedford", "Bedford")
+            + _town(MIN_SCHOOLS, "Bedford", "Central Bedfordshire", start=200000))
+    reg = build_place_registry(_df(rows))
+    town, authority = reg["town:bedford"], reg["authority:bedford"]
+    assert set(town.urns) != set(authority.urns)
+    assert len(town.urns) == MIN_SCHOOLS * 2      # both authorities' schools
+    assert len(authority.urns) == MIN_SCHOOLS     # only this authority's
+
+
+def test_schools_without_publishable_data_do_not_count_toward_the_threshold():
+    rows = _town(MIN_SCHOOLS, "Ghosttown", "Nowhere")
+    for r in rows:
+        r["rwm_expected_pct"] = np.nan
+        r["ofsted_grade"] = np.nan
+    reg = build_place_registry(_df(rows))
+    assert "town:ghosttown" not in reg
+
+
+def test_blank_town_is_ignored():
+    rows = _town(MIN_SCHOOLS, "", "Essex")
+    reg = build_place_registry(_df(rows))
+    assert not any(k.startswith("town:") for k in reg)
+
+
+def test_a_school_is_counted_once_even_with_several_years_of_rows():
+    rows = []
+    for year in (202324, 202425):
+        rows += [{**r, "year": year} for r in _town(MIN_SCHOOLS, "Beccles", "Suffolk")]
+    reg = build_place_registry(_df(rows))
+    assert len(reg["town:beccles"].urns) == MIN_SCHOOLS
+
+
+def test_locality_groups_schools_by_outcode(monkeypatch):
+    # The GIAS town field collapses 1,819 London schools into "London", so a
+    # locality is defined by its postcode districts instead.
+    from backend import localities
+    monkeypatch.setattr(localities, "LOCALITY_OUTCODES",
+                        {"battersea": ("Battersea", ("SW11",))})
+    rows = _town(MIN_SCHOOLS, "London", "Wandsworth")
+    for r in rows:
+        r["postcode"] = "SW11 2AA"
+    reg = build_place_registry(_df(rows))
+    assert reg["locality:battersea"].name == "Battersea"
+    assert len(reg["locality:battersea"].urns) == MIN_SCHOOLS
+
+
+def test_locality_below_the_threshold_is_not_published(monkeypatch):
+    from backend import localities
+    monkeypatch.setattr(localities, "LOCALITY_OUTCODES",
+                        {"nowhere": ("Nowhere", ("ZZ99",))})
+    reg = build_place_registry(_df(_town(MIN_SCHOOLS, "London", "Wandsworth")))
+    assert "locality:nowhere" not in reg
+
+
+def test_a_locality_may_not_shadow_a_viable_town(monkeypatch, caplog):
+    """A colliding locality is skipped loudly, and the town survives.
+
+    This used to raise, which took down sitemap generation for all 25,000
+    school pages the first time a curated slug met a real GIAS town. Curated
+    data must not be able to break the site — and GIAS town names change with
+    no code change at all, so the raise could fire spontaneously.
+    """
+    import logging
+
+    from backend import localities
+    monkeypatch.setattr(localities, "LOCALITY_OUTCODES",
+                        {"brentwood": ("Brentwood", ("CM13",))})
+    rows = _town(MIN_SCHOOLS, "Brentwood", "Essex")
+    for r in rows:
+        r["postcode"] = "CM13 1AA"
+
+    with caplog.at_level(logging.ERROR):
+        reg = build_place_registry(_df(rows))
+
+    assert "locality:brentwood" not in reg      # skipped
+    assert "town:brentwood" in reg              # the town is untouched
+    assert "brentwood" in caplog.text           # and it was loud about it
+
+
+def test_a_locality_collision_does_not_break_the_rest_of_the_registry(monkeypatch):
+    # The whole point of skipping rather than raising.
+    from backend import localities
+    monkeypatch.setattr(localities, "LOCALITY_OUTCODES",
+                        {"brentwood": ("Brentwood", ("CM13",))})
+    rows = _town(MIN_SCHOOLS, "Brentwood", "Essex")
+    for r in rows:
+        r["postcode"] = "CM13 1AA"
+    reg = build_place_registry(_df(rows))
+    assert "authority:essex" in reg
+    assert "outcode:cm13" in reg
+
+
+def test_outcode_places_are_built_from_postcodes():
+    rows = _town(MIN_SCHOOLS, "Brentwood", "Essex")
+    for r in rows:
+        r["postcode"] = "CM13 1AA"
+    reg = build_place_registry(_df(rows))
+    assert reg["outcode:cm13"].name == "CM13"
+    assert len(reg["outcode:cm13"].urns) == MIN_SCHOOLS
+
+
+def test_malformed_postcodes_do_not_create_places():
+    rows = _town(MIN_SCHOOLS, "Brentwood", "Essex")
+    for r in rows:
+        r["postcode"] = "not a postcode"
+    reg = build_place_registry(_df(rows))
+    assert not any(k.startswith("outcode:") for k in reg)
+
+
+def test_every_curated_locality_is_structurally_valid():
+    # Guards the hand-maintained file: real slug, real name, real outcodes.
+    import re
+    from backend.localities import LOCALITY_OUTCODES
+
+    assert LOCALITY_OUTCODES, "the curated locality list must not be empty"
+    for slug, (name, outcodes) in LOCALITY_OUTCODES.items():
+        assert re.fullmatch(r"[a-z0-9-]+", slug), slug
+        assert name.strip() == name and name, slug
+        assert outcodes, f"{slug} has no outcodes"
+        for oc in outcodes:
+            assert re.fullmatch(r"[A-Z]{1,2}\d{1,2}[A-Z]?", oc), (slug, oc)
+
+
+def test_the_pipeline_seed_mirrors_the_canonical_module():
+    """Two copies with no drift guard is worse than one copy.
+
+    backend/localities.py is canonical because the backend image does not
+    contain pipeline/. The seed exists so the warehouse can join on the same
+    definitions, and this is what stops the two diverging — the same
+    arrangement assert_gias_code_names_match_seed.sql gives gias_codes.
+    """
+    import csv
+    from pathlib import Path
+
+    from backend.localities import LOCALITY_OUTCODES
+
+    seed_path = (Path(__file__).resolve().parents[2]
+                 / "pipeline/transform/seeds/locality_outcodes.csv")
+    assert seed_path.exists(), f"missing seed mirror at {seed_path}"
+
+    seed = {
+        row["locality_slug"]: (row["locality_name"],
+                               tuple(row["outcodes"].split("|")))
+        for row in csv.DictReader(seed_path.open())
+    }
+    assert seed == LOCALITY_OUTCODES
+
+
+def test_no_curated_locality_names_a_london_borough():
+    """Boroughs are authorities and already have a page.
+
+    A locality defined by two or three outcodes inside a borough would be a
+    partial, near-duplicate subset of that authority page — the exact
+    thin-content failure the two-namespace design exists to avoid. Hackney,
+    Islington, Greenwich and Ealing were all in the first draft.
+
+    Hardcoded rather than read from the corpus because this must fail in CI,
+    where there is no database.
+    """
+    from backend.localities import LOCALITY_OUTCODES
+
+    boroughs = {
+        "barking-and-dagenham", "barnet", "bexley", "brent", "bromley",
+        "camden", "croydon", "ealing", "enfield", "greenwich", "hackney",
+        "hammersmith-and-fulham", "haringey", "harrow", "havering",
+        "hillingdon", "hounslow", "islington", "kensington-and-chelsea",
+        "kingston-upon-thames", "lambeth", "lewisham", "merton", "newham",
+        "redbridge", "richmond-upon-thames", "southwark", "sutton",
+        "tower-hamlets", "waltham-forest", "wandsworth", "westminster",
+    }
+    named = boroughs & set(LOCALITY_OUTCODES)
+    assert not named, (
+        f"these are boroughs, not districts: {sorted(named)} - they already "
+        "have an authority page covering every school"
+    )

backend/tests/test_places_api.py

@@ -0,0 +1,71 @@
+"""Tests for the places API (spec 2026-08-21)."""
+
+import numpy as np
+import pandas as pd
+import pytest
+from fastapi.testclient import TestClient
+
+
+def _schools_df() -> pd.DataFrame:
+    base = {
+        "local_authority": "Essex", "school_type": "Academy",
+        "phase": "Primary", "year": 202425, "ofsted_grade": 2.0,
+        "ofsted_date": None, "attainment_8_score": np.nan,
+        "town": "Brentwood", "postcode": "CM13 1AA", "status": "Open",
+        "address": "1 Test Street", "latitude": 51.6, "longitude": 0.3,
+    }
+    return pd.DataFrame([
+        {**base, "urn": 100000 + i, "school_name": f"Brentwood School {i}",
+         "rwm_expected_pct": 50.0 + i}
+        for i in range(6)
+    ])
+
+
+@pytest.fixture()
+def client(monkeypatch):
+    from backend import app as app_module
+
+    monkeypatch.setattr(app_module, "load_school_data", _schools_df)
+    monkeypatch.setattr(app_module, "load_latest_school_data", _schools_df)
+    monkeypatch.setattr(app_module, "_place_registry", None)
+    return TestClient(app_module.app, raise_server_exceptions=False)
+
+
+def test_registry_lists_each_published_place(client):
+    body = client.get("/api/places").json()
+    slugs = {(p["kind"], p["slug"]) for p in body["places"]}
+    assert ("town", "brentwood") in slugs
+    assert ("authority", "essex") in slugs
+    assert ("outcode", "cm13") in slugs
+
+
+def test_registry_carries_a_count_per_place(client):
+    body = client.get("/api/places").json()
+    town = next(p for p in body["places"] if p["slug"] == "brentwood")
+    assert town["count"] == 6
+
+
+def test_place_detail_returns_its_schools_ranked(client):
+    body = client.get("/api/places/town/brentwood").json()
+    assert body["place"]["name"] == "Brentwood"
+    scores = [s["rwm_expected_pct"] for s in body["schools"]]
+    assert scores == sorted(scores, reverse=True)
+
+
+def test_place_detail_carries_the_local_average(client):
+    body = client.get("/api/places/town/brentwood").json()
+    # 50..55 inclusive
+    assert body["averages"]["rwm_expected_pct"] == pytest.approx(52.5)
+
+
+def test_phase_filter_narrows_the_school_list(client):
+    body = client.get("/api/places/town/brentwood?phase=secondary").json()
+    assert body["schools"] == []
+
+
+def test_unknown_place_404s(client):
+    assert client.get("/api/places/town/atlantis").status_code == 404
+
+
+def test_unknown_kind_404s(client):
+    assert client.get("/api/places/planet/mars").status_code == 404

backend/tests/test_sitemap.py

@@ -59,9 +59,14 @@ def static_child(monkeypatch) -> str:
 def test_every_loc_uses_the_www_host(sitemaps):
     # The apex 301s to www. A <loc> that redirects burns a crawl per URL.
     # Checked across every file, index included, not just one.
+    #
+    # A child can legitimately be empty — this fixture holds two schools and no
+    # town clearing the threshold — so the presence check applies only to files
+    # that carry URLs. The absence check applies to all of them.
     for name, xml in sitemaps.items():
-        assert "https://www.schoolcompare.co.uk" in xml, name
         assert "https://schoolcompare.co.uk" not in xml, name
+        if "<loc>" in xml:
+            assert "https://www.schoolcompare.co.uk" in xml, name
 
 
 def test_school_with_results_is_listed(schools_child):
@@ -217,3 +222,49 @@ def test_school_with_no_results_in_any_year_is_still_omitted(monkeypatch):
     monkeypatch.setattr(app_module, "load_school_data", lambda: df)
 
     assert "/school/100002" not in app_module.build_sitemaps()["schools-1.xml"]
+
+
+def _places_df() -> pd.DataFrame:
+    base = {
+        "local_authority": "Essex", "school_type": "Academy",
+        "phase": "Primary", "year": 202425, "ofsted_grade": 2.0,
+        "ofsted_date": None, "attainment_8_score": np.nan,
+        "town": "Brentwood", "postcode": "CM13 1AA",
+    }
+    return pd.DataFrame([
+        {**base, "urn": 100000 + i, "school_name": f"Brentwood School {i}",
+         "rwm_expected_pct": 60.0}
+        for i in range(6)
+    ])
+
+
+@pytest.fixture()
+def place_sitemaps(monkeypatch) -> dict:
+    from backend import app as app_module
+
+    monkeypatch.setattr(app_module, "load_school_data", _places_df)
+    monkeypatch.setattr(app_module, "_place_registry", None)
+    return app_module.build_sitemaps()
+
+
+def test_place_children_are_listed_in_the_index(place_sitemaps):
+    index = place_sitemaps["sitemap.xml"]
+    assert "/sitemaps/places-1.xml" in index
+    assert "/sitemaps/outcodes-1.xml" in index
+
+
+def test_town_and_authority_urls_use_their_own_namespaces(place_sitemaps):
+    xml = place_sitemaps["places-1.xml"]
+    assert "<loc>https://www.schoolcompare.co.uk/schools/brentwood</loc>" in xml
+    assert "<loc>https://www.schoolcompare.co.uk/schools/authority/essex</loc>" in xml
+
+
+def test_outcode_urls_live_in_their_own_child(place_sitemaps):
+    assert "/schools/near/cm13" in place_sitemaps["outcodes-1.xml"]
+    assert "/schools/near/cm13" not in place_sitemaps["places-1.xml"]
+
+
+def test_place_urls_carry_no_priority_or_changefreq(place_sitemaps):
+    for name in ("places-1.xml", "outcodes-1.xml"):
+        assert "<priority>" not in place_sitemaps[name]
+        assert "<changefreq>" not in place_sitemaps[name]

docs/superpowers/specs/2026-08-21-w2-location-layer-design.md

@@ -0,0 +1,278 @@
+# W2: The Location Layer — Design
+
+Date: 2026-08-21
+Status: awaiting review
+Supersedes: workstream W2 in `2026-08-20-seo-programme-design.md`
+
+Scope note: this covers four page families in one spec. Splitting them — towns
+and authorities first, outcodes and localities after — was proposed and
+declined in favour of building the layer in one pass. The decomposition
+argument was that the curated locality seed needs human review and would hold
+up 783 pages of measured demand behind it; that risk is accepted here, and the
+implementation plan should sequence the seed early enough that review time
+does not become the critical path.
+
+## Problem
+
+Location intent is the largest unserved demand the site has. In the 16-month
+Search Console baseline it draws **874 impressions, one click, average
+position 49.5**. The site does not compete.
+
+Unlike named-school queries — which the same baseline showed to be
+navigational and unwinnable, since a parent typing "audley junior school"
+wants that school's own website — location queries have no incumbent owner.
+Nobody owns "primary schools in Brentwood" the way a school owns its name.
+
+The cause is structural: the site has no page about a place. Every competitor
+ranking above it does.
+
+## What the demand actually looks like
+
+Every location query in the baseline is **town or district level**. Not one is
+an administrative area:
+
+| Query | Impressions | Position |
+|-------|-------------|----------|
+| colleges in solihull | 112 | 51.2 |
+| schools in ramsey | 64 | 42.5 |
+| schools in crosby | 57 | 47.7 |
+| primary schools in beccles | 44 | 40.9 |
+| private schools in battersea | 41 | 71.9 |
+| secondary schools in brentwood | 37 | 56.1 |
+| secondary schools in canary wharf | 30 | 35.9 |
+
+Three patterns follow directly, and they drive the whole design.
+
+**Towns, not authorities.** The superseded W2 put `/schools/[la]` first and
+towns second. The data inverts that. Brentwood appears four times in different
+phrasings; Beccles twice. Both are towns, not authorities.
+
+**Phase is part of the query**, not a filter applied afterwards: "primary
+schools in beccles", "secondary schools in brentwood", "colleges in solihull".
+
+**London is searched by district** — Battersea, Canary Wharf — and the GIAS
+`town` field cannot serve it at all.
+
+## Measured sizing
+
+Counted against the live corpus of 25,185 schools, not estimated.
+
+| Family | Viable (≥5 schools) | Below threshold |
+|--------|--------------------|-----------------|
+| Towns | **783** | 907 → redirect to authority |
+| Outcodes | **1,760** | 305 |
+| Local authorities | 154 | — |
+| London localities | ~100–150 (curated) | — |
+
+With phase variants — 783 town pages plus roughly 700 primary and 250
+secondary variants, 154 authorities across three variants, 1,760 outcodes and
+the curated localities — the total lands near **4,000 pages**. Phase variants
+need their own threshold: there are 17,426 primaries but only 4,456 secondaries nationally,
+so most towns will support a primary page and not a secondary one.
+
+## Two design problems this spec exists to solve
+
+### 1. Town and authority names collide, and neither contains the other
+
+67 viable towns share a name with a local authority. The obvious fix — let the
+authority absorb the town, since it sounds like a superset — **does not work**:
+
+| Place | Schools in the town | Schools in the authority |
+|-------|--------------------|-----------------------|
+| Bedford | 104 | 86 |
+| Birmingham | 520 | 518 |
+| Derby | 157 | 119 |
+| Doncaster | 152 | 145 |
+
+The authority is the larger set in only 43 of the 67. Postal towns cross
+authority boundaries, so these are overlapping sets that happen to share a
+name. Publishing both into one namespace produces near-duplicate pages, which
+is the specific failure that sinks programmatic SEO.
+
+**Resolution: two namespaces.**
+
+```
+/schools/[place]              towns and London localities
+/schools/[place]/primary
+/schools/[place]/secondary
+/schools/authority/[la]       local authorities
+/schools/authority/[la]/primary
+/schools/authority/[la]/secondary
+/schools/near/[outcode]
+```
+
+Outcodes carry no phase variants: nobody searches "primary schools in SW11",
+so the variants would be pages without demand.
+
+Every collision disappears by construction. `/schools/[place]` keeps the clean
+URL for the pattern that carries the demand; authorities get a namespace whose
+purpose is genuinely different — admissions are authority-run, and the
+authority page is the one that can speak to catchment policy and LA averages.
+
+A place page and an authority page of the same name must each say plainly
+which set of schools they cover, or they read as duplicates to a reader even
+when they differ in fact.
+
+### 2. London has no locality field
+
+`town` collapses **1,819 London schools into the single value "London"**. A
+page listing all of them is useless, and borough pages do not help because
+people search "Battersea", not "Wandsworth".
+
+No single field solves it:
+
+| Search term | `parliamentary_constituency` | postcodes.io `admin_ward` |
+|-------------|------------------------------|---------------------------|
+| Battersea | **Battersea** ✓ | Northcote / Wandsworth Town ✗ |
+| Canary Wharf | Poplar and Limehouse ✗ | **Canary Wharf** ✓ |
+| Vauxhall | Vauxhall and Camberwell Green ✗ | **Vauxhall** ✓ |
+
+And neither covers Clapham, Shoreditch or Peckham, which are postal and
+colloquial rather than administrative.
+
+**Resolution: a curated seed mapping locality to outcodes.**
+
+```
+pipeline/transform/seeds/locality_outcodes.csv
+locality_slug,locality_name,outcodes,region
+battersea,Battersea,"SW11|SW8",London
+canary-wharf,Canary Wharf,"E14",London
+clapham,Clapham,"SW4|SW9",London
+```
+
+This needs **no new ingestion** — the corpus already has postcodes. It puts
+the fuzzy, contested part of the problem in a reviewable file rather than in
+derived logic, which suits it: locality boundaries are a judgement, not a
+fact. The repo already uses dbt seeds for curated reference data
+(`la_code_names.csv`, `gias_code_names.csv`), so this follows an established
+pattern.
+
+The seed generalises past London. Any colloquial place — Jesmond, Chorlton,
+Clifton — can be defined by its outcodes without a schema change.
+
+**Constraint:** a locality slug may not collide with a viable town slug. The
+place registry enforces this and fails the build rather than silently
+shadowing a town.
+
+## Architecture
+
+### The place registry
+
+One module owns the question "what places do we publish, and what is in each".
+Everything else reads from it: the pages, the sitemap, the internal links.
+
+```
+backend/places.py
+
+  Place = { kind: "town"|"locality"|"authority"|"outcode",
+            slug, name, urn_list, parent_authority | None }
+
+  build_place_registry(df) -> dict[str, Place]
+  place_schools(slug, phase=None) -> list[School]
+```
+
+Built once at startup from the same DataFrame the sitemap uses, and rebuilt by
+the existing `/api/admin/regenerate-sitemap` path after a pipeline run.
+Registry construction is where the threshold, the collision rules and the
+seed's uniqueness constraint are enforced — in one place, testable without a
+browser or a database.
+
+### API
+
+```
+GET /api/places                    the registry: slug, kind, name, count
+GET /api/places/{slug}?phase=      aggregate + ranked schools for one place
+```
+
+`/api/places` is what the sitemap and the internal-link modules enumerate.
+
+### Routes
+
+Next App Router, ISR with the same 7-day revalidate the school pages use.
+`generateStaticParams` gated behind an env flag, matching
+`PRERENDER_SCHOOLS`, because 3,900 more routes cannot be statically built in
+CI on every deploy.
+
+## What each page must contain
+
+A place page that is a name substituted into a template is the thing Google's
+helpful-content stance exists to demote. Each page carries computed local
+facts that exist nowhere else on the site:
+
+- **H1** matching the query: "Primary schools in Brentwood"
+- **Counts framed usefully**: "29 schools, 4 rated Outstanding"
+- **A ranked table** of the top 20 on the phase's headline metric —
+  `rwm_expected_pct` for primary, `attainment_8_score` for secondary, and for
+  an unphased place page the metric matching whichever phase it holds more of
+- **The local average against the England average** — the one number a parent
+  cannot get from a list
+- **Ofsted grade distribution** for the place
+- **A map**
+- **Links to neighbouring places** and to the parent authority
+- **An FAQ block**, feeding `FAQPage` structured data
+- **A link to every school page in scope** — this is what finally de-orphans
+  the 23,000 school pages the original spec identified as near-orphans
+
+## Thin-page controls
+
+Three, and they are the difference between a location layer and index bloat:
+
+1. **Five schools with current data minimum.** Below it, 301 to the parent
+   authority. This drops 907 towns and 305 outcodes.
+2. **Per-phase thresholds.** A town with 30 primaries and 2 secondaries
+   publishes a primary page and no secondary page.
+3. **No page without a local average.** If a place has too few schools with
+   results to compute one, it has nothing to say that a list does not, and it
+   falls back to the authority.
+
+## Sitemap
+
+Two new children in the existing index: `/sitemaps/places-{n}.xml` and
+`/sitemaps/outcodes-{n}.xml`. Per-family children are why the index was built
+in W1 — Search Console reports coverage per submitted sitemap, so indexation
+of the location layer is measurable separately from the school pages.
+
+## Testing
+
+Per `CLAUDE.md`, user-facing behaviour extends `e2e/tests/journeys.spec.ts` in
+the same PR.
+
+**Unit (registry, no DB):** threshold enforcement; a sub-threshold town
+resolves to its authority; a locality slug colliding with a town fails the
+build; Bedford's town and authority pages hold different URN sets; per-phase
+thresholds.
+
+**Backend:** `/api/places` shape; `/api/places/{slug}` aggregate correctness
+against a fixture; unknown slug 404s.
+
+**e2e:** a known town, authority, locality and outcode page each render with
+the expected count; a below-threshold town 301s; every place page declares a
+canonical and appears in the sitemap; `/schools/bedford` and
+`/schools/authority/bedford` both resolve and state which set they cover.
+
+## Risks
+
+**Index bloat** is the failure mode of every programmatic SEO programme. The
+three controls above are the answer, and the per-family sitemap is how we find
+out early if they were not enough.
+
+**Helpful-content exposure.** Templated location pages are exactly what
+Google's stance targets. The mitigation is that every page carries real
+computed local data — counts, distributions, local-versus-national comparison
+— rather than a name dropped into boilerplate. If indexation of the places
+sitemap stalls below roughly half, that is the signal to stop and rethink
+rather than to add more pages.
+
+**Build cost.** ~4,000 additional ISR routes on top of 23,000 school pages.
+The env-flag gate on `generateStaticParams` keeps CI viable.
+
+**Curation drift.** The locality seed is hand-maintained and will go stale as
+places change. It is small and reviewable, and a dbt test asserts every seed
+outcode matches at least one school so a typo fails the pipeline rather than
+publishing an empty page.
+
+## Out of scope
+
+Catchment-area estimation. It is a strong driver for this cluster and
+`fact_admissions` carries the distances, but it is a modelling problem with
+real accuracy risk and deserves its own design.

e2e/tests/journeys.spec.ts

@@ -1726,3 +1726,119 @@ test('a school page on staging is noindexed too, not just the homepage', async (
   const res = await page.request.get(`/school/${first.urn}-x`);
   expect(res.headers()['x-robots-tag']).toContain('noindex');
 });
+
+/*
+ * W8 — the C1 pages must ship a description, and it must differentiate.
+ *
+ * Baseline was 0.43% CTR at position 6.1 on "compare school performance",
+ * against 9.16% for the brand query from the same neighbourhood. The SERP is
+ * owned by the DfE's own service, so a description that paraphrases it earns
+ * nothing. Google may rewrite a snippet, but it cannot use one we never sent.
+ */
+test('every C1 page ships a description, and none opens its title with the brand', async ({ page }) => {
+  for (const path of ['/', '/compare', '/rankings', '/admissions']) {
+    await page.goto(path);
+
+    const desc = await page.locator('meta[name="description"]').first()
+      .getAttribute('content');
+    expect(desc, `${path} must ship a description`).toBeTruthy();
+    expect(desc!.length, `${path} description too short to be worth reading`)
+      .toBeGreaterThan(100);
+
+    const title = await page.title();
+    expect(title.toLowerCase().startsWith('schoolcompare'),
+      `${path} spends its most valuable pixels on the brand`).toBe(false);
+  }
+});
+
+test('the homepage snippet names what gov.uk does not publish', async ({ page }) => {
+  await page.goto('/');
+  const desc = await page.locator('meta[name="description"]').first()
+    .getAttribute('content');
+  // Admissions distance is the one fact the DfE service has no equivalent for.
+  expect(desc).toMatch(/close you had to live|distance/i);
+});
+
+/*
+ * The location layer (spec 2026-08-21, W2).
+ *
+ * Location intent sat at position 49.5 with one click across the whole 16-month
+ * baseline — the site published no page about a place. These assert the four
+ * families render, stay in their own namespaces, and reach the sitemap.
+ */
+async function firstPlaceOfKind(page: Page, kind: string) {
+  const res = await page.request.get('/api/places');
+  expect(res.ok()).toBeTruthy();
+  const { places } = await res.json();
+  const hit = places.find((p: { kind: string }) => p.kind === kind);
+  expect(hit, `no ${kind} in the registry`).toBeTruthy();
+  return hit as { kind: string; slug: string; name: string; count: number };
+}
+
+for (const [kind, prefix, article] of [
+  ['town', '/schools/', 'a'],
+  ['authority', '/schools/authority/', 'an'],
+  ['outcode', '/schools/near/', 'an'],
+] as const) {
+  test(`${article} ${kind} page renders with its school count`, async ({ page }) => {
+    const place = await firstPlaceOfKind(page, kind);
+    await page.goto(`${prefix}${place.slug}`);
+    await expect(page.locator('h1')).toContainText(place.name, { ignoreCase: true });
+    await expect(page.locator('a[href^="/school/"]').first()).toBeVisible();
+  });
+}
+
+test('a town and an authority sharing a name are different pages', async ({ page }) => {
+  // 67 real collisions, and the authority is the larger set in only 43 — so
+  // one namespace would have published near-duplicates.
+  const { places } = await (await page.request.get('/api/places')).json();
+  const townSlugs = new Set(
+    places.filter((p: { kind: string }) => p.kind === 'town')
+      .map((p: { slug: string }) => p.slug));
+  const clash = places.find((p: { kind: string; slug: string }) =>
+    p.kind === 'authority' && townSlugs.has(p.slug));
+  test.skip(!clash, 'no town/authority name collision in this environment');
+
+  const townRes = await page.request.get(`/api/places/town/${clash.slug}`);
+  const laRes = await page.request.get(`/api/places/authority/${clash.slug}`);
+  expect(townRes.ok() && laRes.ok()).toBeTruthy();
+  const townUrns = (await townRes.json()).schools.map((s: { urn: number }) => s.urn).sort();
+  const laUrns = (await laRes.json()).schools.map((s: { urn: number }) => s.urn).sort();
+  expect(townUrns).not.toEqual(laUrns);
+});
+
+test('a place below the threshold has no page', async ({ page }) => {
+  // Crosby holds one school; publishing it would be a page with nothing to say.
+  const res = await page.request.get('/api/places/town/crosby');
+  expect(res.status()).toBe(404);
+});
+
+test('place pages declare a canonical and reach the sitemap', async ({ page }) => {
+  const place = await firstPlaceOfKind(page, 'town');
+  await page.goto(`/schools/${place.slug}`);
+  const canonical = await page.locator('link[rel="canonical"]').first()
+    .getAttribute('href');
+  expect(canonical).toBe(`https://www.schoolcompare.co.uk/schools/${place.slug}`);
+
+  const xml = await (await page.request.get('/sitemaps/places-1.xml')).text();
+  expect(xml).toContain(`/schools/${place.slug}`);
+});
+
+test('the place page ships ItemList structured data that parses', async ({ page }) => {
+  const place = await firstPlaceOfKind(page, 'town');
+  await page.goto(`/schools/${place.slug}`);
+  const raw = await page.locator('script[type="application/ld+json"]').first()
+    .textContent();
+  const parsed = JSON.parse(raw!);
+  const types = (parsed['@graph'] ?? []).map((n: { '@type': string }) => n['@type']);
+  expect(types).toContain('ItemList');
+  expect(types).toContain('BreadcrumbList');
+});
+
+test('a place page states the local average against England', async ({ page }) => {
+  // The one number a list cannot give, and the reason these pages are not
+  // a name dropped into a template.
+  const place = await firstPlaceOfKind(page, 'town');
+  await page.goto(`/schools/${place.slug}`);
+  await expect(page.getByTestId('local-vs-england')).toContainText(/across England/i);
+});

nextjs-app/__tests__/app/metadata.test.ts

@@ -51,3 +51,80 @@ describe('/compare indexability', () => {
       .toBe('https://www.schoolcompare.co.uk/compare');
   });
 });
+
+/*
+ * W8 — snippet copy for the C1 cluster.
+ *
+ * The baseline (GSC, 16 months to 2026-08-20) showed these pages ranking on
+ * page one and converting at a tenth of the normal rate: "compare school
+ * performance" at position 6.1 with 0.43% CTR, against 9.16% for the brand
+ * query from the same neighbourhood. The SERP is dominated by the DfE's own
+ * "Compare school performance" service, so the job of this copy is to say
+ * what that service does not offer, without losing intent match on the title.
+ *
+ * These tests guard the mechanics that make a snippet work — length, intent
+ * keyword, differentiator, no brand-first — not the exact wording, which
+ * should stay free to iterate.
+ */
+
+// Google truncates titles near 60 characters and descriptions near 155.
+const TITLE_MAX = 60;
+const DESC_MIN = 110;
+const DESC_MAX = 155;
+
+type Meta = { title?: unknown; description?: unknown };
+const titleOf = (m: Meta): string => {
+  const t = m.title as string | { absolute?: string } | undefined;
+  return typeof t === 'string' ? t : (t?.absolute ?? '');
+};
+
+describe('C1 snippet copy', () => {
+  const pages: Array<[string, Meta, RegExp]> = [
+    ['home', homeMetadata as Meta, /compare schools/i],
+    ['rankings', rankingsMetadata as Meta, /league table/i],
+    ['admissions', admissionsMetadata as Meta, /admission/i],
+  ];
+
+  for (const [name, meta, intent] of pages) {
+    it(`${name}: title carries the search intent and fits the SERP`, () => {
+      const t = titleOf(meta);
+      expect(t).toMatch(intent);
+      expect(t.length).toBeLessThanOrEqual(TITLE_MAX);
+    });
+
+    it(`${name}: title does not open with the brand`, () => {
+      // The measured 0.43% CTR came from a brand-first title. The most
+      // valuable pixels go to the thing the searcher typed.
+      expect(titleOf(meta).toLowerCase().startsWith('schoolcompare')).toBe(false);
+    });
+
+    it(`${name}: description is long enough to be worth reading, short enough to survive`, () => {
+      const d = meta.description as string;
+      expect(d.length).toBeGreaterThanOrEqual(DESC_MIN);
+      expect(d.length).toBeLessThanOrEqual(DESC_MAX);
+    });
+  }
+
+  it('the homepage description names what gov.uk does not publish', () => {
+    // Admissions distance is the one fact the DfE service has no equivalent
+    // for. If it ever leaves this description, the snippet is competing with
+    // gov.uk on gov.uk's own ground.
+    expect(homeMetadata.description).toMatch(/close you had to live|distance/i);
+  });
+
+  it('/compare targets the tool phrasing rather than repeating the homepage', () => {
+    // Two pages chasing one phrase is how a site competes with itself.
+    return compareMetadata({ searchParams: Promise.resolve({}) }).then((m) => {
+      expect(m.title).toMatch(/comparison tool/i);
+      expect(m.title).not.toBe(titleOf(homeMetadata as Meta));
+    });
+  });
+
+  it('no C1 page claims a school count that will drift', () => {
+    // The corpus moves with every data refresh; this repo has already shipped
+    // one copy bug of that kind ("three schools" against MAX_SCHOOLS = 5).
+    for (const [, meta] of pages) {
+      expect(meta.description as string).not.toMatch(/\b\d{2},\d{3}\b|\b\d{2},000\b/);
+    }
+  });
+});

nextjs-app/__tests__/app/placeMetadata.test.ts

@@ -0,0 +1,30 @@
+import { generateMetadata as placeMeta } from '@/app/schools/[place]/page';
+
+jest.mock('@/lib/places', () => ({
+  ...jest.requireActual('@/lib/places'),
+  fetchPlace: jest.fn(async (kind: string, slug: string) =>
+    slug === 'atlantis' ? null : ({
+      place: { kind, slug, name: 'Brentwood', count: 29,
+               parent_authority: 'Essex' },
+      schools: [], averages: { rwm_expected_pct: 63, attainment_8_score: null },
+    })),
+  fetchPlaces: jest.fn(async () => []),
+}));
+
+describe('place page metadata', () => {
+  it('titles the page the way the place is searched', async () => {
+    const m = await placeMeta({ params: Promise.resolve({ place: 'brentwood' }) });
+    expect(m.title).toMatch(/schools in brentwood/i);
+  });
+
+  it('canonicalises to its own path on the www host', async () => {
+    const m = await placeMeta({ params: Promise.resolve({ place: 'brentwood' }) });
+    expect(m.alternates?.canonical)
+      .toBe('https://www.schoolcompare.co.uk/schools/brentwood');
+  });
+
+  it('an unknown place gets a not-found title rather than inventing one', async () => {
+    const m = await placeMeta({ params: Promise.resolve({ place: 'atlantis' }) });
+    expect(m.title).toMatch(/not found/i);
+  });
+});

nextjs-app/__tests__/components/PlaceView.test.tsx

@@ -0,0 +1,93 @@
+import { render, screen } from '@testing-library/react';
+import { PlaceView } from '@/components/places/PlaceView';
+import type { PlaceDetail } from '@/lib/places';
+
+const detail: PlaceDetail = {
+  place: { kind: 'town', slug: 'brentwood', name: 'Brentwood', count: 29,
+           parent_authority: 'Essex' },
+  schools: [
+    { urn: 1, school_name: 'Alpha Primary', rwm_expected_pct: 82,
+      ofsted_grade: 1 } as never,
+    { urn: 2, school_name: 'Beta Primary', rwm_expected_pct: 44,
+      ofsted_grade: 3 } as never,
+  ],
+  averages: { rwm_expected_pct: 63, attainment_8_score: null },
+};
+
+describe('PlaceView', () => {
+  it('leads with an H1 that matches how the place is searched', () => {
+    render(<PlaceView detail={detail} phase="primary" englandAverage={61}
+      neighbours={[]} />);
+    expect(screen.getByRole('heading', { level: 1 }))
+      .toHaveTextContent(/primary schools in brentwood/i);
+  });
+
+  it('states the count so the page says something before the table', () => {
+    render(<PlaceView detail={detail} phase="primary" englandAverage={61}
+      neighbours={[]} />);
+    expect(screen.getByText(/29 schools/i)).toBeInTheDocument();
+  });
+
+  it('compares the local average against England, which a list cannot', () => {
+    render(<PlaceView detail={detail} phase="primary" englandAverage={61}
+      neighbours={[]} />);
+    expect(screen.getByTestId('local-vs-england')).toHaveTextContent('63');
+    expect(screen.getByTestId('local-vs-england')).toHaveTextContent('61');
+  });
+
+  it('links every school in scope, which is what de-orphans them', () => {
+    render(<PlaceView detail={detail} phase="primary" englandAverage={61}
+      neighbours={[]} />);
+    expect(screen.getAllByRole('link', { name: /Primary$/ })).toHaveLength(2);
+  });
+
+  it('links to the parent authority so the place sits in a hierarchy', () => {
+    render(<PlaceView detail={detail} phase="primary" englandAverage={61}
+      neighbours={[]} />);
+    expect(screen.getByRole('link', { name: /Essex/i }))
+      .toHaveAttribute('href', '/schools/authority/essex');
+  });
+
+  it('shows the Ofsted distribution, not just a count of Outstanding', () => {
+    render(<PlaceView detail={detail} phase="primary" englandAverage={61}
+      neighbours={[]} />);
+    expect(screen.getByTestId('ofsted-distribution')).toBeInTheDocument();
+  });
+
+  it('links to neighbouring places so the page is not a dead end', () => {
+    render(<PlaceView detail={detail} phase="primary" englandAverage={61}
+      neighbours={[{ kind: 'town', slug: 'romford', name: 'Romford', count: 40 }]} />);
+    expect(screen.getByRole('link', { name: /Romford/ }))
+      .toHaveAttribute('href', '/schools/romford');
+  });
+
+  it('says nothing about an average it does not have', () => {
+    render(<PlaceView detail={{ ...detail, averages:
+      { rwm_expected_pct: null, attainment_8_score: null } }}
+      phase="primary" englandAverage={61} neighbours={[]} />);
+    expect(screen.queryByTestId('local-vs-england')).not.toBeInTheDocument();
+  });
+});
+
+describe('PlaceView structured data', () => {
+  function jsonLd() {
+    const { container } = render(<PlaceView detail={detail} phase="primary"
+      englandAverage={61} neighbours={[]} />);
+    const el = container.querySelector('script[type="application/ld+json"]');
+    return JSON.parse(el!.textContent!);
+  }
+
+  it('declares the page as a ranked list, not prose', () => {
+    const types = jsonLd()['@graph'].map((n: { '@type': string }) => n['@type']);
+    expect(types).toContain('ItemList');
+    expect(types).toContain('BreadcrumbList');
+  });
+
+  it('gives every listed school an absolute URL on the canonical host', () => {
+    const list = jsonLd()['@graph'].find((n: { '@type': string }) => n['@type'] === 'ItemList');
+    expect(list.itemListElement).toHaveLength(2);
+    for (const item of list.itemListElement) {
+      expect(item.url).toMatch(/^https:\/\/www\.schoolcompare\.co\.uk\/school\//);
+    }
+  });
+});

nextjs-app/app/admissions/page.tsx

@@ -5,9 +5,11 @@ import { AdmissionsView } from '@/components/AdmissionsView';
 export const dynamic = 'force-static';
 
 export const metadata: Metadata = {
-  title: 'School Admissions Guide',
+  // Deadlines and offer days are what gets searched, and what this page is
+  // genuinely best at — the countdowns are live.
+  title: { absolute: 'School Admissions Deadlines & Offer Days | schoolcompare' },
   description:
-    'Understand the Primary and Secondary school admissions process in England, with live countdowns to every key deadline and National Offer Day.',
+    'Every key date for primary and secondary school admissions in England, with live countdowns to the application deadline and National Offer Day.',
   alternates: { canonical: absoluteUrl('/admissions') },
 };
 

nextjs-app/app/compare/page.tsx

@@ -30,9 +30,12 @@ export async function generateMetadata(
   const { urns } = await searchParams;
 
   const base: Metadata = {
-    title: 'Compare Schools',
+    // Deliberately not the homepage's phrase. Two pages chasing "compare
+    // schools" is how a site competes with itself; this one takes the tool
+    // phrasing instead.
+    title: 'School Comparison Tool — Up to Five at Once | schoolcompare',
     description:
-      'Compare schools in England side by side — Ofsted inspections, KS2 and GCSE results against the England average, admissions odds and school community.',
+      'Put up to five English schools in one table: SATs and GCSE results against the England average, Ofsted grades, and the distance places were offered.',
     keywords:
       'school comparison, compare schools, Ofsted comparison, school admissions, KS2 comparison, primary school performance',
     alternates: { canonical: absoluteUrl('/compare') },

nextjs-app/app/layout.tsx

@@ -48,10 +48,11 @@ export const metadata: Metadata = {
     statusBarStyle: 'default',
   },
   title: {
-    default: 'schoolcompare | Compare School Performance',
+    default: 'Compare Schools Side by Side | schoolcompare',
     template: '%s | schoolcompare',
   },
-  description: 'Compare primary and secondary school SATs and GCSE performance across England',
+  description:
+    'Put five English schools on one screen — SATs, GCSE results, Ofsted grades, and how close you had to live to get a place. Free, no sign-up.',
   keywords: 'school comparison, KS2 results, KS4 results, primary school, secondary school, England schools, SATs results, GCSE results',
   authors: [{ name: 'schoolcompare' }],
   manifest: '/manifest.json',
@@ -61,16 +62,18 @@ export const metadata: Metadata = {
   metadataBase: new URL(SITE_URL),
   openGraph: {
     type: 'website',
-    title: 'schoolcompare | Compare School Performance',
-    description: 'Compare primary and secondary school SATs and GCSE performance across England',
+    title: 'Compare Schools Side by Side | schoolcompare',
+    description:
+      'Put five English schools on one screen — SATs, GCSE results, Ofsted grades, and how close you had to live to get a place.',
     url: SITE_URL,
     siteName: 'schoolcompare',
   },
   twitter: {
     // summary_large_image now that there is an image worth showing.
     card: 'summary_large_image',
-    title: 'schoolcompare | Compare School Performance',
-    description: 'Compare primary and secondary school SATs and GCSE performance across England',
+    title: 'Compare Schools Side by Side | schoolcompare',
+    description:
+      'Put five English schools on one screen — SATs, GCSE results, Ofsted grades, and how close you had to live to get a place.',
   },
 };
 

nextjs-app/app/page.tsx

@@ -34,8 +34,21 @@ interface HomePageProps {
  * saying the brand twice.
  */
 export const metadata: Metadata = {
-  title: { absolute: 'schoolcompare | Compare every school in England' },
-  description: 'Search and compare school performance across England',
+  /*
+   * Intent in the title, differentiator in the description.
+   *
+   * These queries are owned by the DfE's own "Compare school performance"
+   * service, and the old title — brand first, then a near-paraphrase of that
+   * service's name — gave a searcher no reason to pick us over it. It drew
+   * 0.43% CTR at position 6.1 while the brand query drew 9.16% from the same
+   * neighbourhood, so the ranking was never the problem.
+   *
+   * The title now matches what people type. The description carries the one
+   * fact gov.uk does not publish: how close you had to live to get a place.
+   */
+  title: { absolute: 'Compare Schools Side by Side | schoolcompare' },
+  description:
+    'Put five English schools on one screen — SATs, GCSE results, Ofsted grades, and how close you had to live to get a place. Free, no sign-up.',
   // This page reads eleven search params. They filter a result set; they do
   // not make a new document. Collapsing every combination onto "/" stops the
   // homepage competing with itself for its own head terms.

nextjs-app/app/rankings/page.tsx

@@ -18,8 +18,11 @@ interface RankingsPageProps {
 }
 
 export const metadata: Metadata = {
-  title: 'School Rankings',
-  description: 'Top-ranked schools by SATs and GCSE performance across England',
+  // 'School Rankings' matched nothing anyone types. League tables is the
+  // phrase parents actually search, and it spikes each results day.
+  title: { absolute: 'Primary & Secondary School League Tables | schoolcompare' },
+  description:
+    'Rank English schools by SATs results, GCSEs, Progress 8 or Attainment 8, and filter by local authority or year. Built from the DfE’s own figures.',
   keywords: 'school rankings, top schools, best schools, KS2 rankings, KS4 rankings, school league tables',
   // Param forms (?metric=&local_authority=&year=&phase=) collapse here for
   // now. W3 replaces them with real indexable paths.

nextjs-app/app/schools/[place]/[phase]/page.tsx

@@ -0,0 +1,61 @@
+/**
+ * Phase variants of a place page.
+ *
+ * Phase is part of the query — "primary schools in beccles", "secondary
+ * schools in brentwood" — not a filter applied afterwards, so each gets its
+ * own indexable path. A place with no schools of the phase has no page: the
+ * per-phase threshold, not an error.
+ */
+import { notFound } from 'next/navigation';
+import type { Metadata } from 'next';
+import { fetchPlace } from '@/lib/places';
+import { fetchNationalAverages } from '@/lib/api';
+import { PlaceView } from '@/components/places/PlaceView';
+import { absoluteUrl } from '@/lib/site';
+
+interface Props { params: Promise<{ place: string; phase: string }> }
+
+export const revalidate = 604800;
+export const dynamicParams = true;
+
+const PHASES = ['primary', 'secondary'] as const;
+type Phase = (typeof PHASES)[number];
+
+const isPhase = (v: string): v is Phase => (PHASES as readonly string[]).includes(v);
+
+async function resolve(slug: string, phase: Phase) {
+  return (await fetchPlace('town', slug, phase))
+    ?? (await fetchPlace('locality', slug, phase));
+}
+
+export async function generateMetadata({ params }: Props): Promise<Metadata> {
+  const { place: slug, phase } = await params;
+  if (!isPhase(phase)) return { title: 'Place Not Found' };
+  const detail = await resolve(slug, phase);
+  if (!detail || detail.schools.length === 0) return { title: 'Place Not Found' };
+
+  const word = phase === 'secondary' ? 'Secondary' : 'Primary';
+  const { name } = detail.place;
+  return {
+    title: `${word} Schools in ${name} — Ranked | schoolcompare`,
+    description:
+      `Every ${phase} school in ${name} ranked by results, with Ofsted grades and `
+      + `the local average against England.`,
+    alternates: { canonical: absoluteUrl(`/schools/${slug}/${phase}`) },
+  };
+}
+
+export default async function PlacePhasePage({ params }: Props) {
+  const { place: slug, phase } = await params;
+  if (!isPhase(phase)) notFound();
+  const detail = await resolve(slug, phase);
+  if (!detail || detail.schools.length === 0) notFound();
+
+  const national = await fetchNationalAverages().catch(() => null);
+  const englandAverage = phase === 'secondary'
+    ? national?.secondary?.attainment_8_score ?? null
+    : national?.primary?.rwm_expected_pct ?? null;
+
+  return <PlaceView detail={detail} phase={phase}
+    englandAverage={englandAverage} neighbours={[]} />;
+}

nextjs-app/app/schools/[place]/page.tsx

@@ -0,0 +1,91 @@
+/**
+ * Town and locality pages.
+ *
+ * A place below the five-school threshold is not in the registry, so
+ * fetchPlace returns null and the request 404s rather than rendering a page
+ * with nothing to say.
+ */
+import { notFound, redirect } from 'next/navigation';
+import type { Metadata } from 'next';
+import { fetchPlace, fetchPlaces, authoritySlug } from '@/lib/places';
+import { fetchNationalAverages } from '@/lib/api';
+import { PlaceView } from '@/components/places/PlaceView';
+import { absoluteUrl } from '@/lib/site';
+
+interface Props { params: Promise<{ place: string }> }
+
+// ISR: place aggregates change only when the pipeline runs.
+export const revalidate = 604800;
+export const dynamicParams = true;
+
+export async function generateStaticParams(): Promise<Array<{ place: string }>> {
+  // Off by default: ~2,000 place routes cannot be built in CI on every deploy.
+  // Matches the PRERENDER_SCHOOLS gate on the school route.
+  if (process.env.PRERENDER_PLACES !== '1') return [];
+  try {
+    return (await fetchPlaces())
+      .filter((p) => p.kind === 'town' || p.kind === 'locality')
+      .map((p) => ({ place: p.slug }));
+  } catch (error) {
+    console.warn('generateStaticParams: API unreachable, falling back to on-demand ISR.', error);
+    return [];
+  }
+}
+
+async function resolve(slug: string) {
+  return (await fetchPlace('town', slug)) ?? (await fetchPlace('locality', slug));
+}
+
+/** Other towns in the same authority — the cheapest honest definition of
+ *  "nearby", and enough to stop each place page being a dead end. */
+async function neighboursOf(detail: { place: { slug: string; parent_authority: string | null } }) {
+  if (!detail.place.parent_authority) return [];
+  const all = await fetchPlaces();
+  return all
+    .filter((p) => p.kind === 'town' && p.slug !== detail.place.slug)
+    .slice(0, 12);
+}
+
+export async function generateMetadata({ params }: Props): Promise<Metadata> {
+  const { place: slug } = await params;
+  const detail = await resolve(slug);
+  if (!detail) return { title: 'Place Not Found' };
+
+  const { name, count } = detail.place;
+  return {
+    title: `Schools in ${name} — Compare ${count} Schools | schoolcompare`,
+    description:
+      `Every school in ${name} ranked by SATs and GCSE results, with Ofsted grades, `
+      + `the local average against England, and how close you had to live to get a place.`,
+    alternates: { canonical: absoluteUrl(`/schools/${slug}`) },
+  };
+}
+
+export default async function PlacePage({ params }: Props) {
+  const { place: slug } = await params;
+  const detail = await resolve(slug);
+  if (!detail) notFound();
+
+  // Global constraint: no page without a local average. A place with too few
+  // schools carrying results has nothing to say that a list does not, so it
+  // defers to its authority rather than publishing a thin page.
+  if (detail.averages.rwm_expected_pct == null
+      && detail.averages.attainment_8_score == null) {
+    if (detail.place.parent_authority) {
+      redirect(`/schools/authority/${authoritySlug(detail.place.parent_authority)}`);
+    }
+    notFound();
+  }
+
+  const national = await fetchNationalAverages().catch(() => null);
+  // NationalAverages is nested by phase — { primary: {...}, secondary: {...} }
+  // — not flat. Reading it flat silently yields undefined and the page renders
+  // with no comparison, which is the one thing that makes it not a list.
+  return (
+    <PlaceView
+      detail={detail}
+      englandAverage={national?.primary?.rwm_expected_pct ?? null}
+      neighbours={await neighboursOf(detail)}
+    />
+  );
+}

nextjs-app/app/schools/authority/[la]/page.tsx

@@ -0,0 +1,67 @@
+/**
+ * Local authority pages.
+ *
+ * A separate namespace from /schools/[place] because 67 town names collide
+ * with an authority name and neither set contains the other — Bedford the
+ * town holds 104 schools, Bedford the authority 86, because postal towns
+ * cross authority boundaries. The title says "Local Authority" so a reader
+ * landing on both knows which set each covers.
+ */
+import { notFound } from 'next/navigation';
+import type { Metadata } from 'next';
+import { fetchPlace, fetchPlaces } from '@/lib/places';
+import { fetchNationalAverages } from '@/lib/api';
+import { PlaceView } from '@/components/places/PlaceView';
+import { absoluteUrl } from '@/lib/site';
+
+interface Props { params: Promise<{ la: string }> }
+
+export const revalidate = 604800;
+export const dynamicParams = true;
+
+export async function generateStaticParams(): Promise<Array<{ la: string }>> {
+  // Gated like every other prerender in this app. There are only ~154
+  // authorities, but "few enough to always build" still means the API must be
+  // reachable at build time, and in CI it is not — the build fails with
+  // ECONNREFUSED rather than degrading. The catch is the same fallback the
+  // school route uses.
+  if (process.env.PRERENDER_PLACES !== '1') return [];
+  try {
+    return (await fetchPlaces())
+      .filter((p) => p.kind === 'authority')
+      .map((p) => ({ la: p.slug }));
+  } catch (error) {
+    console.warn('generateStaticParams: API unreachable, falling back to on-demand ISR.', error);
+    return [];
+  }
+}
+
+export async function generateMetadata({ params }: Props): Promise<Metadata> {
+  const { la } = await params;
+  const detail = await fetchPlace('authority', la);
+  if (!detail) return { title: 'Place Not Found' };
+
+  const { name, count } = detail.place;
+  return {
+    title: `Schools in ${name} — Local Authority | schoolcompare`,
+    description:
+      `All ${count} schools in the ${name} local authority, ranked by SATs and GCSE `
+      + `results, with Ofsted grades and the authority average against England.`,
+    alternates: { canonical: absoluteUrl(`/schools/authority/${la}`) },
+  };
+}
+
+export default async function AuthorityPage({ params }: Props) {
+  const { la } = await params;
+  const detail = await fetchPlace('authority', la);
+  if (!detail) notFound();
+
+  const national = await fetchNationalAverages().catch(() => null);
+  return (
+    <PlaceView
+      detail={detail}
+      englandAverage={national?.primary?.rwm_expected_pct ?? null}
+      neighbours={[]}
+    />
+  );
+}

nextjs-app/app/schools/near/[outcode]/page.tsx

@@ -0,0 +1,62 @@
+/**
+ * Postcode district pages.
+ *
+ * No phase variants: nobody searches "primary schools in SW11", so the
+ * variants would be pages without demand. These exist to catch
+ * "schools near <postcode>" and to give London districts a geographic page
+ * where the GIAS town field cannot.
+ */
+import { notFound } from 'next/navigation';
+import type { Metadata } from 'next';
+import { fetchPlace, fetchPlaces } from '@/lib/places';
+import { fetchNationalAverages } from '@/lib/api';
+import { PlaceView } from '@/components/places/PlaceView';
+import { absoluteUrl } from '@/lib/site';
+
+interface Props { params: Promise<{ outcode: string }> }
+
+export const revalidate = 604800;
+export const dynamicParams = true;
+
+export async function generateStaticParams(): Promise<Array<{ outcode: string }>> {
+  // 1,760 of these; same CI budget argument as the town routes.
+  if (process.env.PRERENDER_PLACES !== '1') return [];
+  try {
+    return (await fetchPlaces())
+      .filter((p) => p.kind === 'outcode')
+      .map((p) => ({ outcode: p.slug }));
+  } catch (error) {
+    console.warn('generateStaticParams: API unreachable, falling back to on-demand ISR.', error);
+    return [];
+  }
+}
+
+export async function generateMetadata({ params }: Props): Promise<Metadata> {
+  const { outcode } = await params;
+  const detail = await fetchPlace('outcode', outcode);
+  if (!detail) return { title: 'Place Not Found' };
+
+  const { name, count } = detail.place;
+  return {
+    title: `Schools near ${name} | schoolcompare`,
+    description:
+      `${count} schools in the ${name} postcode district, ranked by results, with `
+      + `Ofsted grades and how close you had to live to get a place.`,
+    alternates: { canonical: absoluteUrl(`/schools/near/${outcode}`) },
+  };
+}
+
+export default async function OutcodePage({ params }: Props) {
+  const { outcode } = await params;
+  const detail = await fetchPlace('outcode', outcode);
+  if (!detail) notFound();
+
+  const national = await fetchNationalAverages().catch(() => null);
+  return (
+    <PlaceView
+      detail={detail}
+      englandAverage={national?.primary?.rwm_expected_pct ?? null}
+      neighbours={[]}
+    />
+  );
+}

nextjs-app/app/sitemaps/[...parts]/route.ts

@@ -9,7 +9,7 @@ export const runtime = 'nodejs';
  * validated here rather than passed through, so this route cannot be used to
  * reach arbitrary backend paths.
  */
-const CHILD = /^(static|schools-\d+)\.xml$/;
+const CHILD = /^(static|schools-\d+|places-\d+|outcodes-\d+)\.xml$/;
 
 export async function GET(
   _request: Request,

nextjs-app/components/places/PlaceView.module.css

@@ -0,0 +1,108 @@
+/* Tokens only — see globals.css. Matches RankingsView's conventions. */
+.container {
+  width: 100%;
+  min-width: 0;
+}
+
+.header {
+  margin-bottom: 1.5rem;
+}
+
+.header h1 {
+  font-size: 2.25rem;
+  font-weight: 700;
+  color: var(--text-primary);
+  margin-bottom: 0.5rem;
+  font-family: var(--font-display);
+  text-wrap: balance;
+}
+
+.summary {
+  font-size: 1rem;
+  color: var(--text-secondary);
+  margin: 0;
+  line-height: 1.6;
+}
+
+/* The one number a list cannot give you, so it gets its own band. */
+.compare {
+  background: var(--bg-secondary);
+  border: 1px solid var(--border);
+  border-radius: 8px;
+  padding: 0.875rem 1.125rem;
+  margin: 0 0 1.5rem;
+  color: var(--text-primary);
+  font-size: 1rem;
+}
+
+.ofsted {
+  display: flex;
+  flex-wrap: wrap;
+  gap: 0.5rem 1.25rem;
+  list-style: none;
+  padding: 0;
+  margin: 0 0 1.5rem;
+  font-size: 0.9375rem;
+  color: var(--text-secondary);
+}
+
+/* Wide content scrolls in its own container so the page body never does. */
+.tableWrap {
+  overflow-x: auto;
+  border: 1px solid var(--border);
+  border-radius: 8px;
+  background: var(--bg-card);
+}
+
+.table {
+  width: 100%;
+  border-collapse: collapse;
+  font-size: 0.9375rem;
+}
+
+.table th,
+.table td {
+  padding: 0.75rem 1rem;
+  text-align: left;
+  border-bottom: 1px solid var(--border);
+}
+
+.table th {
+  background: var(--bg-secondary);
+  color: var(--text-secondary);
+  font-weight: 600;
+  font-size: 0.8125rem;
+  text-transform: uppercase;
+  letter-spacing: 0.04em;
+}
+
+.table tbody tr:last-child td {
+  border-bottom: none;
+}
+
+.table th:last-child,
+.num {
+  text-align: right;
+  font-variant-numeric: tabular-nums;
+}
+
+.neighbours {
+  margin-top: 2rem;
+}
+
+.neighbours h2 {
+  font-size: 1.125rem;
+  font-weight: 600;
+  color: var(--text-primary);
+  margin: 0 0 0.75rem;
+  font-family: var(--font-display);
+}
+
+.neighbours ul {
+  display: flex;
+  flex-wrap: wrap;
+  gap: 0.5rem 1rem;
+  list-style: none;
+  padding: 0;
+  margin: 0;
+}

nextjs-app/components/places/PlaceView.tsx

@@ -0,0 +1,144 @@
+/**
+ * One place page, shared by all four families.
+ *
+ * They differ in what fills the registry, not in what the page shows, so a
+ * second component would be a second place to forget the same change.
+ *
+ * The local-versus-England comparison is the reason this page is not a list:
+ * it is the one number a parent cannot get by reading the schools one by one,
+ * and it is what keeps the page from reading as a name dropped into a
+ * template.
+ */
+import Link from 'next/link';
+import type { PlaceDetail, PlaceSummary } from '@/lib/places';
+import { placeUrl, authoritySlug } from '@/lib/places';
+import { schoolUrl } from '@/lib/utils';
+import { absoluteUrl } from '@/lib/site';
+import styles from './PlaceView.module.css';
+
+interface Props {
+  detail: PlaceDetail;
+  phase?: 'primary' | 'secondary';
+  englandAverage: number | null;
+  /** Nearby places, so the page links onward instead of dead-ending. */
+  neighbours: PlaceSummary[];
+}
+
+// Ofsted grades in the order they are reported.
+const OFSTED_LABELS: Array<[number, string]> = [
+  [1, 'Outstanding'], [2, 'Good'],
+  [3, 'Requires improvement'], [4, 'Inadequate'],
+];
+
+export function PlaceView({ detail, phase, englandAverage, neighbours }: Props) {
+  const { place, schools, averages } = detail;
+  const metric = phase === 'secondary' ? 'attainment_8_score' : 'rwm_expected_pct';
+  const local = averages[metric];
+  const phaseWord = phase === 'secondary' ? 'Secondary schools'
+    : phase === 'primary' ? 'Primary schools' : 'Schools';
+  const graded = OFSTED_LABELS
+    .map(([grade, label]) => [label, schools.filter((s) => s.ofsted_grade === grade).length] as const)
+    .filter(([, n]) => n > 0);
+
+  // ItemList tells Google this page is a ranked set rather than prose;
+  // BreadcrumbList puts the place in a hierarchy. Capped at 20 because that
+  // is what the page shows above the fold and what the markup should mirror.
+  const jsonLd = {
+    '@context': 'https://schema.org',
+    '@graph': [
+      {
+        '@type': 'ItemList',
+        name: `${phaseWord} in ${place.name}`,
+        numberOfItems: schools.length,
+        itemListElement: schools.slice(0, 20).map((s, i) => ({
+          '@type': 'ListItem',
+          position: i + 1,
+          url: absoluteUrl(schoolUrl(s.urn, s.school_name)),
+          name: s.school_name,
+        })),
+      },
+      {
+        '@type': 'BreadcrumbList',
+        itemListElement: [
+          { '@type': 'ListItem', position: 1, name: 'Schools',
+            item: absoluteUrl('/') },
+          { '@type': 'ListItem', position: 2, name: place.name },
+        ],
+      },
+    ],
+  };
+
+  return (
+    <div className={styles.container}>
+      <script
+        type="application/ld+json"
+        dangerouslySetInnerHTML={{ __html: JSON.stringify(jsonLd) }}
+      />
+      <header className={styles.header}>
+        <h1>{phaseWord} in {place.name}</h1>
+        <p className={styles.summary}>
+          {place.count} schools
+          {place.parent_authority && (
+            <>
+              {' · '}
+              <Link href={`/schools/authority/${authoritySlug(place.parent_authority)}`}>
+                {place.parent_authority}
+              </Link>
+            </>
+          )}
+        </p>
+      </header>
+
+      {local != null && englandAverage != null && (
+        <p className={styles.compare} data-testid="local-vs-england">
+          {place.name} averages <strong>{Math.round(local)}</strong> against{' '}
+          <strong>{Math.round(englandAverage)}</strong> across England.
+        </p>
+      )}
+
+      {graded.length > 0 && (
+        <ul className={styles.ofsted} data-testid="ofsted-distribution">
+          {graded.map(([label, n]) => (
+            <li key={label}>{label}: <strong>{n}</strong></li>
+          ))}
+        </ul>
+      )}
+
+      <div className={styles.tableWrap}>
+        <table className={styles.table}>
+          <thead>
+            <tr>
+              <th>School</th>
+              <th>{phase === 'secondary' ? 'Attainment 8' : 'RWM expected'}</th>
+            </tr>
+          </thead>
+          <tbody>
+            {schools.map((s) => (
+              <tr key={s.urn}>
+                <td>
+                  <Link href={schoolUrl(s.urn, s.school_name)}>{s.school_name}</Link>
+                </td>
+                <td className={styles.num}>
+                  {s[metric] == null ? '—' : Math.round(Number(s[metric]))}
+                </td>
+              </tr>
+            ))}
+          </tbody>
+        </table>
+      </div>
+
+      {neighbours.length > 0 && (
+        <nav className={styles.neighbours} aria-label="Nearby places">
+          <h2>Nearby</h2>
+          <ul>
+            {neighbours.map((n) => (
+              <li key={n.kind + n.slug}>
+                <Link href={placeUrl(n.kind, n.slug)}>{n.name}</Link>
+              </li>
+            ))}
+          </ul>
+        </nav>
+      )}
+    </div>
+  );
+}

nextjs-app/lib/places.ts

@@ -0,0 +1,57 @@
+/**
+ * Client for the places API.
+ *
+ * Two namespaces, matching the backend: towns and localities share
+ * /schools/[place]; authorities take /schools/authority/[la]. 67 town names
+ * collide with an authority name and neither set contains the other, so one
+ * namespace would publish near-duplicate pages.
+ */
+import type { School } from '@/lib/types';
+
+export interface PlaceSummary {
+  kind: string;
+  slug: string;
+  name: string;
+  count: number;
+}
+
+export interface PlaceDetail {
+  place: PlaceSummary & { parent_authority: string | null };
+  schools: School[];
+  averages: {
+    rwm_expected_pct: number | null;
+    attainment_8_score: number | null;
+  };
+}
+
+export function placeUrl(kind: string, slug: string, phase?: string): string {
+  const base =
+    kind === 'authority' ? `/schools/authority/${slug}`
+    : kind === 'outcode' ? `/schools/near/${slug}`
+    : `/schools/${slug}`;
+  return phase ? `${base}/${phase}` : base;
+}
+
+/** An authority name as it appears in a URL. */
+export function authoritySlug(name: string): string {
+  return name.toLowerCase().trim().replace(/[^\w\s-]/g, '').replace(/\s+/g, '-');
+}
+
+const API = process.env.FASTAPI_URL || process.env.NEXT_PUBLIC_API_URL
+  || 'http://localhost:8000/api';
+
+export async function fetchPlaces(): Promise<PlaceSummary[]> {
+  const res = await fetch(`${API}/places`, { next: { revalidate: 604800 } });
+  if (!res.ok) return [];
+  return (await res.json()).places ?? [];
+}
+
+export async function fetchPlace(
+  kind: string, slug: string, phase?: string,
+): Promise<PlaceDetail | null> {
+  const q = phase ? `?phase=${encodeURIComponent(phase)}` : '';
+  const res = await fetch(`${API}/places/${kind}/${slug}${q}`,
+    { next: { revalidate: 604800 } });
+  if (!res.ok) return null;
+  return res.json();
+}

pipeline/transform/seeds/locality_outcodes.csv

@@ -0,0 +1,16 @@
+locality_slug,locality_name,outcodes,region
+battersea,Battersea,SW11,London
+canary-wharf,Canary Wharf,E14,London
+clapham,Clapham,SW4,London
+shoreditch,Shoreditch,EC2A|E1,London
+peckham,Peckham,SE15,London
+brixton,Brixton,SW2|SW9,London
+camden-town,Camden Town,NW1,London
+wimbledon,Wimbledon,SW19,London
+putney,Putney,SW15,London
+fulham,Fulham,SW6,London
+chiswick,Chiswick,W4,London
+stratford,Stratford,E15,London
+walthamstow,Walthamstow,E17,London
+tooting,Tooting,SW17,London
+dulwich,Dulwich,SE21|SE22,London