coverage: airports search + merchant resolver +718, Titan caps, GRT + Surat Diamond offers

app/airports.py

@@ -0,0 +1,188 @@
+"""
+Comprehensive airport search + resolution for the Flights composer.
+
+Replaces the ~87-entry hardcoded CITY_IATA map with the full IATA airport
+dataset (7,884 airports, every Indian one). The From/To inputs become a
+type-to-search box that calls search(); flight search calls resolve() to turn
+any typed city or code into the IATA(s) Google Flights speaks; geo classifies a
+route by the airports' COUNTRY, so any route resolves domestic/international -
+not just the ~90 cities that used to be enumerated.
+
+Data ships as airports_data.json (generated from the `airportsdata` package) so
+the Space has no runtime dependency on the package.
+"""
+import json, os, re, functools, unicodedata
+from typing import List, Dict, Optional
+
+_HERE = os.path.dirname(os.path.abspath(__file__))
+with open(os.path.join(_HERE, "airports_data.json")) as _f:
+    _RAW = json.load(_f)
+
+# rows: [iata, city, name, country, subd]
+_ROWS = _RAW["airports"]
+METROS: Dict[str, str] = _RAW["metros"]
+_PRIMARY = set(_RAW.get("primary", []))
+_ALIASES: Dict[str, str] = {k.lower(): v for k, v in _RAW["aliases"].items()}
+
+def _strip(s: str) -> str:
+    return "".join(c for c in unicodedata.normalize("NFKD", s or "") if not unicodedata.combining(c))
+
+def _norm(s: str) -> str:
+    return _strip(re.sub(r"\s+", " ", (s or "").strip().lower()))
+
+
+# The airport dataset carries several Indian cities under their OLD names
+# (Calicut, Mysore, Mangalore, Pondicherry, Allahabad...). Show the CURRENT name
+# people type, and keep the old/colloquial name searchable so BOTH resolve - a
+# search for "Kozhikode" and one for "Calicut" must both find CCJ.
+_CITY_FIX = {
+    "CCJ": "Kozhikode", "MYQ": "Mysuru", "IXE": "Mangaluru", "PNY": "Puducherry",
+    "VTZ": "Visakhapatnam", "IXD": "Prayagraj", "IXG": "Belagavi",
+    "TCR": "Thoothukudi", "RJA": "Rajahmundry",
+}
+_ALT = {
+    "CCJ": "calicut", "MYQ": "mysore", "IXE": "mangalore", "PNY": "pondicherry pondy",
+    "VTZ": "vizag vishakhapatnam", "IXD": "allahabad", "IXG": "belgaum",
+    "TCR": "tuticorin", "BOM": "bombay", "BLR": "bangalore", "CCU": "calcutta",
+    "MAA": "madras", "COK": "cochin ernakulam", "TRV": "trivandrum", "BDQ": "baroda",
+    "VNS": "benares banaras", "PNQ": "poona", "IXJ": "jammu", "GAU": "guwahati",
+}
+
+BY_IATA: Dict[str, Dict] = {}
+_BY_CITY: Dict[str, list] = {}
+for _iata, _city, _name, _country, _subd in _ROWS:
+    _cty = _CITY_FIX.get(_iata, _city or _name)
+    rec = {"iata": _iata, "city": _cty, "name": _name, "country": _country, "subd": _subd}
+    rec["_c"] = _norm(_cty)
+    rec["_n"] = _norm(_name + " " + _ALT.get(_iata, ""))
+    rec["_i"] = _iata.lower()
+    BY_IATA[_iata] = rec
+    _BY_CITY.setdefault((_cty or "").lower(), []).append(rec)
+
+
+
+def is_international(iata_or_country: Optional[str]) -> Optional[bool]:
+    """True if the airport (or the metro's first airport) is outside India.
+    None if unknown. Country-based, so EVERY airport classifies correctly."""
+    if not iata_or_country:
+        return None
+    s = iata_or_country.strip().upper()
+    if s == "IN":
+        return False
+    if len(s) == 2:                        # a country code
+        return True
+    first = s.split(",")[0]
+    rec = BY_IATA.get(first)
+    if not rec:
+        return None
+    return rec["country"] != "IN"
+
+
+def label(rec: Dict) -> str:
+    """Human label for a picker row: 'Kochi (COK) - India'."""
+    city = rec["city"]
+    tail = rec["subd"] if rec["country"] == "IN" and rec["subd"] and rec["subd"].lower() != city.lower() else _country_name(rec["country"])
+    return f"{city} ({rec['iata']})" + (f" - {tail}" if tail else "")
+
+
+_COUNTRY = {"IN": "India", "AE": "UAE", "US": "USA", "GB": "UK", "SG": "Singapore",
+            "TH": "Thailand", "QA": "Qatar", "SA": "Saudi Arabia", "MY": "Malaysia",
+            "LK": "Sri Lanka", "NP": "Nepal", "MV": "Maldives", "ID": "Indonesia"}
+def _country_name(cc: str) -> str:
+    return _COUNTRY.get(cc, cc)
+
+
+def _score(rec: Dict, q: str) -> int:
+    """Higher = better match for query q (already normalised). Importance boosts
+    apply ONLY when the query actually matches, so India airports never leak
+    into an unrelated search."""
+    iata = rec["_i"]; city = rec["_c"]; name = rec["_n"]
+    base = 0
+    if q == iata: base += 1000
+    if city == q: base += 600
+    elif city.startswith(q): base += 400
+    elif q in city: base += 220
+    if q in name: base += 130
+    elif iata.startswith(q): base += 90
+    if base == 0:
+        return 0
+    # importance (no pax data in the set): this is an India-first app, then real
+    # intl gateways. Applied only on a genuine match so it breaks ties, never invents them.
+    if rec["country"] == "IN": base += 500
+    if rec["iata"] in _PRIMARY: base += 350
+    if rec["iata"] in METROS: base += 150   # metro-anchor: LHR over LGW, JFK over LGA
+    if "international" in name: base += 40
+    return base
+
+
+@functools.lru_cache(maxsize=4096)
+def search(q: str, limit: int = 8) -> tuple:
+    """Autocomplete: match on IATA / city / name. Returns a tuple of dicts
+    (cached; convert to list at the boundary)."""
+    q0 = _norm(q)
+    if not q0:
+        return tuple()
+    q = _norm(_ALIASES.get(q0, q0))
+    hits = []
+    for rec in BY_IATA.values():
+        sc = _score(rec, q)
+        if sc > 0:
+            hits.append((sc, rec))
+    # An alias must never make matching WORSE: if it redirected to a spelling the
+    # dataset lacks, fall back to scoring the raw query.
+    if not hits and q != q0:
+        for rec in BY_IATA.values():
+            sc = _score(rec, q0)
+            if sc > 0:
+                hits.append((sc, rec))
+    hits.sort(key=lambda x: (-x[0], x[1]["city"]))
+    out = []
+    seen = set()
+    for _, rec in hits[: limit * 3]:
+        key = (rec["city"], rec["country"])
+        if rec["iata"] in seen:
+            continue
+        seen.add(rec["iata"])
+        out.append({**rec, "label": label(rec), "intl": rec["country"] != "IN"})
+        if len(out) >= limit:
+            break
+    return tuple(out)
+
+
+def resolve(text: str) -> Optional[str]:
+    """Turn a typed city / IATA / alias into the IATA(s) the flight API speaks.
+    Returns a metro comma-list where relevant ('Mumbai' -> 'BOM,NMI'), or None."""
+    if not text:
+        return None
+    t = text.strip()
+    # already an IATA (single or metro comma list) - only when typed in caps, so a
+    # mixed-case city like "Goa" is read as the city, not the code GOA (Genova).
+    if t == t.upper() and re.fullmatch(r"[A-Z]{3}(,[A-Z]{3})*", t):
+        return METROS.get(t.split(",")[0], t)
+    n = _norm(t)
+    n = _norm(_ALIASES.get(n, n))
+    # exact city -> prefer the highest-scored airport, apply metro grouping
+    res = search(n, limit=1)
+    if not res:
+        return None
+    iata = res[0]["iata"]
+    return METROS.get(iata, iata)
+
+
+def cities_for_hotels(q: str, limit: int = 8) -> list:
+    """City suggestions for the hotels/dining city box (dedup by city name)."""
+    q = _norm(q)
+    if not q:
+        return []
+    q = _norm(_ALIASES.get(q, q))
+    seen, out = set(), []
+    for rec in sorted(BY_IATA.values(), key=lambda r: (r["country"] != "IN", r["city"])):
+        c = (rec["city"] or "").lower()
+        if c and (c.startswith(q) or q in c) and c not in seen:
+            seen.add(c)
+            out.append({"city": rec["city"], "country": rec["country"],
+                        "label": f"{rec['city']} - {_country_name(rec['country'])}",
+                        "intl": rec["country"] != "IN"})
+        if len(out) >= limit:
+            break
+    return out

app/card_catalogue.py

@@ -1769,7 +1769,11 @@ CATALOGUE += [
         segment="mid", reward_unit="cashback", point_value_inr=1, base_rate=1.5,
         category_rates={},
         caps={},
-        brand_caps=[{"brands": ["tanishq"], "cap": 8333}, {"brands": ["caratlane"], "cap": 3333}, {"brands": ["titan"], "cap": 3333}],
+        # Shared quarterly caps (≈ monthly): Tanishq ₹25k/qtr → 8,333/mo; the 5%
+        # jewellery trio (Mia/CaratLane/Zoya) share ₹10k/qtr → 3,333/mo; the 7.5%
+        # Titan-world brands share ₹10k/qtr → 3,333/mo. Every bonused brand must
+        # sit in a cap group or it earns its accelerated rate UNCAPPED.
+        brand_caps=[{"brands": ["tanishq"], "cap": 8333}, {"brands": ["mia", "caratlane", "zoya"], "cap": 3333}, {"brands": ["titan", "fastrack", "helios", "titan_eyeplus", "taneira", "sonata"], "cap": 3333}],
         excluded_categories=["fuel", "wallet_load", "rent", "utilities"],
         brand_bonuses={"tanishq": 3, "caratlane": 5, "mia": 5, "zoya": 5, "titan": 7.5, "fastrack": 7.5, "helios": 7.5, "titan_eyeplus": 7.5, "taneira": 7.5, "sonata": 7.5},
         upi_eligible=True,

app/geo.py

@@ -11,6 +11,7 @@ Mirrored on-device in app/src/data/geo.ts.
 """
 
 from typing import Optional
+import airports as _ap   # comprehensive 7,884-airport dataset (country-based fallback)
 
 # Major Indian airports (domestic when the destination is one of these).
 INDIA_IATA = {
@@ -96,6 +97,16 @@ def iata_is_international(code: Optional[str]) -> Optional[bool]:
             continue
         if not (len(c) == 3 and c.isalpha()):
             return None
+        # Consult the full airport dataset before falling back to the heuristic:
+        # a real Indian airport MISSING from INDIA_IATA must classify domestic,
+        # not international. country=IN -> domestic; a known foreign airport ->
+        # international; only a code absent from all 7,884 stays "international,
+        # not unknown" (the Indian set is finite; the world's airports are not).
+        rec = _ap.BY_IATA.get(c)
+        if rec is not None:
+            if rec["country"] == "IN":
+                continue
+            return True
         all_india = False
     return False if all_india else True
 

app/main.py

@@ -307,6 +307,26 @@ def cards():
     return {"cards": [_card_public(c) for c in all_cards()]}
 
 
+@app.get("/airports/search")
+def airports_search(q: str = "", limit: int = 8, request: Request = None):
+    """Type-to-search autocomplete over the full 7,884-airport dataset (every
+    Indian airport + international). Powers the Flights From/To box. Public +
+    rate-limited; no PII, no app key."""
+    if request is not None:
+        _limit(request, "aps", rate=120)
+    import airports
+    return {"query": q, "results": list(airports.search(q, min(int(limit or 8), 15)))}
+
+
+@app.get("/cities/search")
+def cities_search(q: str = "", limit: int = 8, request: Request = None):
+    """City autocomplete for the Hotels/Dining city box (searches by city name)."""
+    if request is not None:
+        _limit(request, "cts", rate=120)
+    import airports
+    return {"query": q, "results": airports.cities_for_hotels(q, min(int(limit or 8), 15))}
+
+
 @app.get("/offers")
 def offers():
     """All currently-active offers (dated). Fed by the ingestion connectors."""
@@ -470,14 +490,20 @@ def flights_search(req: FlightSearchRequest, request: Request = None):
     city = normalize_city(req.city)
     import geo
     # BOTH endpoints: a return leg into India is still an international trip.
-    intl = geo.route_is_international(req.src, req.dst)   # international route? offers gate on it
+    # Resolve a typed city OR an IATA to the code(s) the flight API speaks: the new
+    # searchable From/To sends a picked IATA, but free text ("Kochi", "Goa") also
+    # works now via the full airport dataset. Passthrough when already a code.
+    import airports as _apx
+    src_q = _apx.resolve(req.src) or req.src
+    dst_q = _apx.resolve(req.dst) or req.dst
+    intl = geo.route_is_international(src_q, dst_q)   # international route? offers gate on it
 
     # SerpApi's Google Flights results carry a booking token, which is what
     # unlocks per-platform prices later via /flights/sellers. Prefer it when a
     # key is configured; otherwise keep the Travelpayouts cached-fare path,
     # which has no token and therefore no per-platform comparison.
     flights, source = flight_sellers.search_flights(
-        req.src, req.dst, req.date,
+        src_q, dst_q, req.date,
         adults=req.adults or 1,
         children=req.children or 0,
         infants=req.infants or 0,
@@ -498,7 +524,7 @@ def flights_search(req: FlightSearchRequest, request: Request = None):
     plain_search = (req.cabin or "economy") == "economy" and not (req.children or req.infants)
     if not flights and plain_search:
         flights = flights_provider.search_flights(
-            req.src, req.dst, req.date,
+            src_q, dst_q, req.date,
             adults=req.adults or 1, nonstop=req.nonstop or (req.stops == "nonstop"),
             airlines=req.airlines, max_price=req.max_price,
             window_days=req.window_days if req.window_days is not None else 3,

app/merchants.py

@@ -1364,6 +1364,751 @@ MERCHANT_MAP: Dict[str, Tuple[str, Optional[str]]] = {
     # matrix caught it, 2026-07-29).
 }
 
+# ---------------------------------------------------------------------------
+# Wider merchant coverage (added 2026-08-08): 719 brand keywords across
+# every category, folded in from the market sweep. Existing hand-tuned keys
+# always win (setdefault below), so this only ADDS reach - any store a user
+# names now resolves to the right category (and a brand key where we have
+# one) instead of falling through to "general".
+# ---------------------------------------------------------------------------
+_PROPOSED_2026_08: Dict[str, Tuple[str, Optional[str]]] = {
+    # --- dining ---
+    "7th heaven": ("dining", "seventh_heaven"),
+    "adigas": ("dining", "adigas"),
+    "amex dining": ("dining", "amex_dining"),
+    "ammi's": ("dining", "ammis_biryani"),
+    "ammis biryani": ("dining", "ammis_biryani"),
+    "anjappar": ("dining", "anjappar"),
+    "barista": ("dining", "barista"),
+    "baskin robbins": ("dining", "baskin_robbins"),
+    "bbk": ("dining", "biryani_by_kilo"),
+    "belgian waffle": ("dining", "belgian_waffle"),
+    "biggies burger": ("dining", "biggies_burger"),
+    "biryani by kilo": ("dining", "biryani_by_kilo"),
+    "burger singh": ("dining", "burger_singh"),
+    "cafe delhi heights": ("dining", "cafe_delhi_heights"),
+    "california pizza kitchen": ("dining", "cpk"),
+    "carl's jr": ("dining", "carls_jr"),
+    "carls jr": ("dining", "carls_jr"),
+    "chai point": ("dining", "chai_point"),
+    "chai sutta bar": ("dining", "chai_sutta_bar"),
+    "charcoal eats": ("dining", "charcoal_eats"),
+    "chinese wok": ("dining", "chinese_wok"),
+    "chowman": ("dining", "chowman"),
+    "costa": ("dining", "costa_coffee"),
+    "costa coffee": ("dining", "costa_coffee"),
+    "cpk": ("dining", "cpk"),
+    "cream stone": ("dining", "cream_stone"),
+    "culinary treats": ("dining", "culinary_treats"),
+    "cult eatfit": ("dining", "eatfit"),
+    "dindigul": ("dining", "thalappakatti"),
+    "dining delights": ("dining", "dining_delights"),
+    "drunken monkey": ("dining", "drunken_monkey"),
+    "dunkin": ("dining", "dunkin"),
+    "dunkin donuts": ("dining", "dunkin"),
+    "eatfit": ("dining", "eatfit"),
+    "effingut": ("dining", "effingut"),
+    "empire restaurant": ("dining", "empire_restaurant"),
+    "firangi bake": ("dining", "firangi_bake"),
+    "flavours of india": ("dining", "amex_dining"),
+    "fresh menu": ("dining", "freshmenu"),
+    "freshmenu": ("dining", "freshmenu"),
+    "frozen bottle": ("dining", "frozen_bottle"),
+    "giani": ("dining", "giani"),
+    "giani's": ("dining", "giani"),
+    "goila": ("dining", "goila_butter_chicken"),
+    "goli": ("dining", "goli_vada_pav"),
+    "goli vada pav": ("dining", "goli_vada_pav"),
+    "good bowl": ("dining", "the_good_bowl"),
+    "good food trail": ("dining", "good_food_trail"),
+    "hard rock cafe": ("dining", "hard_rock_cafe"),
+    "honest restaurant": ("dining", "honest"),
+    "hoppipola": ("dining", "hoppipola"),
+    "hotel empire": ("dining", "empire_restaurant"),
+    "ibaco": ("dining", "ibaco"),
+    "irish house": ("dining", "irish_house"),
+    "johnny rockets": ("dining", "johnny_rockets"),
+    "jumbo king": ("dining", "jumboking"),
+    "jumboking": ("dining", "jumboking"),
+    "junior kuppanna": ("dining", "junior_kuppanna"),
+    "kailash parbat": ("dining", "kailash_parbat"),
+    "karachi bakery": ("dining", "karachi_bakery"),
+    "kathi junction": ("dining", "kathi_junction"),
+    "keventers": ("dining", "keventers"),
+    "kotak dining": ("dining", "kotak_dining"),
+    "krispy kreme": ("dining", "krispy_kreme"),
+    "mad over donuts": ("dining", "mad_over_donuts"),
+    "maharaja bhog": ("dining", "maharaja_bhog"),
+    "mba chai wala": ("dining", "mba_chai_wala"),
+    "meghana foods": ("dining", "meghana_foods"),
+    "mio amore": ("dining", "mio_amore"),
+    "monginis": ("dining", "monginis"),
+    "moti mahal": ("dining", "moti_mahal"),
+    "mtr restaurant": ("dining", "mtr_restaurant"),
+    "murugan idli": ("dining", "murugan_idli"),
+    "nando's": ("dining", "nandos"),
+    "nandos": ("dining", "nandos"),
+    "natural ice cream": ("dining", "naturals"),
+    "naturals ice cream": ("dining", "naturals"),
+    "nic ice cream": ("dining", "nic"),
+    "nirula's": ("dining", "nirulas"),
+    "nirulas": ("dining", "nirulas"),
+    "oh calcutta": ("dining", "oh_calcutta"),
+    "olive bar": ("dining", "olive_group"),
+    "olive bistro": ("dining", "olive_group"),
+    "pf changs": ("dining", "pf_changs"),
+    "pind balluchi": ("dining", "pind_balluchi"),
+    "pirates of grill": ("dining", "pirates_of_grill"),
+    "ponnusamy": ("dining", "ponnusamy"),
+    "popeyes": ("dining", "popeyes"),
+    "punjab grill": ("dining", "punjab_grill"),
+    "rajdhani": ("dining", "rajdhani_thali"),
+    "rolls mania": ("dining", "rolls_mania"),
+    "sangeetha veg": ("dining", "sangeetha"),
+    "sankalp": ("dining", "sankalp"),
+    "sbow": ("dining", "sodabottleopenerwala"),
+    "sigree": ("dining", "sigree"),
+    "smoke house deli": ("dining", "smoke_house_deli"),
+    "smoor": ("dining", "smoor"),
+    "sodabottleopenerwala": ("dining", "sodabottleopenerwala"),
+    "subko": ("dining", "subko"),
+    "taco bell": ("dining", "taco_bell"),
+    "tacobell": ("dining", "taco_bell"),
+    "tea trails": ("dining", "tea_trails"),
+    "thalappakatti": ("dining", "thalappakatti"),
+    "thick shake factory": ("dining", "thickshake_factory"),
+    "thickshake": ("dining", "thickshake_factory"),
+    "tim hortons": ("dining", "tim_hortons"),
+    "toit": ("dining", "toit"),
+    "truffles": ("dining", "truffles"),
+    "vasudev adiga": ("dining", "adigas"),
+    "warmoven": ("dining", "warmoven"),
+    "wat a burger": ("dining", "wat_a_burger"),
+    "wat-a-burger": ("dining", "wat_a_burger"),
+    "wendy's": ("dining", "wendys"),
+    "wendys": ("dining", "wendys"),
+    "wok express": ("dining", "wok_express"),
+    "wokexpress": ("dining", "wok_express"),
+    "wow! china": ("dining", "wow_china"),
+    "yellow chilli": ("dining", "yellow_chilli"),
+    # --- groceries ---
+    "7 eleven": ("groceries", "seven_eleven"),
+    "7-eleven": ("groceries", "seven_eleven"),
+    "akshayakalpa": ("groceries", "akshayakalpa"),
+    "apna bazaar": ("groceries", "apna_bazar"),
+    "apna bazar": ("groceries", "apna_bazar"),
+    "balaji grand bazar": ("groceries", "balaji_grand_bazar"),
+    "best price": ("groceries", "best_price"),
+    "bgb": ("groceries", "balaji_grand_bazar"),
+    "city mall": ("groceries", "citymall"),
+    "citymall": ("groceries", "citymall"),
+    "dealshare": ("groceries", "dealshare"),
+    "deep rooted": ("groceries", "deep_rooted"),
+    "deeprooted": ("groceries", "deep_rooted"),
+    "doodhvale": ("groceries", "doodhvale"),
+    "flipkart wholesale": ("groceries", "best_price"),
+    "food stories": ("groceries", "food_stories"),
+    "foodstories": ("groceries", "food_stories"),
+    "gourmet garden": ("groceries", "verify-first"),
+    "grace supermarket": ("groceries", "grace_supermarket"),
+    "kisan konnect": ("groceries", "kisankonnect"),
+    "kisankonnect": ("groceries", "kisankonnect"),
+    "kovai pazhamudir nilayam": ("groceries", "kpn_fresh"),
+    "kpn fresh": ("groceries", "kpn_fresh"),
+    "le marche": ("groceries", "le_marche"),
+    "lemarche": ("groceries", "le_marche"),
+    "magsons": ("groceries", "magsons"),
+    "magsons supercenter": ("groceries", "magsons"),
+    "margin free": ("groceries", "margin_free_market"),
+    "meatigo": ("groceries", "meatigo"),
+    "mk ahmed": ("groceries", "mk_retail"),
+    "mk retail": ("groceries", "mk_retail"),
+    "modern bazaar": ("groceries", "modern_bazaar"),
+    "mother dairy safal": ("groceries", "safal"),
+    "nesto": ("groceries", "nesto"),
+    "nesto hypermarket": ("groceries", "nesto"),
+    "osia": ("groceries", "osia_hypermart"),
+    "osia hypermart": ("groceries", "osia_hypermart"),
+    "osiamart": ("groceries", "osia_hypermart"),
+    "pazhamudir": ("groceries", "kpn_fresh"),
+    "pothys": ("groceries", "pothys_hyper"),
+    "pothys hyper": ("groceries", "pothys_hyper"),
+    "prasuma": ("groceries", "meatigo"),
+    "q-mart": ("groceries", "q_mart"),
+    "qmart": ("groceries", "q_mart"),
+    "safal": ("groceries", "safal"),
+    "sahakari bhandar": ("groceries", "sahakari_bhandar"),
+    "seven eleven": ("groceries", "seven_eleven"),
+    "sid's farm": ("groceries", "sids_farm"),
+    "sids farm": ("groceries", "sids_farm"),
+    "spar": ("groceries", "spar_india"),
+    "spar hypermarket": ("groceries", "spar_india"),
+    "spar india": ("groceries", "spar_india"),
+    "triveni supermarket": ("groceries", "triveni_supermarkets"),
+    "v-mart": ("groceries", "v_mart"),
+    "vijetha": ("groceries", "vijetha"),
+    "vijetha supermarket": ("groceries", "vijetha"),
+    "vmart": ("groceries", "v_mart"),
+    "zappfresh": ("groceries", "zappfresh"),
+    # --- electronics ---
+    "adishwar": ("electronics", "adishwar"),
+    "adishwar india": ("electronics", "adishwar"),
+    "amazfit": ("electronics", "amazfit"),
+    "apple premium reseller": ("electronics", "india_istore"),
+    "atomberg": ("electronics", "atomberg"),
+    "b new": ("electronics", "b_new_mobiles"),
+    "benq": ("electronics", "benq"),
+    "bismi": ("electronics", "bismi"),
+    "bismi appliances": ("electronics", "bismi"),
+    "bnew mobiles": ("electronics", "b_new_mobiles"),
+    "brother printers": ("electronics", "brother"),
+    "butterfly": ("electronics", "butterfly"),
+    "butterfly gandhimathi": ("electronics", "butterfly"),
+    "canon": ("electronics", "canon"),
+    "canon store": ("electronics", "canon"),
+    "capital electronics": ("electronics", "capital_electronics"),
+    "celekt": ("electronics", "celekt"),
+    "cell point": ("electronics", "cellpoint"),
+    "cellpoint": ("electronics", "cellpoint"),
+    "crompton": ("electronics", "crompton"),
+    "crompton greaves": ("electronics", "crompton"),
+    "dji": ("electronics", "dji"),
+    "ecotank": ("electronics", "epson"),
+    "electronicsmartindia": ("electronics", "electronics_mart"),
+    "elica": ("electronics", "elica"),
+    "emil": ("electronics", "electronics_mart"),
+    "epson": ("electronics", "epson"),
+    "faber": ("electronics", "faber"),
+    "faber chimney": ("electronics", "faber"),
+    "fire-boltt": ("electronics", "fire_boltt"),
+    "fireboltt": ("electronics", "fire_boltt"),
+    "fujifilm": ("electronics", "fujifilm"),
+    "future world": ("electronics", "futureworld"),
+    "futureworld": ("electronics", "futureworld"),
+    "g-mart": ("electronics", "nandilath_gmart"),
+    "garmin": ("electronics", "garmin"),
+    "glen": ("electronics", "glen"),
+    "gmart": ("electronics", "nandilath_gmart"),
+    "gopro": ("electronics", "gopro"),
+    "happi mobiles": ("electronics", "happi_mobiles"),
+    "happimobiles": ("electronics", "happi_mobiles"),
+    "harman audio": ("electronics", "harman_audio"),
+    "harman kardon": ("electronics", "harman_audio"),
+    "hihonor": ("electronics", "honor"),
+    "hmd": ("electronics", "hmd_nokia"),
+    "honor": ("electronics", "honor"),
+    "htech": ("electronics", "honor"),
+    "imagine online": ("electronics", "imagine_apple"),
+    "in.canon": ("electronics", "canon"),
+    "indiaistore": ("electronics", "india_istore"),
+    "infinix": ("electronics", "infinix"),
+    "insta360": ("electronics", "insta360"),
+    "instax": ("electronics", "fujifilm"),
+    "iplanet": ("electronics", "iplanet"),
+    "iqoo store": ("electronics", "iqoo"),
+    "itel": ("electronics", "itel"),
+    "kenstar": ("electronics", "kenstar"),
+    "lava": ("electronics", "lava"),
+    "lava mobiles": ("electronics", "lava"),
+    "livpure": ("electronics", "livpure"),
+    "logitech": ("electronics", "logitech"),
+    "logitech g": ("electronics", "logitech"),
+    "luminous": ("electronics", "luminous"),
+    "luminous inverter": ("electronics", "luminous"),
+    "mahajan electronics": ("electronics", "mahajan_electronics"),
+    "maple store": ("electronics", "maple_apple"),
+    "marshall": ("electronics", "marshall"),
+    "mivi": ("electronics", "mivi"),
+    "morphy richards": ("electronics", "morphy_richards"),
+    "msi": ("electronics", "msi"),
+    "myg": ("electronics", "myg"),
+    "myg digital": ("electronics", "myg"),
+    "myg india": ("electronics", "myg"),
+    "nandilath": ("electronics", "nandilath_gmart"),
+    "nikon": ("electronics", "nikon"),
+    "nikon store": ("electronics", "nikon"),
+    "nokia mobile": ("electronics", "hmd_nokia"),
+    "nokia phones": ("electronics", "hmd_nokia"),
+    "orient": ("electronics", "orient_electric"),
+    "orient electric": ("electronics", "orient_electric"),
+    "oxygen digital": ("electronics", "oxygen_digital"),
+    "oxygen the digital shop": ("electronics", "oxygen_digital"),
+    "pigeon": ("electronics", "pigeon"),
+    "pittappillil": ("electronics", "pittappillil"),
+    "placewell": ("electronics", "placewell"),
+    "poojara": ("electronics", "poojara"),
+    "poojara telecom": ("electronics", "poojara"),
+    "portronics": ("electronics", "portronics"),
+    "preethi": ("electronics", "preethi"),
+    "prestige": ("electronics", "ttk_prestige"),
+    "prestige xclusive": ("electronics", "ttk_prestige"),
+    "ptron": ("electronics", "ptron"),
+    "qrs": ("electronics", "qrs"),
+    "qrs retail": ("electronics", "qrs"),
+    "rathna fan house": ("electronics", "rathna_fan_house"),
+    "razer": ("electronics", "razer"),
+    "sales emporium": ("electronics", "sales_emporium"),
+    "sales india": ("electronics", "sales_india"),
+    "salesindia": ("electronics", "sales_india"),
+    "sargam": ("electronics", "sargam"),
+    "sargam electronics": ("electronics", "sargam"),
+    "sennheiser": ("electronics", "sennheiser"),
+    "siemens appliances": ("electronics", "siemens_home"),
+    "siemens home": ("electronics", "siemens_home"),
+    "skullcandy": ("electronics", "skullcandy"),
+    "sonos": ("electronics", "sonos"),
+    "stovekraft": ("electronics", "pigeon"),
+    "supreme mobiles": ("electronics", "supreme_mobiles"),
+    "suprememobiles": ("electronics", "supreme_mobiles"),
+    "symphony": ("electronics", "symphony"),
+    "symphony cooler": ("electronics", "symphony"),
+    "tecno": ("electronics", "tecno"),
+    "top 10 mobiles": ("electronics", "top10_mobiles"),
+    "top10 mobile": ("electronics", "top10_mobiles"),
+    "ttk prestige": ("electronics", "ttk_prestige"),
+    "unicorn": ("electronics", "unicorn_apple"),
+    "unilet": ("electronics", "unilet"),
+    "unilet stores": ("electronics", "unilet"),
+    "v-guard": ("electronics", "v_guard"),
+    "value plus": ("electronics", "value_plus"),
+    "valueplusretail": ("electronics", "value_plus"),
+    "vasanth": ("electronics", "vasanth_and_co"),
+    "vasanth & co": ("electronics", "vasanth_and_co"),
+    "vasanthandco": ("electronics", "vasanth_and_co"),
+    "vguard": ("electronics", "v_guard"),
+    "voltbek": ("electronics", "voltas_beko"),
+    "vu televisions": ("electronics", "vu"),
+    "vu tv": ("electronics", "vu"),
+    "zebronics": ("electronics", "zebronics"),
+    # --- travel_hotels ---
+    "aman-i-khas": ("travel_hotels", "aman"),
+    "amanbagh": ("travel_hotels", "aman"),
+    "amritara": ("travel_hotels", "amritara"),
+    "anantara": ("travel_hotels", "minor_hotels"),
+    "avani": ("travel_hotels", "minor_hotels"),
+    "beacon hotels": ("travel_hotels", "the_fern"),
+    "best western": ("travel_hotels", "best_western"),
+    "biznotel": ("travel_hotels", "pride_hotels"),
+    "bloom boutique": ("travel_hotels", "bloom_hotels"),
+    "bloom hub": ("travel_hotels", "bloom_hotels"),
+    "bloomrooms": ("travel_hotels", "bloom_hotels"),
+    "cgh earth": ("travel_hotels", "cgh_earth"),
+    "citadines": ("travel_hotels", "ascott"),
+    "clarion hotel": ("travel_hotels", "choice_hotels"),
+    "clarks hotels": ("travel_hotels", "clarks_hotels"),
+    "clarks inn": ("travel_hotels", "clarks_hotels"),
+    "coconut lagoon": ("travel_hotels", "cgh_earth"),
+    "comfort inn": ("travel_hotels", "choice_hotels"),
+    "cozzet": ("travel_hotels", "cygnett"),
+    "cygnett inn": ("travel_hotels", "cygnett"),
+    "cygnett park": ("travel_hotels", "cygnett"),
+    "days inn": ("travel_hotels", "wyndham"),
+    "deltin royale": ("travel_hotels", "deltin"),
+    "deltin suites": ("travel_hotels", "deltin"),
+    "effotel": ("travel_hotels", "sayaji"),
+    "ekostay": ("travel_hotels", "ekostay"),
+    "enrise by sayaji": ("travel_hotels", "sayaji"),
+    "evolve back": ("travel_hotels", "evolve_back"),
+    "expedia": ("travel_hotels", "expedia"),
+    "fateh prakash": ("travel_hotels", "hrh_hotels"),
+    "fern residency": ("travel_hotels", "the_fern"),
+    "four seasons bengaluru": ("travel_hotels", "four_seasons"),
+    "four seasons mumbai": ("travel_hotels", "four_seasons"),
+    "go stops": ("travel_hotels", "gostops"),
+    "golden tulip": ("travel_hotels", "golden_tulip"),
+    "gostops": ("travel_hotels", "gostops"),
+    "grand by grt": ("travel_hotels", "grt_hotels"),
+    "grt grand": ("travel_hotels", "grt_hotels"),
+    "grt hotels": ("travel_hotels", "grt_hotels"),
+    "hotels.com": ("travel_hotels", "expedia"),
+    "howard johnson": ("travel_hotels", "wyndham"),
+    "hrh hotels": ("travel_hotels", "hrh_hotels"),
+    "isprava": ("travel_hotels", "lohono"),
+    "itdc hotels": ("travel_hotels", "itdc_ashok"),
+    "jaypee greens": ("travel_hotels", "jaypee_hotels"),
+    "jaypee palace": ("travel_hotels", "jaypee_hotels"),
+    "jaypee vasant": ("travel_hotels", "jaypee_hotels"),
+    "justa hotels": ("travel_hotels", "justa_hotels"),
+    "justa resorts": ("travel_hotels", "justa_hotels"),
+    "kamat hotels": ("travel_hotels", "the_orchid"),
+    "karma lakelands": ("travel_hotels", "karma_group"),
+    "karma resorts": ("travel_hotels", "karma_group"),
+    "karma royal": ("travel_hotels", "karma_group"),
+    "kempinski": ("travel_hotels", "kempinski"),
+    "lalit suri": ("travel_hotels", "the_lalit"),
+    "lohono stays": ("travel_hotels", "lohono"),
+    "mayfair hotels": ("travel_hotels", "mayfair_hotels"),
+    "mayfair lagoon": ("travel_hotels", "mayfair_hotels"),
+    "moustache escapes": ("travel_hotels", "moustache"),
+    "moustache hostel": ("travel_hotels", "moustache"),
+    "neemrana": ("travel_hotels", "neemrana"),
+    "neemrana fort palace": ("travel_hotels", "neemrana"),
+    "nh collection": ("travel_hotels", "minor_hotels"),
+    "oaks hotels": ("travel_hotels", "minor_hotels"),
+    "oakwood": ("travel_hotels", "ascott"),
+    "orange county resorts": ("travel_hotels", "evolve_back"),
+    "orchid hotel": ("travel_hotels", "the_orchid"),
+    "postcard goa": ("travel_hotels", "postcard_hotel"),
+    "postcard hotel": ("travel_hotels", "postcard_hotel"),
+    "pride hotel": ("travel_hotels", "pride_hotels"),
+    "pride plaza": ("travel_hotels", "pride_hotels"),
+    "quality inn": ("travel_hotels", "choice_hotels"),
+    "ramada": ("travel_hotels", "wyndham"),
+    "ramee grand": ("travel_hotels", "ramee"),
+    "ramee guestline": ("travel_hotels", "ramee"),
+    "regenta": ("travel_hotels", "royal_orchid"),
+    "roseate house": ("travel_hotels", "roseate"),
+    "royal orchid": ("travel_hotels", "royal_orchid"),
+    "royal tulip": ("travel_hotels", "golden_tulip"),
+    "saffron stays": ("travel_hotels", "saffronstays"),
+    "saffronstays": ("travel_hotels", "saffronstays"),
+    "sayaji hotel": ("travel_hotels", "sayaji"),
+    "shangri-la bengaluru": ("travel_hotels", "shangri_la"),
+    "shangri-la eros": ("travel_hotels", "shangri_la"),
+    "shiv niwas": ("travel_hotels", "hrh_hotels"),
+    "somerset": ("travel_hotels", "ascott"),
+    "spice village": ("travel_hotels", "cgh_earth"),
+    "stayvista": ("travel_hotels", "stayvista"),
+    "sure hotel": ("travel_hotels", "best_western"),
+    "the ashok": ("travel_hotels", "itdc_ashok"),
+    "the deltin": ("travel_hotels", "deltin"),
+    "the fern": ("travel_hotels", "the_fern"),
+    "the hosteller": ("travel_hotels", "the_hosteller"),
+    "the lalit": ("travel_hotels", "the_lalit"),
+    "the park hotels": ("travel_hotels", "the_park"),
+    "the roseate": ("travel_hotels", "roseate"),
+    "trip com hotels": ("travel_hotels", "trip_com"),
+    "tulip inn": ("travel_hotels", "golden_tulip"),
+    "vista rooms": ("travel_hotels", "stayvista"),
+    "vits hotels": ("travel_hotels", "the_orchid"),
+    "wyndham grand": ("travel_hotels", "wyndham"),
+    "zo trips": ("travel_hotels", "zostel"),
+    "zone by the park": ("travel_hotels", "the_park"),
+    "zostel": ("travel_hotels", "zostel"),
+    "zostel plus": ("travel_hotels", "zostel"),
+    # --- utilities ---
+    "best mumbai electricity": ("utilities", "best_electricity"),
+    "best undertaking": ("utilities", "best_electricity"),
+    "brpl": ("utilities", "bses"),
+    "bypl": ("utilities", "bses"),
+    "cable tv gujarat": ("utilities", "gtpl"),
+    "delhi electricity": ("utilities", "bses"),
+    "den cable": ("utilities", "den_networks"),
+    "den networks": ("utilities", "den_networks"),
+    "gtpl": ("utilities", "gtpl"),
+    "gtpl broadband": ("utilities", "gtpl"),
+    "maharashtra electricity": ("utilities", "msedcl"),
+    "mumbai power bill": ("utilities", "adani_electricity"),
+    "tikona": ("utilities", "tikona"),
+    "tpddl": ("utilities", "tata_power"),
+    "wireless broadband": ("utilities", "tikona"),
+    # --- insurance ---
+    "acko": ("insurance", "acko"),
+    "bike insurance": ("insurance", "acko"),
+    "car insurance": ("insurance", "acko"),
+    "digit insurance": ("insurance", "digit_insurance"),
+    "godigit": ("insurance", "digit_insurance"),
+    "insurance advisor": ("insurance", "turtlemint"),
+    "insurance comparison": ("insurance", "insurancedekho"),
+    "insurancedekho": ("insurance", "insurancedekho"),
+    "turtlemint": ("insurance", "turtlemint"),
+    # --- education ---
+    "aakash byjus": ("education", "aakash"),
+    "aakash institute": ("education", "aakash"),
+    "allen coaching fees": ("education", "allen"),
+    "allen kota": ("education", "allen"),
+    "byjus": ("education", "byjus"),
+    "certification course": ("education", "simplilearn"),
+    "coursera plus india": ("education", "coursera"),
+    "cuemath": ("education", "cuemath"),
+    "great learning": ("education", "great_learning"),
+    "math classes online": ("education", "cuemath"),
+    "medical coaching fees": ("education", "aakash"),
+    "mygreatlearning": ("education", "great_learning"),
+    "neet jee coaching": ("education", "allen"),
+    "online degree": ("education", "upgrad"),
+    "pg certificate": ("education", "great_learning"),
+    "simplilearn": ("education", "simplilearn"),
+    "think and learn": ("education", "byjus"),
+    "upskilling": ("education", "upgrad"),
+    # --- rent ---
+    "apartment dues": ("rent", "nobrokerhood"),
+    "redgirraffe": ("rent", "redgirraffe"),
+    "rent via credit card": ("rent", "redgirraffe"),
+    "rentpay": ("rent", "redgirraffe"),
+    "society maintenance": ("rent", "nobrokerhood"),
+    # --- entertainment ---
+    "adlabs imagica": ("entertainment", "imagicaa"),
+    "adventure island": ("entertainment", "adventure_island"),
+    "ags cinemas": ("entertainment", "ags_cinemas"),
+    "aha": ("entertainment", "aha_ott"),
+    "aha video": ("entertainment", "aha_ott"),
+    "alt balaji": ("entertainment", "altt"),
+    "altt": ("entertainment", "altt"),
+    "amaazia": ("entertainment", "amaazia"),
+    "amazon music": ("entertainment", "amazon_music"),
+    "apple music": ("entertainment", "apple_music"),
+    "apple tv plus": ("entertainment", "apple_tv_plus"),
+    "apple tv+": ("entertainment", "apple_tv_plus"),
+    "aquatica": ("entertainment", "aquatica"),
+    "audible": ("entertainment", "audible"),
+    "chaupal": ("entertainment", "chaupal"),
+    "city pride": ("entertainment", "city_pride"),
+    "connplex": ("entertainment", "connplex"),
+    "crunchyroll": ("entertainment", "crunchyroll"),
+    "delite cinema": ("entertainment", "delite_cinemas"),
+    "della adventure": ("entertainment", "della_adventure"),
+    "discovery plus": ("entertainment", "discovery_plus"),
+    "discovery+": ("entertainment", "discovery_plus"),
+    "e-square": ("entertainment", "esquare_cinemas"),
+    "escape": ("entertainment", "spi_cinemas"),
+    "esquare": ("entertainment", "esquare_cinemas"),
+    "etv win": ("entertainment", "etv_win"),
+    "explara": ("entertainment", "explara"),
+    "fun cinemas": ("entertainment", "cinepolis"),
+    "fun city": ("entertainment", "fun_city"),
+    "gaana": ("entertainment", "gaana"),
+    "glitz cinemas": ("entertainment", "glitz_cinemas"),
+    "gold cinema": ("entertainment", "gold_cinema"),
+    "imagica": ("entertainment", "imagicaa"),
+    "imagicaa": ("entertainment", "imagicaa"),
+    "iskate": ("entertainment", "iskate"),
+    "jiosaavn": ("entertainment", "jiosaavn"),
+    "kidzania": ("entertainment", "kidzania"),
+    "kuku fm": ("entertainment", "kuku_fm"),
+    "m2k": ("entertainment", "m2k_cinemas"),
+    "manoramamax": ("entertainment", "manorama_max"),
+    "meraevents": ("entertainment", "meraevents"),
+    "mgm dizzee": ("entertainment", "mgm_dizzee"),
+    "mx player": ("entertainment", "mx_player"),
+    "nicco park": ("entertainment", "nicco_park"),
+    "ottplay": ("entertainment", "ottplay"),
+    "palazzo": ("entertainment", "spi_cinemas"),
+    "pocket fm": ("entertainment", "pocket_fm"),
+    "prasads imax": ("entertainment", "prasads"),
+    "prasads multiplex": ("entertainment", "prasads"),
+    "ramoji": ("entertainment", "ramoji_film_city"),
+    "saavn": ("entertainment", "jiosaavn"),
+    "sandhya 70mm": ("entertainment", "sandhya_70mm"),
+    "sathyam": ("entertainment", "spi_cinemas"),
+    "shott": ("entertainment", "shott"),
+    "skillbox": ("entertainment", "skillbox"),
+    "smaaash": ("entertainment", "smaaash"),
+    "snow world": ("entertainment", "snow_world"),
+    "spi cinemas": ("entertainment", "spi_cinemas"),
+    "srs cinemas": ("entertainment", "srs_cinemas"),
+    "stage app": ("entertainment", "stage_ott"),
+    "stage ott": ("entertainment", "stage_ott"),
+    "sun nxt": ("entertainment", "sun_nxt"),
+    "sunnxt": ("entertainment", "sun_nxt"),
+    "timezone": ("entertainment", "timezone"),
+    "townscript": ("entertainment", "townscript"),
+    "vgp marine kingdom": ("entertainment", "vgp_universal"),
+    "vgp universal kingdom": ("entertainment", "vgp_universal"),
+    "wet n joy": ("entertainment", "wetnjoy"),
+    "wetnjoy": ("entertainment", "wetnjoy"),
+    "wonderla": ("entertainment", "wonderla"),
+    "worlds of wonder": ("entertainment", "worlds_of_wonder"),
+    "wow noida": ("entertainment", "worlds_of_wonder"),
+    "xstream play": ("entertainment", "xstream_play"),
+    # --- apparel ---
+    "1 india family mart": ("apparel", "one_india_family_mart"),
+    "1-india family mart": ("apparel", "one_india_family_mart"),
+    "allen solly": ("apparel", "allen_solly"),
+    "american eagle": ("apparel", "american_eagle"),
+    "american tourister": ("apparel", "american_tourister"),
+    "arrow apparel": ("apparel", "arrow_fashion"),
+    "arrow shirts": ("apparel", "arrow_fashion"),
+    "biba": ("apparel", "biba"),
+    "c krishniah chetty": ("apparel", "ckc_jewellers"),
+    "campus activewear": ("apparel", "campus_shoes"),
+    "campus shoes": ("apparel", "campus_shoes"),
+    "celio": ("apparel", "celio"),
+    "central department store": ("apparel", "central_mall"),
+    "central mall": ("apparel", "central_mall"),
+    "city kart": ("apparel", "city_kart"),
+    "citykart": ("apparel", "city_kart"),
+    "ckc jewellers": ("apparel", "ckc_jewellers"),
+    "clarks": ("apparel", "clarks"),
+    "clarks shoes": ("apparel", "clarks"),
+    "crocs": ("apparel", "crocs"),
+    "ethos watch boutique": ("apparel", "ethos_watches"),
+    "ethos watches": ("apparel", "ethos_watches"),
+    "fab india": ("apparel", "fabindia"),
+    "fabindia": ("apparel", "fabindia"),
+    "flying machine": ("apparel", "flying_machine"),
+    "forever new": ("apparel", "forever_new"),
+    "gant": ("apparel", "gant"),
+    "gap india": ("apparel", "gap"),
+    "gap store": ("apparel", "gap"),
+    "gkb opticals": ("apparel", "gkb_opticals"),
+    "grt": ("apparel", "grt_jewellers"),
+    "grt jewellers": ("apparel", "grt_jewellers"),
+    "helios watches": ("apparel", "helios_watches"),
+    "jack & jones": ("apparel", "jack_jones"),
+    "jack and jones": ("apparel", "jack_jones"),
+    "joy alukkas": ("apparel", "joyalukkas"),
+    "joyalukkas": ("apparel", "joyalukkas"),
+    "kalki fashion": ("apparel", "kalki_fashion"),
+    "khazana jewellery": ("apparel", "khazana_jewellery"),
+    "levi's": ("apparel", "levis"),
+    "levis": ("apparel", "levis"),
+    "libas": ("apparel", "libas"),
+    "liberty shoes": ("apparel", "liberty_shoes"),
+    "louis philippe": ("apparel", "louis_philippe"),
+    "mango clothing": ("apparel", "mango_fashion"),
+    "mango fashion": ("apparel", "mango_fashion"),
+    "manyavar": ("apparel", "manyavar"),
+    "mia by tanishq": ("apparel", "mia_by_tanishq"),
+    "mochi shoes": ("apparel", "mochi_shoes"),
+    "mohey": ("apparel", "manyavar"),
+    "only clothing": ("apparel", "only_fashion"),
+    "only fashion": ("apparel", "only_fashion"),
+    "orra": ("apparel", "orra"),
+    "orra jewellery": ("apparel", "orra"),
+    "p n gadgil": ("apparel", "png_jewellers"),
+    "pc jeweller": ("apparel", "pc_jeweller"),
+    "peter england": ("apparel", "peter_england"),
+    "png jewellers": ("apparel", "png_jewellers"),
+    "red tape shoes": ("apparel", "red_tape"),
+    "redtape": ("apparel", "red_tape"),
+    "regal shoes": ("apparel", "regal_shoes"),
+    "reliance jewels": ("apparel", "reliance_jewels"),
+    "safari bags": ("apparel", "safari_bags"),
+    "safari luggage": ("apparel", "safari_bags"),
+    "samsonite": ("apparel", "samsonite"),
+    "senco": ("apparel", "senco_gold"),
+    "senco gold": ("apparel", "senco_gold"),
+    "skechers": ("apparel", "skechers"),
+    "skybags": ("apparel", "skybags"),
+    "specsmakers": ("apparel", "specsmakers"),
+    "style union": ("apparel", "style_union"),
+    "titan eye plus": ("apparel", "titan_eyeplus"),
+    "titan eye+": ("apparel", "titan_eyeplus"),
+    "titan eyeplus": ("apparel", "titan_eyeplus"),
+    "u.s. polo assn": ("apparel", "us_polo"),
+    "under armour": ("apparel", "under_armour"),
+    "underarmour": ("apparel", "under_armour"),
+    "us polo": ("apparel", "us_polo"),
+    "uspa": ("apparel", "us_polo"),
+    "van heusen": ("apparel", "van_heusen"),
+    "vbj jewellers": ("apparel", "vummidi"),
+    "vero moda": ("apparel", "vero_moda"),
+    "vip bags": ("apparel", "vip_bags"),
+    "vip luggage": ("apparel", "vip_bags"),
+    "vision express": ("apparel", "vision_express"),
+    "vummidi bangaru": ("apparel", "vummidi"),
+    "w for woman": ("apparel", "w_for_woman"),
+    "waman hari pethe": ("apparel", "whp_jewellers"),
+    "whp jewellers": ("apparel", "whp_jewellers"),
+    "wildcraft": ("apparel", "wildcraft"),
+    "woodland india": ("apparel", "woodland"),
+    "woodland shoes": ("apparel", "woodland"),
+    "zudio": ("apparel", "zudio"),
+    # --- pharmacy ---
+    "aarogyam": ("pharmacy", "thyrocare"),
+    "agilus": ("pharmacy", "agilus_diagnostics"),
+    "anytime fitness": ("pharmacy", "anytime_fitness"),
+    "aster pharmacy": ("pharmacy", "aster_pharmacy"),
+    "clove dental": ("pharmacy", "clove_dental"),
+    "cultpass": ("pharmacy", "cultfit"),
+    "dava india": ("pharmacy", "davaindia"),
+    "davaindia": ("pharmacy", "davaindia"),
+    "dawaa dost": ("pharmacy", "dawaa_dost"),
+    "dawaadost": ("pharmacy", "dawaa_dost"),
+    "dr agarwal eye": ("pharmacy", "dr_agarwals"),
+    "dr agarwals": ("pharmacy", "dr_agarwals"),
+    "dr lal pathlabs": ("pharmacy", "dr_lal_pathlabs"),
+    "fitness first": ("pharmacy", "fitness_first"),
+    "frank ross": ("pharmacy", "frank_ross"),
+    "frankross pharmacy": ("pharmacy", "frank_ross"),
+    "gold's gym": ("pharmacy", "golds_gym"),
+    "golds gym": ("pharmacy", "golds_gym"),
+    "guardian pharmacy": ("pharmacy", "guardian_pharmacy"),
+    "healthians": ("pharmacy", "healthians"),
+    "healthkart": ("pharmacy", "healthkart"),
+    "kaya clinic": ("pharmacy", "kaya_clinic"),
+    "kaya skin": ("pharmacy", "kaya_clinic"),
+    "lal path labs": ("pharmacy", "dr_lal_pathlabs"),
+    "lalpathlabs": ("pharmacy", "dr_lal_pathlabs"),
+    "lucid diagnostics": ("pharmacy", "lucid_diagnostics"),
+    "lucid medical": ("pharmacy", "lucid_diagnostics"),
+    "med 247": ("pharmacy", "med247"),
+    "med247": ("pharmacy", "med247"),
+    "medibuddy": ("pharmacy", "medibuddy"),
+    "muscleblaze": ("pharmacy", "muscleblaze"),
+    "neuberg": ("pharmacy", "neuberg_diagnostics"),
+    "noble pharmacy": ("pharmacy", "noble_plus"),
+    "noble plus": ("pharmacy", "noble_plus"),
+    "nutrabay": ("pharmacy", "nutrabay"),
+    "o2 spa": ("pharmacy", "o2_spa"),
+    "orange health": ("pharmacy", "orange_health"),
+    "orange health labs": ("pharmacy", "orange_health"),
+    "pathkind": ("pharmacy", "pathkind_labs"),
+    "sabka dentist": ("pharmacy", "sabka_dentist"),
+    "snap fitness": ("pharmacy", "snap_fitness"),
+    "srl diagnostics": ("pharmacy", "agilus_diagnostics"),
+    "suburban diagnostics": ("pharmacy", "suburban_diagnostics"),
+    "suraksha diagnostic": ("pharmacy", "suraksha_diagnostics"),
+    "suraksha diagnostics": ("pharmacy", "suraksha_diagnostics"),
+    "thyrocare": ("pharmacy", "thyrocare"),
+    "truemeds": ("pharmacy", "truemeds"),
+    "vasan eye care": ("pharmacy", "vasan_eye_care"),
+    "vijaya diagnostic": ("pharmacy", "vijaya_diagnostics"),
+    "vijaya diagnostics": ("pharmacy", "vijaya_diagnostics"),
+    "vlcc": ("pharmacy", "vlcc"),
+    "wellbeing nutrition": ("pharmacy", "wellbeing_nutrition"),
+    "zeno health": ("pharmacy", "zeno_health"),
+    "zeno pharmacy": ("pharmacy", "zeno_health"),
+    # --- transport ---
+    "airport transfer": ("transport", "savaari"),
+    "aqua line": ("transport", "mumbai_metro"),
+    "ather grid": ("transport", "ather_grid"),
+    "bangalore metro card": ("transport", "namma_metro"),
+    "bike rental": ("transport", "royal_brothers"),
+    "bmrcl": ("transport", "namma_metro"),
+    "car rental": ("transport", "zoomcar"),
+    "car subscription": ("transport", "revv"),
+    "chargezone": ("transport", "chargezone"),
+    "chennai metro": ("transport", "chennai_metro"),
+    "cityflo": ("transport", "cityflo"),
+    "cmrl": ("transport", "chennai_metro"),
+    "delhi metro": ("transport", "delhi_metro"),
+    "dmrc": ("transport", "delhi_metro"),
+    "electric scooter charging": ("transport", "ather_grid"),
+    "ev charging": ("transport", "ather_grid"),
+    "ev charging app": ("transport", "tata_power_ez_charge"),
+    "ev charging stations": ("transport", "statiq"),
+    "ev fast charging": ("transport", "chargezone"),
+    "ez charge": ("transport", "tata_power_ez_charge"),
+    "gozo": ("transport", "gozo_cabs"),
+    "gozocabs": ("transport", "gozo_cabs"),
+    "metro card recharge": ("transport", "delhi_metro"),
+    "mmrc": ("transport", "mumbai_metro"),
+    "mumbai bus commute": ("transport", "cityflo"),
+    "mumbai metro": ("transport", "mumbai_metro"),
+    "mumbai1": ("transport", "mumbai_metro"),
+    "namma metro": ("transport", "namma_metro"),
+    "ncmc": ("transport", "delhi_metro"),
+    "outstation cab": ("transport", "savaari"),
+    "outstation taxi": ("transport", "gozo_cabs"),
+    "revv": ("transport", "revv"),
+    "royal brothers": ("transport", "royal_brothers"),
+    "savaari": ("transport", "savaari"),
+    "scooter rental": ("transport", "royal_brothers"),
+    "self drive": ("transport", "zoomcar"),
+    "singara chennai card": ("transport", "chennai_metro"),
+    "statiq": ("transport", "statiq"),
+    "tata power ev": ("transport", "tata_power_ez_charge"),
+    "zoomcar": ("transport", "zoomcar"),
+}
+for _k, _v in _PROPOSED_2026_08.items():
+    MERCHANT_MAP.setdefault(_k, _v)
+
+# Surat Diamond — carries a live ICICI 20% offer (2026-08-08 ICICI feed harvest).
+MERCHANT_MAP.setdefault("surat diamond", ("apparel", "surat_diamond"))
+
+
 # Retailers / merchants preferred over product words so "iPhone at Croma"
 # resolves to Croma, not iPhone.
 STORE_KEYWORDS = {