diff --git a/tradein-mvp/scripts/README.md b/tradein-mvp/scripts/README.md
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+# tradein-mvp scripts -- backfill
+
+One-shot manual operator scripts. **NOT auto-applied by deploy.yml** (which only runs `tradein-mvp/backend/data/sql/NN_*.sql`).
+
+## Order
+
+Run in numbered sequence after PR #470 (matching module) merged:
+
+```bash
+cd tradein-mvp/backend
+export DATABASE_URL="postgresql+psycopg://user:pass@host:5432/tradein"
+
+# 001 -- backfill houses.address_fingerprint (Python, idempotent)
+uv run python ../scripts/backfill_001_address_fingerprints.py
+
+# 002 -- backfill house_sources link rows (SQL, idempotent)
+psql "${DATABASE_URL/postgresql+psycopg/postgresql}" -f ../scripts/backfill_002_house_sources.sql
+
+# 003 -- backfill listing_sources link rows (SQL, idempotent)
+psql "${DATABASE_URL/postgresql+psycopg/postgresql}" -f ../scripts/backfill_003_listing_sources.sql
+```
+
+All scripts idempotent -- re-running is safe (ON CONFLICT DO NOTHING on the SQL; row-level UPDATE WHERE NULL on the Python).
+
+## Other scripts
+
+- `upload-cian-cookies.sh` -- one-shot Cian session cookie upload (see inline docs)
diff --git a/tradein-mvp/scripts/backfill_001_address_fingerprints.py b/tradein-mvp/scripts/backfill_001_address_fingerprints.py
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+++ b/tradein-mvp/scripts/backfill_001_address_fingerprints.py
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+"""Backfill houses.address_fingerprint for legacy rows.
+
+Usage:
+    cd tradein-mvp/backend
+    DATABASE_URL=postgresql://... uv run python ../scripts/backfill_001_address_fingerprints.py
+
+Idempotent -- safe to re-run. Updates only rows with NULL address_fingerprint.
+Logs progress every 100 rows.
+"""
+from __future__ import annotations
+
+import logging
+import os
+import sys
+
+import psycopg
+
+# Allow running from repo root via `python tradein-mvp/scripts/...`
+sys.path.insert(0, os.path.join(os.path.dirname(__file__), "..", "backend"))
+
+from app.services.matching.normalize import (
+    address_fingerprint,
+    normalize_address,
+)
+
+logging.basicConfig(
+    format="%(asctime)s [%(levelname)s] %(message)s",
+    level=logging.INFO,
+)
+logger = logging.getLogger("backfill_001")
+
+
+def main() -> int:
+    dsn = os.environ.get("DATABASE_URL")
+    if not dsn:
+        logger.error("DATABASE_URL env var required")
+        return 1
+
+    # Strip SQLAlchemy dialect prefix if present (tradein-mvp uses postgresql+psycopg://)
+    dsn = dsn.replace("postgresql+psycopg://", "postgresql://", 1)
+
+    updated = 0
+    skipped = 0
+    with psycopg.connect(dsn) as conn:
+        with conn.cursor() as cur:
+            cur.execute(
+                "SELECT id, address, lat, lon FROM houses "
+                "WHERE address_fingerprint IS NULL AND address IS NOT NULL"
+            )
+            rows = cur.fetchall()
+            logger.info("Found %d houses missing fingerprint", len(rows))
+
+            for i, (house_id, address, lat, lon) in enumerate(rows, 1):
+                normalized = normalize_address(address)
+                if normalized is None:
+                    skipped += 1
+                    continue
+                fp = address_fingerprint(normalized, lat, lon)
+                if fp is None:
+                    skipped += 1
+                    continue
+                cur.execute(
+                    "UPDATE houses SET address_fingerprint = %s WHERE id = %s",
+                    (fp, house_id),
+                )
+                updated += 1
+                if i % 100 == 0:
+                    conn.commit()
+                    logger.info(
+                        "Progress: %d/%d updated=%d skipped=%d",
+                        i,
+                        len(rows),
+                        updated,
+                        skipped,
+                    )
+
+            conn.commit()
+
+    logger.info(
+        "Done: updated=%d skipped=%d total=%d", updated, skipped, updated + skipped
+    )
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tradein-mvp/scripts/backfill_002_house_sources.sql b/tradein-mvp/scripts/backfill_002_house_sources.sql
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+++ b/tradein-mvp/scripts/backfill_002_house_sources.sql
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+-- backfill_002_house_sources.sql
+-- Purpose: Populate house_sources from legacy houses.(source, ext_house_id) pairs.
+-- Idempotent -- ON CONFLICT DO NOTHING.
+-- Run AFTER backfill_001 (fingerprint backfill is independent but logically prior).
+--
+-- Column notes (verified against 009_houses.sql + 029_extend_matching_valuation_dynamics.sql):
+--   houses.last_scraped_at  -- timestamptz, NOT NULL DEFAULT NOW() (009_houses.sql)
+--   house_sources.last_seen_at -- added in 029 (nullable timestamptz)
+--   house_sources columns: id, house_id, ext_source, ext_id, confidence, matched_method,
+--                          matched_at, ext_url, raw_payload, last_seen_at
+--
+-- Usage:
+--   psql "$DATABASE_URL" -f tradein-mvp/scripts/backfill_002_house_sources.sql
+
+BEGIN;
+
+INSERT INTO house_sources (
+    house_id,
+    ext_source,
+    ext_id,
+    confidence,
+    matched_method,
+    matched_at,
+    last_seen_at
+)
+SELECT
+    h.id,
+    h.source,
+    h.ext_house_id,
+    1.0           AS confidence,
+    'backfill'    AS matched_method,
+    NOW()         AS matched_at,
+    h.last_scraped_at AS last_seen_at
+FROM houses h
+WHERE h.ext_house_id IS NOT NULL
+ON CONFLICT (ext_source, ext_id) DO NOTHING;
+
+\echo 'house_sources backfill complete'
+SELECT count(*) AS total_house_sources FROM house_sources;
+SELECT ext_source, count(*) AS rows FROM house_sources GROUP BY ext_source ORDER BY ext_source;
+
+COMMIT;
diff --git a/tradein-mvp/scripts/backfill_003_listing_sources.sql b/tradein-mvp/scripts/backfill_003_listing_sources.sql
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index 00000000..b13eef79
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+++ b/tradein-mvp/scripts/backfill_003_listing_sources.sql
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+-- backfill_003_listing_sources.sql
+-- Purpose: Populate listing_sources from legacy listings.(source, source_id) pairs.
+-- Idempotent -- ON CONFLICT DO NOTHING.
+--
+-- Column notes (verified against 002_core_tables.sql + 011_listings_alter.sql
+--               + 029_extend_matching_valuation_dynamics.sql):
+--   listings.area_m2      -- numeric(8,2), defined in 002_core_tables.sql (NOT total_area)
+--   listings.price_rub    -- bigint NOT NULL (002_core_tables.sql)
+--   listings.floor        -- int (002_core_tables.sql)
+--   listings.rooms        -- int (002_core_tables.sql, NOT rooms_count)
+--   listings.scraped_at   -- timestamptz NOT NULL DEFAULT NOW() (002_core_tables.sql)
+--   listing_sources columns (029): price_rub, area_m2, floor, rooms_count, raw_payload, last_seen_at
+--
+-- Usage:
+--   psql "$DATABASE_URL" -f tradein-mvp/scripts/backfill_003_listing_sources.sql
+
+BEGIN;
+
+INSERT INTO listing_sources (
+    listing_id,
+    ext_source,
+    ext_id,
+    confidence,
+    matched_method,
+    matched_at,
+    last_scraped_at,
+    price_rub,
+    area_m2,
+    floor,
+    rooms_count
+)
+SELECT
+    l.id,
+    l.source,
+    l.source_id,
+    1.0                      AS confidence,
+    'backfill'               AS matched_method,
+    NOW()                    AS matched_at,
+    l.scraped_at             AS last_scraped_at,
+    l.price_rub              AS price_rub,
+    l.area_m2                AS area_m2,
+    l.floor                  AS floor,
+    l.rooms                  AS rooms_count
+FROM listings l
+WHERE l.source_id IS NOT NULL
+ON CONFLICT (ext_source, ext_id) DO NOTHING;
+
+\echo 'listing_sources backfill complete'
+SELECT count(*) AS total_listing_sources FROM listing_sources;
+SELECT ext_source, count(*) AS rows FROM listing_sources GROUP BY ext_source ORDER BY ext_source;
+
+COMMIT;