fix(compare): keep chart data when a client refetch fails

The compare view refetches /api/compare on the client after SSR; on any
failure the catch nulled comparisonData, destroying the working
SSR-provided chart. A transient error (or staging's broken external /api
proxy) should not blank a comparison the user is already viewing — keep
the existing data instead.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

backend/app.py

@@ -572,7 +572,7 @@ async def get_school_details(request: Request, urn: int):
     # Get latest info for the school
     latest = school_data.iloc[-1]
 
-    # Fetch supplementary data (Ofsted, admissions, etc.)
+    # Fetch supplementary data (Ofsted, Parent View, admissions, etc.)
     from .database import SessionLocal
     supplementary = {}
     try:
@@ -605,6 +605,7 @@ async def get_school_details(request: Request, urn: int):
         "yearly_data": clean_for_json(school_data),
         # Supplementary data (null if not yet populated by Kestra)
         "ofsted": supplementary.get("ofsted"),
+        "parent_view": supplementary.get("parent_view"),
         "census": supplementary.get("census"),
         "admissions": supplementary.get("admissions"),
         "admissions_history": supplementary.get("admissions_history") or [],

backend/data_loader.py

@@ -14,7 +14,7 @@ from .config import settings
 from .database import SessionLocal, engine
 from .models import (
     DimSchool, DimLocation, KS2Performance,
-    FactOfstedInspection, FactAdmissions,
+    FactOfstedInspection, FactParentView, FactAdmissions,
     FactDeprivation, FactFinance, FactPupilCharacteristics,
 )
 from .schemas import SCHOOL_TYPE_MAP
@@ -446,6 +446,30 @@ def get_supplementary_data(db: Session, urn: int) -> dict:
         else None
     )
 
+    # Parent View
+    pv = safe_query(FactParentView, "urn")
+    result["parent_view"] = (
+        {
+            "survey_date": pv.survey_date.isoformat() if pv.survey_date else None,
+            "total_responses": pv.total_responses,
+            "q_happy_pct": pv.q_happy_pct,
+            "q_safe_pct": pv.q_safe_pct,
+            "q_behaviour_pct": pv.q_behaviour_pct,
+            "q_bullying_pct": pv.q_bullying_pct,
+            "q_communication_pct": pv.q_communication_pct,
+            "q_progress_pct": pv.q_progress_pct,
+            "q_teaching_pct": pv.q_teaching_pct,
+            "q_information_pct": pv.q_information_pct,
+            "q_curriculum_pct": pv.q_curriculum_pct,
+            "q_future_pct": pv.q_future_pct,
+            "q_leadership_pct": pv.q_leadership_pct,
+            "q_wellbeing_pct": pv.q_wellbeing_pct,
+            "q_recommend_pct": pv.q_recommend_pct,
+        }
+        if pv
+        else None
+    )
+
     # Census (latest year of fact_pupil_characteristics)
     pc = safe_query(FactPupilCharacteristics, "urn", "year")
     result["census"] = (

backend/migration.py

@@ -433,25 +433,6 @@ def _apply_schema_alterations():
         conn.commit()
 
 
-def _apply_schema_drops():
-    """
-    Drop tables retired from the schema. Idempotent (DROP … IF EXISTS), so it's
-    safe to run on every migration. Add entries here when a model is removed.
-    """
-    drops = [
-        # v6: Ofsted Parent View feature removed
-        "DROP TABLE IF EXISTS marts.fact_parent_view CASCADE",
-    ]
-    from sqlalchemy import text as sa_text
-    with engine.connect() as conn:
-        for stmt in drops:
-            try:
-                conn.execute(sa_text(stmt))
-            except Exception as e:
-                print(f"  Warning: drop skipped ({e})")
-        conn.commit()
-
-
 def run_full_migration(geocode: bool = False) -> bool:
     """
     Run a complete migration: drop all tables and reimport from CSV.
@@ -498,9 +479,6 @@ def run_full_migration(geocode: bool = False) -> bool:
     print("Applying column additions to supplementary tables...")
     _apply_schema_alterations()
 
-    print("Dropping retired tables...")
-    _apply_schema_drops()
-
     print("\nLoading CSV data...")
     df = load_csv_data(settings.data_dir)
 

backend/models.py

@@ -149,6 +149,29 @@ class FactOfstedInspection(Base):
     report_url = Column(Text)
 
 
+class FactParentView(Base):
+    """Ofsted Parent View survey — latest per school."""
+    __tablename__ = "fact_parent_view"
+    __table_args__ = MARTS
+
+    urn = Column(Integer, primary_key=True)
+    survey_date = Column(Date)
+    total_responses = Column(Integer)
+    q_happy_pct = Column(Float)
+    q_safe_pct = Column(Float)
+    q_behaviour_pct = Column(Float)
+    q_bullying_pct = Column(Float)
+    q_communication_pct = Column(Float)
+    q_progress_pct = Column(Float)
+    q_teaching_pct = Column(Float)
+    q_information_pct = Column(Float)
+    q_curriculum_pct = Column(Float)
+    q_future_pct = Column(Float)
+    q_leadership_pct = Column(Float)
+    q_wellbeing_pct = Column(Float)
+    q_recommend_pct = Column(Float)
+
+
 class FactAdmissions(Base):
     """School admissions — one row per URN per year."""
     __tablename__ = "fact_admissions"

backend/version.py

@@ -13,7 +13,7 @@ WHEN TO BUMP:
 """
 
 # Current schema version - increment when models change
-SCHEMA_VERSION = 6
+SCHEMA_VERSION = 5
 
 # Changelog for documentation
 SCHEMA_CHANGELOG = {
@@ -22,5 +22,4 @@ SCHEMA_CHANGELOG = {
     3: "Added supplementary data tables: ofsted, parent_view, census, admissions, sen_detail, phonics, deprivation, finance; GIAS columns on schools",
     4: "Added Ofsted Report Card columns to ofsted_inspections (new framework from Nov 2025)",
     5: "Apply ALTER TABLE additions for RC columns missed by create_all on existing tables",
-    6: "Removed the Ofsted Parent View feature: dropped fact_parent_view table and model",
 }

docs/DEPLOY.md

@@ -79,7 +79,8 @@ fail the E2E gate. That's the point: staging absorbs the risk.
 5. **Bootstrap staging data via Airflow** (no prod dump — staging populates
    itself from source, exercising the pipeline image end-to-end):
    - Open the staging Airflow UI (`http://<host>:8081`) and trigger, in order:
-     `school_data_daily`, `school_data_monthly_ofsted`, then the manual-schedule
+     `school_data_daily`, `school_data_monthly_ofsted`,
+     `school_data_monthly_parent_view`, then the manual-schedule
      `school_data_annual_ees` and `school_data_annual_idaci`.
    - First runs download from government sources (GIAS, Ofsted, EES, IDACI),
      run dbt, and sync Typesense — expect the initial backfill to take a while.

nextjs-app/Dockerfile

@@ -22,9 +22,7 @@ COPY . .
 ENV NEXT_TELEMETRY_DISABLED=1
 ENV NODE_ENV=production
 
-# Default backend URL for any server-side fetch during `next build`. The
-# runtime /api proxy reads FASTAPI_URL per request (see app/api/[...path]),
-# so the deployed container's env is what actually routes traffic.
+# Build argument for FastAPI URL (used by Next.js rewrites at build time)
 ARG FASTAPI_URL=http://backend:80/api
 ENV FASTAPI_URL=${FASTAPI_URL}
 

nextjs-app/app/api/[...path]/route.ts

@@ -1,75 +0,0 @@
-/**
- * Runtime proxy for /api/* → the FastAPI backend.
- *
- * This replaces the old next.config.js `rewrites()` proxy, whose destination
- * was baked into the build (routes-manifest.json) from FASTAPI_URL at build
- * time. Because one frontend image is promoted staging→prod, a baked hostname
- * forced every environment to name the backend identically; a mismatch (e.g.
- * a `backend_stg` service) produced `getaddrinfo ENOTFOUND backend`.
- *
- * A route handler reads process.env.FASTAPI_URL on each request, so the same
- * image adapts to whatever the backend is called in each environment.
- */
-
-import { type NextRequest, NextResponse } from 'next/server';
-
-export const dynamic = 'force-dynamic';
-export const runtime = 'nodejs';
-
-// FASTAPI_URL already includes the `/api` suffix (e.g. http://backend:80/api).
-function backendBase(): string {
-  return process.env.FASTAPI_URL || process.env.NEXT_PUBLIC_API_URL || 'http://localhost:8000/api';
-}
-
-// Hop-by-hop / length headers must not be copied across a proxy — undici has
-// already decoded the body, so a stale content-encoding/length corrupts it.
-const STRIPPED_RESPONSE_HEADERS = ['content-encoding', 'content-length', 'transfer-encoding', 'connection'];
-const METHODS_WITH_BODY = new Set(['POST', 'PUT', 'PATCH', 'DELETE']);
-
-async function handler(req: NextRequest, ctx: { params: Promise<{ path: string[] }> }) {
-  const { path } = await ctx.params;
-  const target = `${backendBase()}/${path.join('/')}${req.nextUrl.search}`;
-
-  const headers = new Headers(req.headers);
-  headers.delete('host');
-  headers.delete('connection');
-
-  const init: RequestInit & { duplex?: 'half' } = {
-    method: req.method,
-    headers,
-    redirect: 'manual',
-    cache: 'no-store',
-  };
-  if (METHODS_WITH_BODY.has(req.method)) {
-    init.body = req.body;
-    init.duplex = 'half';
-  }
-
-  let upstream: Response;
-  try {
-    upstream = await fetch(target, init);
-  } catch (err) {
-    // e.g. DNS failure or connection refused — surface a clean 502 instead of
-    // an opaque proxy crash so callers can degrade gracefully.
-    return NextResponse.json({ detail: 'Upstream request failed' }, { status: 502 });
-  }
-
-  const responseHeaders = new Headers(upstream.headers);
-  for (const h of STRIPPED_RESPONSE_HEADERS) responseHeaders.delete(h);
-
-  return new NextResponse(upstream.body, {
-    status: upstream.status,
-    statusText: upstream.statusText,
-    headers: responseHeaders,
-  });
-}
-
-export {
-  handler as GET,
-  handler as HEAD,
-  handler as POST,
-  handler as PUT,
-  handler as PATCH,
-  handler as DELETE,
-  handler as OPTIONS,
-};

nextjs-app/app/school/[slug]/page.tsx

@@ -133,7 +133,7 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
     notFound();
   }
 
-  const { school_info, yearly_data, absence_data, ofsted, census, admissions, admissions_history, sen_detail, phonics, deprivation, finance } = data;
+  const { school_info, yearly_data, absence_data, ofsted, parent_view, census, admissions, admissions_history, sen_detail, phonics, deprivation, finance } = data;
 
   // Redirect bare URN to canonical slug URL
   const canonicalSlug = schoolUrl(urn, school_info.school_name).replace('/school/', '');
@@ -189,6 +189,7 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
           yearlyData={yearly_data}
           absenceData={absence_data}
           ofsted={ofsted ?? null}
+          parentView={parent_view ?? null}
           census={census ?? null}
           admissions={admissions ?? null}
           senDetail={sen_detail ?? null}
@@ -202,6 +203,7 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
           yearlyData={yearly_data}
           absenceData={absence_data}
           ofsted={ofsted ?? null}
+          parentView={parent_view ?? null}
           census={census ?? null}
           admissions={admissions ?? null}
           admissionsHistory={admissions_history ?? []}

nextjs-app/app/sitemap.xml/route.ts

@@ -1,32 +0,0 @@
-/**
- * Runtime proxy for /sitemap.xml → the FastAPI backend's generated sitemap.
- *
- * Like the /api/* proxy, this reads FASTAPI_URL at request time rather than
- * baking the backend host into the build, so one image works in every
- * environment. robots.ts points crawlers here.
- */
-
-import { NextResponse } from 'next/server';
-
-export const dynamic = 'force-dynamic';
-export const runtime = 'nodejs';
-
-function backendOrigin(): string {
-  const base = process.env.FASTAPI_URL || process.env.NEXT_PUBLIC_API_URL || 'http://localhost:8000/api';
-  return base.replace(/\/api$/, '');
-}
-
-export async function GET() {
-  let upstream: Response;
-  try {
-    upstream = await fetch(`${backendOrigin()}/sitemap.xml`, { cache: 'no-store' });
-  } catch {
-    return new NextResponse('Sitemap temporarily unavailable', { status: 502 });
-  }
-
-  const body = await upstream.text();
-  return new NextResponse(body, {
-    status: upstream.status,
-    headers: { 'content-type': upstream.headers.get('content-type') || 'application/xml' },
-  });
-}

nextjs-app/components/SchoolDetailView.module.css

@@ -713,6 +713,18 @@
     margin: -0.5rem 0 1rem;
 }
 
+/* Response count badge */
+.responseBadge {
+    font-size: 0.75rem;
+    font-weight: 500;
+    font-family: var(--font-dm-sans), sans-serif;
+    color: var(--text-muted, #8a847a);
+    background: var(--bg-secondary, #f3ede4);
+    padding: 0.1rem 0.5rem;
+    border-radius: 999px;
+    margin-left: auto;
+}
+
 .subSectionTitle {
     font-size: 0.875rem;
     font-weight: 600;
@@ -720,6 +732,18 @@
     margin: 1.25rem 0 0.75rem;
 }
 
+/* Parent recommendation line in Ofsted section */
+.parentRecommendLine {
+    font-size: 0.85rem;
+    color: var(--text-secondary, #5c564d);
+    margin: 0.5rem 0 0;
+}
+
+.parentRecommendLine strong {
+    color: var(--accent-teal, #2d7d7d);
+    font-weight: 700;
+}
+
 /* Metrics Grid & Cards */
 .metricsGrid {
     display: grid;
@@ -1070,6 +1094,49 @@
     text-decoration: underline;
 }
 
+/* Parent View */
+.parentViewGrid {
+    display: flex;
+    flex-direction: column;
+    gap: 0.5rem;
+}
+
+.parentViewRow {
+    display: flex;
+    align-items: center;
+    gap: 0.75rem;
+    font-size: 0.875rem;
+}
+
+.parentViewLabel {
+    flex: 0 0 18rem;
+    color: var(--text-secondary, #5c564d);
+    font-size: 0.8125rem;
+}
+
+.parentViewBar {
+    flex: 1;
+    height: 0.5rem;
+    background: var(--bg-secondary, #f3ede4);
+    border-radius: 4px;
+    overflow: hidden;
+}
+
+.parentViewFill {
+    height: 100%;
+    background: var(--accent-teal, #2d7d7d);
+    border-radius: 4px;
+    transition: width 0.4s ease;
+}
+
+.parentViewPct {
+    flex: 0 0 2.75rem;
+    text-align: right;
+    font-size: 0.8125rem;
+    font-weight: 600;
+    color: var(--text-primary, #1a1612);
+}
+
 /* Admissions badge — uses unified status colours */
 .admissionsBadge {
     display: inline-flex;
@@ -1202,6 +1269,25 @@
 }
 
 @media (max-width: 480px) {
+    .parentViewRow {
+        flex-direction: column;
+        align-items: flex-start;
+        gap: 0.25rem;
+    }
+
+    .parentViewLabel {
+        flex: none;
+        max-width: 100%;
+    }
+
+    .parentViewBar {
+        width: 100%;
+    }
+
+    .parentViewPct {
+        flex: none;
+    }
+
     .card {
         padding: 1rem;
     }

nextjs-app/components/SchoolDetailView.tsx

@@ -13,7 +13,7 @@ import { SchoolHeroMap, type SchoolHeroMapHandle } from './SchoolHeroMap';
 import { MetricTooltip } from './MetricTooltip';
 import type {
   School, SchoolResult, AbsenceData,
-  OfstedInspection, SchoolCensus,
+  OfstedInspection, OfstedParentView, SchoolCensus,
   SchoolAdmissions, SenDetail, Phonics,
   SchoolDeprivation, SchoolFinance, NationalAverages,
 } from '@/lib/types';
@@ -63,6 +63,7 @@ interface SchoolDetailViewProps {
   yearlyData: SchoolResult[];
   absenceData: AbsenceData | null;
   ofsted: OfstedInspection | null;
+  parentView: OfstedParentView | null;
   census: SchoolCensus | null;
   admissions: SchoolAdmissions | null;
   admissionsHistory: SchoolAdmissions[];
@@ -74,7 +75,7 @@ interface SchoolDetailViewProps {
 
 export function SchoolDetailView({
   schoolInfo, yearlyData, absenceData,
-  ofsted, census, admissions, admissionsHistory, senDetail, phonics, deprivation, finance,
+  ofsted, parentView, census, admissions, admissionsHistory, senDetail, phonics, deprivation, finance,
 }: SchoolDetailViewProps) {
   const router = useRouter();
   const { addSchool, removeSchool, isSelected } = useComparison();
@@ -233,6 +234,8 @@ export function SchoolDetailView({
   if (hasInclusionData) navItems.push({ id: 'inclusion', label: 'Pupils' });
   if (yearlyData.length > 0) navItems.push({ id: 'history', label: 'History' });
   if (hasPhonics && isPrimary) navItems.push({ id: 'phonics', label: 'Phonics' });
+  if (parentView && parentView.total_responses != null && parentView.total_responses > 0)
+    navItems.push({ id: 'parents', label: 'Parents' });
   if (hasSchoolLife) navItems.push({ id: 'school-life', label: 'School Life' });
   if (hasDeprivation) navItems.push({ id: 'local-area', label: 'Local Area' });
   if (hasFinance) navItems.push({ id: 'finances', label: 'Finances' });
@@ -546,6 +549,11 @@ export function SchoolDetailView({
                   ) : null;
                 })}
               </div>
+              {parentView?.q_recommend_pct != null && parentView.total_responses != null && parentView.total_responses > 0 && (
+                <p className={styles.parentRecommendLine}>
+                  <strong>{Math.round(parentView.q_recommend_pct)}%</strong> of parents would recommend this school ({parentView.total_responses.toLocaleString()} responses)
+                </p>
+              )}
             </>
           ) : (
             /* ── Old OEIF layout ── */
@@ -564,6 +572,11 @@ export function SchoolDetailView({
               <p className={styles.ofstedDisclaimer}>
                 From September 2024, Ofsted no longer makes an overall effectiveness judgement in inspections of state-funded schools.
               </p>
+              {parentView?.q_recommend_pct != null && parentView.total_responses != null && parentView.total_responses > 0 && (
+                <p className={styles.parentRecommendLine}>
+                  <strong>{Math.round(parentView.q_recommend_pct)}%</strong> of parents would recommend this school ({parentView.total_responses.toLocaleString()} responses)
+                </p>
+              )}
               {oeifAllSameGrade ? (
                 <p className={styles.ofstedAllSame}>
                   Rated <strong>{OFSTED_LABELS[ofsted.overall_effectiveness!]}</strong> across all inspected areas — Quality of Teaching, Behaviour, Pupils&apos; Development and Leadership.
@@ -1116,6 +1129,42 @@ export function SchoolDetailView({
         </section>
       )}
 
+      {/* What Parents Say */}
+      {parentView && parentView.total_responses != null && parentView.total_responses > 0 && (
+        <section id="parents" className={styles.card}>
+          <h2 className={styles.sectionTitle}>
+            What Parents Say
+            <span className={styles.responseBadge}>
+              {parentView.total_responses.toLocaleString()} responses
+            </span>
+          </h2>
+          <p className={styles.sectionSubtitle}>
+            From the Ofsted Parent View survey — parents share their experience of this school.
+          </p>
+          <div className={styles.parentViewGrid}>
+            {[
+              { label: 'Would recommend this school', pct: parentView.q_recommend_pct },
+              { label: 'My child is happy here', pct: parentView.q_happy_pct },
+              { label: 'My child feels safe here', pct: parentView.q_safe_pct },
+              { label: 'Teaching is good', pct: parentView.q_teaching_pct },
+              { label: 'My child makes good progress', pct: parentView.q_progress_pct },
+              { label: 'School looks after pupils\' wellbeing', pct: parentView.q_wellbeing_pct },
+              { label: 'Behaviour is well managed', pct: parentView.q_behaviour_pct },
+              { label: 'School deals well with bullying', pct: parentView.q_bullying_pct },
+              { label: 'Communicates well with parents', pct: parentView.q_communication_pct },
+            ].filter(q => q.pct != null).map(({ label, pct }) => (
+              <div key={label} className={styles.parentViewRow}>
+                <span className={styles.parentViewLabel}>{label}</span>
+                <div className={styles.parentViewBar}>
+                  <div className={styles.parentViewFill} style={{ width: `${pct}%` }} />
+                </div>
+                <span className={styles.parentViewPct}>{Math.round(pct!)}%</span>
+              </div>
+            ))}
+          </div>
+        </section>
+      )}
+
       {/* School Life */}
       {hasSchoolLife && (
         <section id="school-life" className={styles.card}>

nextjs-app/components/SecondarySchoolDetailView.module.css

@@ -383,6 +383,17 @@
     margin: 1.25rem 0 0.75rem;
 }
 
+.responseBadge {
+    font-size: 0.75rem;
+    font-weight: 500;
+    font-family: var(--font-dm-sans), sans-serif;
+    color: var(--text-muted, #8a847a);
+    background: var(--bg-secondary, #f3ede4);
+    padding: 0.1rem 0.5rem;
+    border-radius: 999px;
+    margin-left: auto;
+}
+
 /* ── Progress 8 suspension banner ───────────────────── */
 .p8Banner {
     background: rgba(180, 120, 0, 0.1);
@@ -653,6 +664,60 @@
     text-decoration: underline;
 }
 
+/* ── Parent View ─────────────────────────────────────── */
+.parentRecommendLine {
+    font-size: 0.85rem;
+    color: var(--text-secondary, #5c564d);
+    margin: 0.5rem 0 0;
+}
+
+.parentRecommendLine strong {
+    color: var(--accent-teal, #2d7d7d);
+    font-weight: 700;
+}
+
+.parentViewGrid {
+    display: flex;
+    flex-direction: column;
+    gap: 0.5rem;
+}
+
+.parentViewRow {
+    display: flex;
+    align-items: center;
+    gap: 0.75rem;
+    font-size: 0.875rem;
+}
+
+.parentViewLabel {
+    flex: 0 0 18rem;
+    color: var(--text-secondary, #5c564d);
+    font-size: 0.8125rem;
+}
+
+.parentViewBar {
+    flex: 1;
+    height: 0.5rem;
+    background: var(--bg-secondary, #f3ede4);
+    border-radius: 4px;
+    overflow: hidden;
+}
+
+.parentViewFill {
+    height: 100%;
+    background: var(--accent-teal, #2d7d7d);
+    border-radius: 4px;
+    transition: width 0.4s ease;
+}
+
+.parentViewPct {
+    flex: 0 0 2.75rem;
+    text-align: right;
+    font-size: 0.8125rem;
+    font-weight: 600;
+    color: var(--text-primary, #1a1612);
+}
+
 /* ── Admissions ──────────────────────────────────────── */
 .admissionsTypeBadge {
     border-radius: 6px;
@@ -1070,6 +1135,10 @@
         font-size: 1rem;
     }
 
+    .parentViewLabel {
+        flex-basis: 10rem;
+    }
+
     .ofstedReportLink {
         margin-left: 0;
         display: block;
@@ -1082,6 +1151,25 @@
 }
 
 @media (max-width: 480px) {
+    .parentViewRow {
+        flex-direction: column;
+        align-items: flex-start;
+        gap: 0.25rem;
+    }
+
+    .parentViewLabel {
+        flex: none;
+        max-width: 100%;
+    }
+
+    .parentViewBar {
+        width: 100%;
+    }
+
+    .parentViewPct {
+        flex: none;
+    }
+
     .metricsGrid {
         grid-template-columns: 1fr 1fr;
         gap: 0.5rem;

nextjs-app/components/SecondarySchoolDetailView.tsx

@@ -19,7 +19,7 @@ const PerformanceChart = dynamic(
 );
 import type {
   School, SchoolResult, AbsenceData,
-  OfstedInspection, SchoolCensus,
+  OfstedInspection, OfstedParentView, SchoolCensus,
   SchoolAdmissions, SenDetail, Phonics,
   SchoolDeprivation, SchoolFinance, NationalAverages,
 } from '@/lib/types';
@@ -65,6 +65,7 @@ interface SecondarySchoolDetailViewProps {
   yearlyData: SchoolResult[];
   absenceData: AbsenceData | null;
   ofsted: OfstedInspection | null;
+  parentView: OfstedParentView | null;
   census: SchoolCensus | null;
   admissions: SchoolAdmissions | null;
   senDetail: SenDetail | null;
@@ -75,7 +76,7 @@ interface SecondarySchoolDetailViewProps {
 
 export function SecondarySchoolDetailView({
   schoolInfo, yearlyData,
-  ofsted, census, admissions, senDetail, deprivation, finance, absenceData,
+  ofsted, parentView, census, admissions, senDetail, deprivation, finance, absenceData,
 }: SecondarySchoolDetailViewProps) {
   const router = useRouter();
   // Hero map — the "View on map" link opens its fullscreen view.
@@ -100,6 +101,7 @@ export function SecondarySchoolDetailView({
 
   const hasSixthForm = schoolInfo.age_range?.includes('18') ?? false;
   const hasFinance = finance != null && finance.per_pupil_spend != null;
+  const hasParents = parentView != null && parentView.total_responses != null && parentView.total_responses > 0;
   const hasDeprivation = deprivation != null && deprivation.idaci_decile != null;
   const hasLocation = schoolInfo.latitude != null && schoolInfo.longitude != null;
   const hasWellbeing = (latestResults?.sen_support_pct != null || latestResults?.sen_ehcp_pct != null) || hasDeprivation;
@@ -157,6 +159,7 @@ export function SecondarySchoolDetailView({
   if (hasResults) navItems.push({ id: 'gcse', label: 'GCSEs' });
   if (admissions) navItems.push({ id: 'admissions', label: 'Admissions' });
   if (yearlyData.length > 1) navItems.push({ id: 'history', label: 'History' });
+  if (hasParents) navItems.push({ id: 'parents', label: 'Parents' });
   if (hasWellbeing) navItems.push({ id: 'wellbeing', label: 'Wellbeing' });
   if (hasFinance) navItems.push({ id: 'finances', label: 'Finances' });
 
@@ -432,6 +435,11 @@ export function SecondarySchoolDetailView({
               </div>
             </>
           )}
+          {hasParents && (
+            <p className={styles.parentRecommendLine}>
+              <strong>{Math.round(parentView!.q_recommend_pct!)}%</strong> of parents would recommend this school ({parentView!.total_responses!.toLocaleString()} responses)
+            </p>
+          )}
         </section>
       )}
 
@@ -767,6 +775,42 @@ export function SecondarySchoolDetailView({
           </details>
         </section>
       )}
+      {/* ── Parent View ────────────────────────────────── */}
+      {hasParents && parentView && (
+        <section id="parents" className={styles.card}>
+          <h2 className={styles.sectionTitle}>
+            What Parents Say
+            <span className={styles.responseBadge}>
+              {parentView.total_responses!.toLocaleString()} responses
+            </span>
+          </h2>
+          <p className={styles.sectionSubtitle}>
+            From the Ofsted Parent View survey — parents share their experience of this school.
+          </p>
+          <div className={styles.parentViewGrid}>
+            {[
+              { label: 'Would recommend this school', pct: parentView.q_recommend_pct },
+              { label: 'My child is happy here', pct: parentView.q_happy_pct },
+              { label: 'My child feels safe here', pct: parentView.q_safe_pct },
+              { label: 'Teaching is good', pct: parentView.q_teaching_pct },
+              { label: 'My child makes good progress', pct: parentView.q_progress_pct },
+              { label: 'School looks after pupils\' wellbeing', pct: parentView.q_wellbeing_pct },
+              { label: 'Behaviour is well managed', pct: parentView.q_behaviour_pct },
+              { label: 'School deals well with bullying', pct: parentView.q_bullying_pct },
+              { label: 'Communicates well with parents', pct: parentView.q_communication_pct },
+            ].filter(q => q.pct != null).map(({ label, pct }) => (
+              <div key={label} className={styles.parentViewRow}>
+                <span className={styles.parentViewLabel}>{label}</span>
+                <div className={styles.parentViewBar}>
+                  <div className={styles.parentViewFill} style={{ width: `${pct}%` }} />
+                </div>
+                <span className={styles.parentViewPct}>{Math.round(pct!)}%</span>
+              </div>
+            ))}
+          </div>
+        </section>
+      )}
+
       {/* ── Wellbeing ──────────────────────────────────── */}
       {hasWellbeing && (
         <section id="wellbeing" className={styles.card}>

nextjs-app/lib/types.ts

@@ -99,6 +99,25 @@ export interface OfstedInspection {
   rc_sixth_form: number | null;
 }
 
+export interface OfstedParentView {
+  survey_date: string | null;
+  total_responses: number | null;
+  q_happy_pct: number | null;
+  q_safe_pct: number | null;
+  q_behaviour_pct: number | null;
+  q_bullying_pct: number | null;
+  q_communication_pct: number | null;
+  q_progress_pct: number | null;
+  q_teaching_pct: number | null;
+  q_information_pct: number | null;
+  q_curriculum_pct: number | null;
+  q_future_pct: number | null;
+  q_leadership_pct: number | null;
+  q_wellbeing_pct: number | null;
+  q_recommend_pct: number | null;
+  q_sen_pct: number | null;
+}
+
 export interface SchoolCensus {
   year: number;
   total_pupils: number | null;
@@ -293,6 +312,7 @@ export interface SchoolDetailsResponse {
   absence_data: AbsenceData | null;
   // Supplementary data (null until Kestra populates)
   ofsted: OfstedInspection | null;
+  parent_view: OfstedParentView | null;
   census: SchoolCensus | null;
   admissions: SchoolAdmissions | null;
   /** All available admissions years, oldest first. Drives the multi-year trend view. */

nextjs-app/next.config.js

@@ -3,10 +3,21 @@ const nextConfig = {
   // Enable standalone output for Docker
   output: 'standalone',
 
-  // The /api/* and /sitemap.xml proxies to the FastAPI backend are route
-  // handlers (app/api/[...path]/route.ts, app/sitemap.xml/route.ts) rather
-  // than rewrites, so the backend host is read from FASTAPI_URL at runtime
-  // instead of being baked into the build.
+  // API Proxy to FastAPI backend
+  async rewrites() {
+    const apiUrl = process.env.FASTAPI_URL || 'http://localhost:8000/api';
+    const backendUrl = apiUrl.replace(/\/api$/, '');
+    return [
+      {
+        source: '/api/:path*',
+        destination: `${apiUrl}/:path*`,
+      },
+      {
+        source: '/sitemap.xml',
+        destination: `${backendUrl}/sitemap.xml`,
+      },
+    ];
+  },
 
   // Image optimization
   images: {

pipeline/Dockerfile

@@ -19,6 +19,7 @@ RUN pip install --no-cache-dir \
     ./plugins/extractors/tap-uk-gias \
     ./plugins/extractors/tap-uk-ees \
     ./plugins/extractors/tap-uk-ofsted \
+    ./plugins/extractors/tap-uk-parent-view \
     ./plugins/extractors/tap-uk-fbit \
     ./plugins/extractors/tap-uk-idaci
 

pipeline/dags/school_data_pipeline.py

@@ -156,6 +156,31 @@ with DAG(
     extract_ees_group >> dbt_build_ees >> sync_typesense_ees
 
 
+# ── Monthly DAG (Parent View) ──────────────────────────────────────────
+
+with DAG(
+    dag_id="school_data_monthly_parent_view",
+    default_args=default_args,
+    description="Monthly Ofsted Parent View extraction and transform",
+    schedule="0 3 1 * *",
+    start_date=datetime(2025, 1, 1),
+    catchup=False,
+    tags=["school-compare", "monthly"],
+) as monthly_parent_view_dag:
+
+    extract_parent_view = BashOperator(
+        task_id="extract_parent_view",
+        bash_command=f"cd {PIPELINE_DIR} && {MELTANO_BIN} run tap-uk-parent-view target-postgres",
+    )
+
+    dbt_build_parent_view = BashOperator(
+        task_id="dbt_build",
+        bash_command=f"cd {PIPELINE_DIR}/transform && {DBT_BIN} build --profiles-dir . --target production --select stg_parent_view+ fact_parent_view+",
+    )
+
+    extract_parent_view >> dbt_build_parent_view
+
+
 # ── Annual DAG (IDACI Deprivation) ────────────────────────────────────
 
 with DAG(

pipeline/meltano.yml

@@ -50,6 +50,11 @@ plugins:
           kind: string
           description: Ofsted Management Information download URL
 
+    - name: tap-uk-parent-view
+      namespace: uk_parent_view
+      pip_url: ./plugins/extractors/tap-uk-parent-view
+      executable: tap-uk-parent-view
+
     - name: tap-uk-fbit
       namespace: uk_fbit
       pip_url: ./plugins/extractors/tap-uk-fbit

pipeline/plugins/extractors/tap-uk-parent-view/pyproject.toml

@@ -0,0 +1,18 @@
+[build-system]
+requires = ["setuptools>=68", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "tap-uk-parent-view"
+version = "0.1.0"
+description = "Singer tap for UK Ofsted Parent View survey data"
+requires-python = ">=3.10"
+dependencies = [
+    "singer-sdk~=0.53",
+    "requests>=2.31",
+    "pandas>=2.0",
+    "openpyxl>=3.1",
+]
+
+[project.scripts]
+tap-uk-parent-view = "tap_uk_parent_view.tap:TapUKParentView.cli"

pipeline/plugins/extractors/tap-uk-parent-view/tap_uk_parent_view/__init__.py

@@ -0,0 +1 @@
+"""tap-uk-parent-view: Singer tap for Ofsted Parent View survey data."""

pipeline/plugins/extractors/tap-uk-parent-view/tap_uk_parent_view/tap.py

@@ -0,0 +1,151 @@
+"""Parent View Singer tap — extracts survey data from Ofsted Parent View open data portal."""
+
+from __future__ import annotations
+
+import io
+import re
+from datetime import date
+
+import pandas as pd
+import requests
+from singer_sdk import Stream, Tap
+from singer_sdk import typing as th
+
+OPEN_DATA_PAGE = "https://parentview.ofsted.gov.uk/open-data"
+
+
+def _positive_pct(row: pd.Series, q_col_base: str) -> float | None:
+    """Sum 'Strongly agree' + 'Agree' percentages for a question."""
+    strongly = row.get(f"{q_col_base} - Strongly agree %") or row.get(f"{q_col_base} - Strongly Agree %")
+    agree = row.get(f"{q_col_base} - Agree %")
+    try:
+        total = 0.0
+        if pd.notna(strongly):
+            total += float(strongly)
+        if pd.notna(agree):
+            total += float(agree)
+        return round(total, 1) if total > 0 else None
+    except (TypeError, ValueError):
+        return None
+
+
+class ParentViewStream(Stream):
+    """Stream: Parent View survey responses per school."""
+
+    name = "parent_view"
+    primary_keys = ["urn"]
+    replication_key = None
+
+    schema = th.PropertiesList(
+        th.Property("urn", th.IntegerType, required=True),
+        th.Property("survey_date", th.StringType),
+        th.Property("total_responses", th.IntegerType),
+        th.Property("q_happy_pct", th.NumberType),
+        th.Property("q_safe_pct", th.NumberType),
+        th.Property("q_behaviour_pct", th.NumberType),
+        th.Property("q_bullying_pct", th.NumberType),
+        th.Property("q_communication_pct", th.NumberType),
+        th.Property("q_progress_pct", th.NumberType),
+        th.Property("q_teaching_pct", th.NumberType),
+        th.Property("q_information_pct", th.NumberType),
+        th.Property("q_curriculum_pct", th.NumberType),
+        th.Property("q_future_pct", th.NumberType),
+        th.Property("q_leadership_pct", th.NumberType),
+        th.Property("q_wellbeing_pct", th.NumberType),
+        th.Property("q_recommend_pct", th.NumberType),
+    ).to_dict()
+
+    def _discover_download_url(self) -> str:
+        """Scrape the open data page for the download link."""
+        resp = requests.get(OPEN_DATA_PAGE, timeout=30)
+        resp.raise_for_status()
+        urls = re.findall(r'href="([^"]+\.(?:xlsx|csv|zip))"', resp.text, re.IGNORECASE)
+        if not urls:
+            msg = "No download link found on Parent View open data page"
+            raise RuntimeError(msg)
+        url = urls[0]
+        if not url.startswith("http"):
+            url = "https://parentview.ofsted.gov.uk" + url
+        return url
+
+    def get_records(self, context):
+        url = self._discover_download_url()
+        self.logger.info("Downloading Parent View data: %s", url)
+
+        resp = requests.get(url, timeout=120)
+        resp.raise_for_status()
+
+        if url.endswith(".xlsx"):
+            df = pd.read_excel(io.BytesIO(resp.content))
+        else:
+            df = pd.read_csv(
+                io.BytesIO(resp.content),
+                encoding="latin-1",
+                low_memory=False,
+            )
+
+        # Normalise URN column
+        urn_col = next((c for c in df.columns if c.strip().upper() == "URN"), None)
+        if not urn_col:
+            self.logger.error("URN column not found. Columns: %s", list(df.columns)[:20])
+            return
+
+        df.rename(columns={urn_col: "urn"}, inplace=True)
+        df["urn"] = pd.to_numeric(df["urn"], errors="coerce")
+        df = df.dropna(subset=["urn"])
+
+        # Find total responses column
+        resp_col = next(
+            (c for c in df.columns if "total" in c.lower() and "respon" in c.lower()),
+            None,
+        )
+
+        today = date.today().isoformat()
+
+        for _, row in df.iterrows():
+            try:
+                urn = int(row["urn"])
+            except (ValueError, TypeError):
+                continue
+
+            total = None
+            if resp_col and pd.notna(row.get(resp_col)):
+                try:
+                    total = int(row[resp_col])
+                except (ValueError, TypeError):
+                    pass
+
+            yield {
+                "urn": urn,
+                "survey_date": today,
+                "total_responses": total,
+                "q_happy_pct": _positive_pct(row, "Q1"),
+                "q_safe_pct": _positive_pct(row, "Q2"),
+                "q_behaviour_pct": _positive_pct(row, "Q3"),
+                "q_bullying_pct": _positive_pct(row, "Q4"),
+                "q_communication_pct": _positive_pct(row, "Q5"),
+                "q_progress_pct": _positive_pct(row, "Q7"),
+                "q_teaching_pct": _positive_pct(row, "Q8"),
+                "q_information_pct": _positive_pct(row, "Q9"),
+                "q_curriculum_pct": _positive_pct(row, "Q10"),
+                "q_future_pct": _positive_pct(row, "Q11"),
+                "q_leadership_pct": _positive_pct(row, "Q12"),
+                "q_wellbeing_pct": _positive_pct(row, "Q13"),
+                "q_recommend_pct": _positive_pct(row, "Q14"),
+            }
+
+
+class TapUKParentView(Tap):
+    """Singer tap for UK Ofsted Parent View."""
+
+    name = "tap-uk-parent-view"
+    config_jsonschema = th.PropertiesList(
+        th.Property("download_url", th.StringType, description="Direct URL to Parent View data file"),
+    ).to_dict()
+
+    def discover_streams(self):
+        return [ParentViewStream(self)]
+
+
+if __name__ == "__main__":
+    TapUKParentView.cli()

pipeline/transform/models/marts/_marts_schema.yml

@@ -105,6 +105,12 @@ models:
       - name: year
         tests: [not_null]
 
+  - name: fact_parent_view
+    description: Parent View survey responses
+    columns:
+      - name: urn
+        tests: [not_null]
+
   - name: fact_ks2_national_averages
     description: Official DfE KS2 national headline averages — one row per academic year
     columns:

pipeline/transform/models/marts/fact_parent_view.sql

@@ -0,0 +1,20 @@
+-- Mart: Parent View survey responses — one row per URN (latest survey)
+
+select
+    urn,
+    survey_date,
+    total_responses,
+    q_happy_pct,
+    q_safe_pct,
+    q_behaviour_pct,
+    q_bullying_pct,
+    q_communication_pct,
+    q_progress_pct,
+    q_teaching_pct,
+    q_information_pct,
+    q_curriculum_pct,
+    q_future_pct,
+    q_leadership_pct,
+    q_wellbeing_pct,
+    q_recommend_pct
+from {{ ref('stg_parent_view') }}

pipeline/transform/models/staging/_stg_sources.yml

@@ -53,6 +53,9 @@ sources:
 
       # Phonics: no school-level data on EES (only national/LA level)
 
+      - name: parent_view
+        description: Ofsted Parent View survey responses
+
       - name: fbit_finance
         description: Financial benchmarking data from FBIT API
 

pipeline/transform/models/staging/stg_parent_view.sql

@@ -0,0 +1,30 @@
+-- Staging model: Ofsted Parent View survey responses
+-- The tap computes positive percentages (Strongly agree + Agree) per question.
+
+with source as (
+    select * from {{ source('raw', 'parent_view') }}
+),
+
+renamed as (
+    select
+        cast(urn as integer)                       as urn,
+        cast(survey_date as date)                  as survey_date,
+        cast(total_responses as integer)           as total_responses,
+        cast(q_happy_pct as numeric)               as q_happy_pct,
+        cast(q_safe_pct as numeric)                as q_safe_pct,
+        cast(q_behaviour_pct as numeric)           as q_behaviour_pct,
+        cast(q_bullying_pct as numeric)            as q_bullying_pct,
+        cast(q_communication_pct as numeric)       as q_communication_pct,
+        cast(q_progress_pct as numeric)            as q_progress_pct,
+        cast(q_teaching_pct as numeric)            as q_teaching_pct,
+        cast(q_information_pct as numeric)         as q_information_pct,
+        cast(q_curriculum_pct as numeric)           as q_curriculum_pct,
+        cast(q_future_pct as numeric)              as q_future_pct,
+        cast(q_leadership_pct as numeric)          as q_leadership_pct,
+        cast(q_wellbeing_pct as numeric)           as q_wellbeing_pct,
+        cast(q_recommend_pct as numeric)           as q_recommend_pct
+    from source
+    where urn is not null
+)
+
+select * from renamed

scripts/sql/drop_fact_parent_view.sql

@@ -1,5 +0,0 @@
--- Retire the Ofsted Parent View feature (schema v6).
--- The marts schema is dbt-owned; deleting the dbt model stops the table being
--- rebuilt but does not drop the existing relation, so apply this directly
--- against the staging and production marts databases.
-DROP TABLE IF EXISTS marts.fact_parent_view CASCADE;