diff --git a/src/features/officer/IntegrationPage.tsx b/src/features/officer/IntegrationPage.tsx
index 6985bd8..b7d9259 100644
--- a/src/features/officer/IntegrationPage.tsx
+++ b/src/features/officer/IntegrationPage.tsx
@@ -1,6 +1,6 @@
 import { useMemo, useState } from 'react'
 import { useMutation, useQuery, useQueryClient } from '@tanstack/react-query'
-import { errMsg, get, post, put } from '../../lib/api'
+import { del, errMsg, get, post, put } from '../../lib/api'
 import type {
   CanonicalColumns,
   ConnectorCatalogEntry,
@@ -8,6 +8,8 @@ import type {
   ConnectorSyncResponse,
   ConnectorSyncRun,
   ConnectorTestResult,
+  LoanHistoryCoverage,
+  LoanHistoryGenerateResult,
 } from '../../lib/api'
 import {
   Card,
@@ -20,7 +22,7 @@ import {
   StatusPill,
   inputCls,
 } from '../../components/ui/bits'
-import { CANONICAL, demoCatalog, demoProfiles, demoRuns } from '../../lib/demo/connectors'
+import { CANONICAL, demoCatalog, demoCoverage, demoProfiles, demoRuns } from '../../lib/demo/connectors'
 
 /**
  * Core banking / LMS integration.
@@ -41,7 +43,7 @@ import { CANONICAL, demoCatalog, demoProfiles, demoRuns } from '../../lib/demo/c
  * waits for a person.
  */
 
-type Tab = 'connections' | 'mapping' | 'history'
+type Tab = 'connections' | 'mapping' | 'history' | 'loanhistory'
 
 /**
  * Whether a column name carries borrower identity — the same test the backend
@@ -131,6 +133,52 @@ export function IntegrationPage() {
     onError: (e) => setError(errMsg(e)),
   })
 
+  const coverageQ = useQuery({
+    queryKey: ['loan-history-coverage'],
+    queryFn: () => get<LoanHistoryCoverage>('/admin/loan-history/coverage'),
+  })
+  const coverage = coverageQ.data ?? demoCoverage()
+
+  async function refreshHistory() {
+    await queryClient.invalidateQueries({ queryKey: ['loan-history-coverage'] })
+    await queryClient.invalidateQueries({ queryKey: ['connector-runs'] })
+  }
+
+  const generateM = useMutation({
+    mutationFn: (months: number) =>
+      post<LoanHistoryGenerateResult>(`/admin/loan-history/generate?months=${months}`),
+    onSuccess: async (data) => {
+      setError(null)
+      setNotice(`${data.snapshotsWritten} snapshots written across ${data.loans} loans — ${data.note}`)
+      await refreshHistory()
+    },
+    onError: (e) => setError(errMsg(e)),
+  })
+
+  const purgeM = useMutation({
+    mutationFn: () => del<number>('/admin/loan-history/generated'),
+    onSuccess: async (removed) => {
+      setError(null)
+      setNotice(`${removed} generated snapshots removed. Real extracts were left untouched.`)
+      await refreshHistory()
+    },
+    onError: (e) => setError(errMsg(e)),
+  })
+
+  const backfillM = useMutation({
+    mutationFn: (vars: { code: string; from: string; to: string }) =>
+      post<ConnectorSyncResponse>(
+        `/admin/connectors/profiles/${vars.code}/backfill?from=${vars.from}&to=${vars.to}`,
+      ),
+    onSuccess: async (data) => {
+      setSyncResult(data)
+      setError(null)
+      setNotice(data.run.message)
+      await refreshHistory()
+    },
+    onError: (e) => setError(errMsg(e)),
+  })
+
   const connected = profiles.filter((p) => p.active).length
   const live = profiles.filter((p) => p.active && !p.simulated).length
   const failing = profiles.filter((p) => p.lastStatus === 'FAILED').length
@@ -175,6 +223,7 @@ export function IntegrationPage() {
             ['connections', 'Connections'],
             ['mapping', 'Field mapping'],
             ['history', 'Sync history'],
+            ['loanhistory', 'DPD history'],
           ] as [Tab, string][]
         ).map(([key, label]) => (
           <button
@@ -228,6 +277,17 @@ export function IntegrationPage() {
 
       {tab === 'history' && <HistoryTab runs={runs} />}
 
+      {tab === 'loanhistory' && (
+        <LoanHistoryTab
+          coverage={coverage}
+          profiles={profiles}
+          busy={generateM.isPending || purgeM.isPending || backfillM.isPending}
+          onGenerate={(months) => generateM.mutate(months)}
+          onPurge={() => purgeM.mutate()}
+          onBackfill={(code, from, to) => backfillM.mutate({ code, from, to })}
+        />
+      )}
+
       {testResult && <TestModal result={testResult} onClose={() => setTestResult(null)} />}
       {syncResult && <SyncModal result={syncResult} onClose={() => setSyncResult(null)} />}
     </div>
@@ -621,6 +681,191 @@ function HistoryTab({ runs }: { runs: ConnectorSyncRun[] }) {
   )
 }
 
+// ── DPD history ───────────────────────────────────────────────────
+
+/**
+ * The loan book read as a training set.
+ *
+ * <p><b>The verdict banner is the point of this screen.</b> DPD history is the
+ * model's label, and the difference between three thousand generated snapshots
+ * and three thousand real ones is the difference between a demonstration and a
+ * result. Both look identical on a chart, so the split is stated in words at the
+ * top rather than left to be inferred from a percentage.
+ */
+function LoanHistoryTab({
+  coverage,
+  profiles,
+  busy,
+  onGenerate,
+  onPurge,
+  onBackfill,
+}: {
+  coverage: LoanHistoryCoverage
+  profiles: ConnectorProfileRow[]
+  busy: boolean
+  onGenerate: (months: number) => void
+  onPurge: () => void
+  onBackfill: (code: string, from: string, to: string) => void
+}) {
+  const [months, setMonths] = useState(24)
+  const [profileCode, setProfileCode] = useState(profiles[0]?.code ?? '')
+  const [from, setFrom] = useState('2025-08-01')
+  const [to, setTo] = useState('2026-07-31')
+
+  const pct = (n: number) => (coverage.totalRecords ? (n / coverage.totalRecords) * 100 : 0)
+
+  return (
+    <div className="space-y-4">
+      <div
+        className={[
+          'rounded-[11px] border px-3.5 py-2.5',
+          coverage.trainable ? 'border-emerald-300 bg-emerald-50/60' : 'border-amber/40 bg-amber-soft/40',
+        ].join(' ')}
+      >
+        <div className="flex items-center gap-2 mb-1">
+          <span className={`pill ${coverage.trainable ? 'pill-ok' : 'pill-pend'}`}>
+            {coverage.trainable ? 'TRAINABLE' : 'NOT TRAINABLE'}
+          </span>
+          <span className="text-[11px] font-bold text-forest">The loan book as a training set</span>
+        </div>
+        <p className="text-[11px] text-slate-700 leading-relaxed">{coverage.verdict}</p>
+      </div>
+
+      <div className="flex flex-wrap gap-3">
+        <KpiTile label="Snapshots on the book" value={coverage.totalRecords.toLocaleString('en-IN')} />
+        <KpiTile
+          label="From a real extract"
+          value={coverage.realRecords.toLocaleString('en-IN')}
+          delta={`${pct(coverage.realRecords).toFixed(0)}% of the book`}
+          tone={coverage.realRecords > 0 ? 'good' : 'red'}
+        />
+        <KpiTile
+          label="Generated"
+          value={coverage.syntheticRecords.toLocaleString('en-IN')}
+          delta={`${pct(coverage.syntheticRecords).toFixed(0)}% — excluded from any result`}
+          tone="watch"
+        />
+        <KpiTile
+          label="Unknown provenance"
+          value={coverage.unknownProvenance.toLocaleString('en-IN')}
+          delta="predates stamping"
+          tone={coverage.unknownProvenance > 0 ? 'watch' : 'neutral'}
+        />
+      </div>
+
+      <Card title="History depth">
+        <div className="p-3.5 grid gap-3 md:grid-cols-3 text-[11.5px]">
+          <Stat
+            label="Enterprises with more than one snapshot"
+            value={`${coverage.enterprisesWithHistory} / ${coverage.enterprisesTotal}`}
+            note={`${coverage.historyCoveragePct}% of the portfolio`}
+          />
+          <Stat label="Distinct extract dates" value={String(coverage.distinctAsOfDates)} note="monthly" />
+          <Stat
+            label="Window"
+            value={`${coverage.earliest ?? '—'} → ${coverage.latest ?? '—'}`}
+            note="oldest to newest extract"
+          />
+        </div>
+      </Card>
+
+      <Card title="Generate history for the prototype" badge="synthetic">
+        <div className="p-3.5 space-y-3">
+          <p className="text-[11px] text-slate-500 leading-relaxed">
+            Writes one monthly snapshot per loan behind the extract already on the book, walking DPD
+            backwards the way an account actually moves — a missed instalment rolls the account forward
+            about thirty days, a payment cures it to zero. Every row is stamped{' '}
+            <b className="font-mono text-[10.5px]">SEEDED_HISTORY</b>, and an existing row is never
+            overwritten, so a real uploaded or connector-fetched extract survives a regeneration.
+          </p>
+          <p className="text-[11px] text-slate-600 leading-relaxed">
+            This exists so the feature store, the point-in-time joins and the label plumbing can be
+            exercised before a bank has delivered anything. <b>It is not evidence.</b> A model trained
+            on it would be learning this generator's arithmetic.
+          </p>
+          <div className="flex flex-wrap items-end gap-3">
+            <Field label="Months of history" className="w-[160px]">
+              <select
+                className={inputCls}
+                value={months}
+                onChange={(e) => setMonths(Number(e.target.value))}
+              >
+                {[12, 18, 24, 36, 48].map((m) => (
+                  <option key={m} value={m}>
+                    {m} months
+                  </option>
+                ))}
+              </select>
+            </Field>
+            <PrimaryBtn onClick={() => onGenerate(months)} disabled={busy}>
+              {busy ? 'Working…' : 'Generate'}
+            </PrimaryBtn>
+            <GhostBtn onClick={onPurge} disabled={busy || coverage.syntheticRecords === 0}>
+              Purge generated ({coverage.syntheticRecords.toLocaleString('en-IN')})
+            </GhostBtn>
+            <span className="text-[10.5px] text-slate-400">
+              Purge removes generated rows only — real extracts are left alone.
+            </span>
+          </div>
+        </div>
+      </Card>
+
+      <Card title="Backfill from the lender's core" badge="the real path">
+        <div className="p-3.5 space-y-3">
+          <p className="text-[11px] text-slate-500 leading-relaxed">
+            The honest way to get history. Every core can answer <i>what did the book look like at each
+            month end last year</i> — it is the same query behind the bank's regulatory returns — so the
+            label is asked for once rather than waited for. One extract per month is pulled, mapped and
+            staged as a single batch for review.
+          </p>
+          <div className="flex flex-wrap items-end gap-3">
+            <Field label="Connection" className="min-w-[240px]">
+              <select
+                className={inputCls}
+                value={profileCode}
+                onChange={(e) => setProfileCode(e.target.value)}
+              >
+                {profiles.map((p) => (
+                  <option key={p.code} value={p.code}>
+                    {p.displayName}
+                    {p.simulated ? ' — simulated' : ''}
+                  </option>
+                ))}
+              </select>
+            </Field>
+            <Field label="From" className="w-[150px]">
+              <input type="date" className={inputCls} value={from} onChange={(e) => setFrom(e.target.value)} />
+            </Field>
+            <Field label="To" className="w-[150px]">
+              <input type="date" className={inputCls} value={to} onChange={(e) => setTo(e.target.value)} />
+            </Field>
+            <PrimaryBtn
+              onClick={() => onBackfill(profileCode, from, to)}
+              disabled={busy || !profileCode}
+            >
+              {busy ? 'Working…' : 'Backfill'}
+            </PrimaryBtn>
+          </div>
+          <p className="text-[10.5px] text-slate-400">
+            A backfill from a simulated adapter produces simulated rows, badged as such on the run. Only
+            an extract from a bank's own core counts toward the real total above.
+          </p>
+        </div>
+      </Card>
+    </div>
+  )
+}
+
+function Stat({ label, value, note }: { label: string; value: string; note: string }) {
+  return (
+    <div>
+      <div className="font-mono text-[9.5px] tracking-[0.1em] uppercase text-slate-500">{label}</div>
+      <div className="text-[15px] font-bold text-forest mt-0.5">{value}</div>
+      <div className="text-[10.5px] text-slate-400">{note}</div>
+    </div>
+  )
+}
+
 // ── modals ────────────────────────────────────────────────────────
 
 function TestModal({ result, onClose }: { result: ConnectorTestResult; onClose: () => void }) {
diff --git a/src/lib/api.ts b/src/lib/api.ts
index 38f75e7..3367192 100644
--- a/src/lib/api.ts
+++ b/src/lib/api.ts
@@ -552,6 +552,61 @@ export interface ConnectorSyncResponse {
   preview?: ManualEntryPreview
 }
 
+/**
+ * The loan book read as a training set.
+ *
+ * <p>`verdict` is a sentence, not a number, because "is this trainable" is the
+ * only question that matters here and it must not be left to whoever is reading
+ * the percentages to work out.
+ */
+export interface LoanHistoryCoverage {
+  totalRecords: number
+  /** Rows this system generated. Never counts toward a real-data claim. */
+  syntheticRecords: number
+  realRecords: number
+  /** Rows written before provenance was stamped. Never counted as real. */
+  unknownProvenance: number
+  enterprisesTotal: number
+  enterprisesWithAnyLoan: number
+  enterprisesWithHistory: number
+  distinctAsOfDates: number
+  earliest: string | null
+  latest: string | null
+  historyCoveragePct: number
+  trainable: boolean
+  verdict: string
+}
+
+export interface LoanHistoryGenerateResult {
+  enterprises: number
+  loans: number
+  snapshotsWritten: number
+  monthsRequested: number
+  from: string | null
+  to: string | null
+  note: string
+}
+
+/** One month of one loan, as an extract reported it. */
+export interface LoanSnapshot {
+  id: number
+  accountRef: string
+  enterpriseId: string
+  product: string | null
+  sanctionedAmount: number | null
+  outstandingAmount: number | null
+  instalmentAmount: number | null
+  nextDueDate: string | null
+  lastPaidDate: string | null
+  dpd: number | null
+  bucket: string | null
+  closed: boolean
+  asOfDate: string
+  observedAt: string | null
+  /** SEEDED | SEEDED_HISTORY | UPLOAD | a connector profile code. */
+  source: string | null
+}
+
 /** The template a mapping targets, and the columns that may never be mapped in. */
 export interface CanonicalColumns {
   columns: string[]
diff --git a/src/lib/demo/connectors.ts b/src/lib/demo/connectors.ts
index 3784c94..d0fe2c4 100644
--- a/src/lib/demo/connectors.ts
+++ b/src/lib/demo/connectors.ts
@@ -3,6 +3,7 @@ import type {
   ConnectorCatalogEntry,
   ConnectorProfileRow,
   ConnectorSyncRun,
+  LoanHistoryCoverage,
 } from '../api'
 
 /**
@@ -194,6 +195,30 @@ export function demoProfiles(): ConnectorProfileRow[] {
   ]
 }
 
+/**
+ * Deliberately shows a book that is **not** trainable. The demo's whole job on
+ * this panel is to make the distinction between generated and real history
+ * visible, and a fixture claiming a healthy training set would defeat it.
+ */
+export function demoCoverage(): LoanHistoryCoverage {
+  return {
+    totalRecords: 3408,
+    syntheticRecords: 3256,
+    realRecords: 0,
+    unknownProvenance: 152,
+    enterprisesTotal: 142,
+    enterprisesWithAnyLoan: 142,
+    enterprisesWithHistory: 142,
+    distinctAsOfDates: 24,
+    earliest: '2024-08-31',
+    latest: '2026-07-31',
+    historyCoveragePct: 100,
+    trainable: false,
+    verdict:
+      'Not trainable. No snapshot on the book came from a real lender extract — the pipeline can be exercised end to end, but any accuracy measured against this would be measuring the generator, not the model.',
+  }
+}
+
 export function demoRuns(): ConnectorSyncRun[] {
   return [
     {