ScraperWatch

Google Flights scrapers compared

117 tools that scrape Google Flights, ranked by real usage over the last 30 days. Success rate is the share of public runs that finished successfully in the last 30 days. Summed reported actor users: 1,348. Users may overlap across tools; this is not a count of unique people or buyers, or search volume.

At a glance: 117 tools; 38 of 60 displayed tools have recorded 30-day run completion (20+ public runs). Dataset file date: 2026-10-20; individual observation dates vary or are unknown.

Carried forward means retained from an earlier fetch; pricing and usage may have changed, or the listing may be absent from today's fetch. Unknown observation dates remain unknown. Dataset file dates and tool build dates are not tool observation dates.

Current recommendations use only tools fetched in this dataset with a known observation date. Carried-forward and unknown-date records remain in comparisons but cannot be current picks.

Pricing coverage among 60 displayed tools: 60 with a recorded primary-event rate; 0 with an unavailable primary-event rate; 0 with an explicit FREE model. Primary-event rates use the recorded billing units below; different events are not equivalent results.

Comparison evidence

Sorting covers only the displayed subset (at most 60 tools), not the entire store or every matching actor. Success means run completion, not output accuracy. Review sorting uses review count, not rating. Unknown evidence stays last; ties retain original order.

ToolUsers 30dObserved run completion 30dRuns 30dUSD / 1,000 primary eventsUSD / run startReview count (rating shown)Last run
Google Flights API
johnvc/Google-Flights-Data-Scraper-Flight-and-Price-Search
Observation date unknown · Observed: unknown · alternatives
38199.4%29,187$0.010Selected event: Dataset item stored (apify-default-dataset-item)
3 additional listed charge events

Platform accounting charge, applied per row stored in the dataset.

  • Page Processed (page_processed)
  • Setup (setup)
  • Booking Options Processed (booking_option_processed)
$0.0016 reviews · rating 4.02026-10-19
Google Flights Scraper - Most Comprehensive
kaix/google-flights-scraper
Observation date unknown · Observed: unknown · alternatives
28393.4%84,850$0.060<$0.0010 reviews · rating 0.02026-10-19
Google Flights Scraper 💰$0.20/1K — Fares, Calendar & Booking
lergassy/google-flights-scraper
Observation date unknown · Observed: unknown · alternatives
22499.3%7,511$0.20Selected event: Flight row (flight)
Event details

One itinerary, price-calendar day or explore destination row. Error rows and empty results are always free. No run fee, no search fee, no proxy fee.

Unavailable11 reviews · rating 4.92026-10-19
Google Flights Scraper API 💰$2/1k — Fares & Multi-City
memo23/google-flights-scraper
Observation date unknown · Observed: unknown
18799.5%18,514$2.00Selected event: result (apify-default-dataset-item)
1 additional listed charge events

Single result in the default dataset.

  • Additional data (additional-data)
$0.0052 reviews · rating 5.02026-10-19
Google Flights API & Scraper · Live Fares · $3.00/1k
mtnrabi/google-flights-real-time-api
Observation date unknown · Observed: unknown
4999.7%1,498$0.010Selected event: result (apify-default-dataset-item)
1 additional listed charge events

Single result in the default dataset.

  • Flight lookup (flight_search)
<$0.0010 reviews · rating 0.02026-10-19
Google Flights Scraper
automation-lab/google-flights-scraper
Observation date unknown · Observed: unknown
4857.2%6,236$0.23Selected event: Flight result scraped (flight-scraped)
1 additional listed charge events

Charged per flight option extracted from Google Flights.

  • Run started (start)
$0.0050 reviews · rating 0.02026-10-19
Google Flights Scraper ✈️ Booking Links, Price Graph & Explore
dz_omar/google-flights-scraper
Observation date unknown · Observed: unknown
1297.4%1,686$0.60Selected event: Flight (flight)
6 additional listed charge events

Each flight option delivered to the dataset.

  • Search (search)
  • Browser search (browser-search)
  • Booking options (booking-options)
  • Return flights (return-flights)
  • Price graph day (price-graph-day)
  • Explore destination (explore-destination)
$0.0010 reviews · rating 0.02026-10-19
Flight Price Tracker: Google Flights Fares by Route
scrapemint/flight-price-tracker
Observation date unknown · Observed: unknown
1197.3%73$10.00Selected event: Flight price quote (flight_price)
Event details

One route quote with carrier, departure and return dates, cabin, total price, price per passenger, stops, duration, and the departure and arrival airports and times. Every row returned is charged; a run that returns no rows is free.

Unavailable1 reviews · rating 5.02026-10-19
Google Flights Scraper API
poidata/google-flights-scraper
Observation date unknown · Observed: unknown
1098.6%941$0.050Selected event: Per flight (apify-default-dataset-item)
3 additional listed charge events

Single result in the default dataset.

  • Per successful search (flight-search)
  • Filter used (filter)
  • Per-itinerary booking option (additional-detail)
<$0.0010 reviews · rating 0.02026-10-18
Google Flights API — $0.20/1K rows, fares & booking
lergassy/google-flights-api
Observation date unknown · Observed: unknown
999.8%410$0.20Selected event: Row (flight)
Event details

One result row — itinerary, calendar date, destination or search summary. Error rows and empty results are always free. No run fee, no search fee, no proxy fee.

Unavailable1 reviews · rating 5.02026-10-19
Google Flights Scraper
curious_coder/google-flights-scraper
Observation date unknown · Observed: unknown
5100.0%2,755$0.20<$0.0010 reviews · rating 0.02026-10-19
Google Flights Deals Scraper
rainminer/google-flights-deals-scraper
Observation date unknown · Observed: unknown
4100.0%32$1.99$0.0030 reviews · rating 0.02026-10-19
Google Flights Scraper — Fares, Stops, Layovers & CO₂
khadinakbar/google-flights-scraper
Observation date unknown · Observed: unknown
4100.0%175$40.00Selected event: Search completed (search-completed)
1 additional listed charge events

Charged once per successful Google Flights search.

  • Flight itinerary returned (flight-result)
<$0.0010 reviews · rating 0.02026-10-19
Google Flights Scraper — Real-Time Prices & Itineraries
openclawai/google-flights-scraper
Observation date unknown · Observed: unknown
493.2%44$0.010Selected event: result (apify-default-dataset-item)
1 additional listed charge events

Single result in the default dataset.

  • Itinerary Scraped (itinerary-scraped)
<$0.0010 reviews · rating 0.02026-10-19
Google Flights Scraper - Fares, Routes & Price Monitoring
thirdwatch/google-flights-scraper
Observation date unknown · Observed: unknown
480.9%911$0.25Unavailable0 reviews · rating 0.02026-10-19
Google Flights Scraper - Every Flight, Fares & History
clearpath/google-flights-scraper
Observation date unknown · Observed: unknown
399.7%627$4.99Selected event: Flight search (flight_search)
2 additional listed charge events

One search for a route and date, with every flight it returns included. There is no per-result charge, so a route with 143 flights costs the same as one with 8.

  • Actor start (actor_start)
  • Return flights per outbound (return_flights)
<$0.0010 reviews · rating 0.02026-10-19
Google Flights Scraper — Prices, Airlines & Schedules
brilliant_gum/google-flights-scraper
Observation date unknown · Observed: unknown
397.1%138$15.00$0.0100 reviews · rating 0.02026-10-18
Google Flights Scraper
zerobreak/google-flights-scraper
Observation date unknown · Observed: unknown
399.0%104$4.99Unavailable0 reviews · rating 0.02026-10-19
Google Flights Scraper - Flight Prices & Fares
logiover/google-flights-scraper
Observation date unknown · Observed: unknown
3100.0%129$3.00<$0.0010 reviews · rating 0.02026-10-19
Google Flights Scraper (bulk searches)
steadydata/google-flights
Observation date unknown · Observed: unknown
3100.0%62$1.90Selected event: Flight listed (flight-listed)
Event details

One flight option delivered. Searches that fail or return nothing are never charged.

Unavailable0 reviews · rating 0.02026-10-19
Google Flights Scraper - Real-Time Prices & Calendar
kaizu/google-flights-scraper
Observation date unknown · Observed: unknown
3—2$0.010Selected event: result (apify-default-dataset-item)
2 additional listed charge events

Single result in the default dataset.

  • Setup (One-time Fee) (setup-fee)
  • Page processed (page-processed)
$10.000 reviews · rating 0.02026-09-03
Google Flights Scraper - Prices, Airlines, Stops, Calendar
sourabhbgp/google-flights-scraper
Observation date unknown · Observed: unknown
3100.0%37$4.00Selected event: Result (result)
Event details

One row delivered to the dataset: a flight itinerary (with price, airline, stops, duration, times and segments) in search mode, or one priced departure date in price calendar mode.

$0.0050 reviews · rating 0.02026-10-19
Google Flights Scraper - Prices, Emissions & Booking Options
parseforge/google-flights-scraper
Observation date unknown · Observed: unknown
2100.0%20$1.50Selected event: Flight option (result-item)
2 additional listed charge events

Each flight option (or return option) written to the dataset, with price, airlines, times, stops, layovers, amenities, CO2 and price insights.

  • Booking options (booking-options)
  • Price graph date (price-graph-date)
$0.0480 reviews · rating 0.02026-10-18
Google Flights Scraper & Price Monitor: Fare Alerts, Calendar
s_actors/google-flights-scraper
Observation date unknown · Observed: unknown
298.4%129$2.00Selected event: Route and date searched (search)
3 additional listed charge events

One route and departure date (or round trip, or multi-city trip): all flights Google shows, with price insights. Also charged in price-monitoring mode, whether or not the price changed.

  • Calendar day (calendar-day)
  • Return flights (return-flights)
  • Booking options (booking-options)
$0.0051 reviews · rating 5.02026-10-19
Google Flights Search Scraper
solidcode/google-flights-scraper
Observation date unknown · Observed: unknown
297.4%77$0.010Selected event: result (apify-default-dataset-item)
2 additional listed charge events

Single result in the default dataset.

  • Flight search page completed (page_processed)
  • Direct booking link resolved (booking_option_processed)
$0.0100 reviews · rating 0.02026-10-18
🚀 Flight Price Calendar · 5,000 Free Dates/Month
omkar-cloud/google-flights-price-calendar
Observation date unknown · Observed: unknown
2—3$1.00<$0.0010 reviews · rating 0.02026-10-19
Google Flights Scraper - Fares, Routes & Schedules
cirkit/google-flights-scraper
Observation date unknown · Observed: unknown
2100.0%25$0.70<$0.0010 reviews · rating 0.02026-10-18
Google Flights Scraper - Flight Prices & Price Calendar
alom/google-flights-scraper
Observation date unknown · Observed: unknown
2100.0%81$0.50Selected event: Flight (flight)
1 additional listed charge events

One flight itinerary (with its return flight on round trips).

  • Price-calendar date (calendar-date)
<$0.0010 reviews · rating 0.02026-10-19
Google Flights Scraper — Fares, Itineraries & Cheapest Dates
crawloop/google-flights-scraper
Observation date unknown · Observed: unknown
289.3%56$1.19Selected event: Itinerary (itinerary)
1 additional listed charge events

One Google Flights itinerary row pushed to the dataset (price, segments, times, CO2, and related fields).

  • Calendar date (calendar-date)
<$0.0010 reviews · rating 0.02026-10-19
Google Flights Scraper — Fares, Routes & Times
hipersoft/google-flights-scraper
Observation date unknown · Observed: unknown
2100.0%61$4.00Selected event: Flight Scraped (flight-scraped)
Event details

Charged per item scraped.

<$0.0010 reviews · rating 0.02026-10-18
Google Flights Scraper - Fares, Routes & Price Tracking
scrapesage/google-flights-scraper
Observation date unknown · Observed: unknown
2100.0%344$4.00Selected event: Flight scraped (flight)
1 additional listed charge events

One flight option: price, airline(s), stops, departure/arrival airports, times & dates, total duration and baggage.

  • Price insight scraped (priceInsight)
Unavailable0 reviews · rating 0.02026-10-19
Google Flights Price Tracker: Cheapest Dates & Fares
precious_bathmat/google-flights-price-tracker
Observation date unknown · Observed: unknown
285.7%21$20.00Selected event: Route report (route-report)
1 additional listed charge events

One route across the dates searched: the fare calendar, cheapest date and flight, cheapest nonstop, fastest option, airline prices, cheapest weekday, and Google's price level, 60-day price history and booking tip.

  • Flight (flight)
Unavailable0 reviews · rating 0.02026-10-19
Google Flights Cheapest Date Finder
apt_marble/google-flights-cheapest-date-finder
Observation date unknown · Observed: unknown
282.9%35$1.50Selected event: Date returned (apify-default-dataset-item)
1 additional listed charge events

A date is returned in your table.

  • Round-trip date grid built (date-grid-built)
Unavailable0 reviews · rating 0.02026-10-19
Google Flights Scraper API - Date Range & Price Drop Monitor
neverempty/google-flights-scraper
Observation date unknown · Observed: unknown
2100.0%42$2.50Selected event: Flight returned (flight-returned)
1 additional listed charge events

One row for a flight Google Flights lists for the searched route and departure date, with price, times, stops, layovers, legs and CO2. With Monitor on, only flights that are new or whose price moved since the last run. Rows that say there are no flights, no change, more flights than asked for, an input Google did not accept, a page that could not be read or that the run hit its limit are free.

  • Run start (actor-start)
$0.0050 reviews · rating 0.02026-10-18
Google Flights Search Scraper
apt_marble/google-flights-search-scraper
Observation date unknown · Observed: unknown
292.3%26$3.00Selected event: Flight found (apify-default-dataset-item)
1 additional listed charge events

One flight is added to your results.

  • Route and date searched (route-date-searched)
Unavailable0 reviews · rating 0.02026-10-18
Google Flights Scraper
moving_beacon-owner1/google-flights-scraper
Observation date unknown · Observed: unknown
2100.0%27$10.00<$0.0010 reviews · rating 0.02026-10-18
Google Flights Booking Options Scraper
boncross/google-flights-booking-options
Observation date unknown · Observed: unknown
1—7$6.00Selected event: itinerary-priced (itinerary-priced)
2 additional listed charge events

Charged per itinerary whose sellers are looked up.

  • actor-start (actor-start)
  • offer-scraped (offer-scraped)
$0.0010 reviews · rating 0.02026-10-18
Google Flights Price Calendar: cheapest fare per day, per route
steadydata/google-flights-price-calendar
Observation date unknown · Observed: unknown
196.4%28$3.00Selected event: Day priced (day-priced)
Event details

One departure day delivered with its cheapest fare. Days without any flight and routes that fail are never charged.

Unavailable0 reviews · rating 0.02026-10-19
Google Flights Scraper
bgfc97/google-flights-scraper
Observation date unknown · Observed: unknown
1—11$3.00Selected event: Flight scraped (flight)
Event details

Each flight result returned

Unavailable0 reviews · rating 0.02026-10-18
Google Flights Scraper: Flight Prices & Fare Deals
barefoot_grade/google-flights-deals-monitor
Observation date unknown · Observed: unknown
1—15$0.40<$0.0010 reviews · rating 0.02026-10-20
Google Flights Scraper
mlg14/google-flights-scraper
Observation date unknown · Observed: unknown
1—17$0.30Unavailable0 reviews · rating 0.02026-10-19
Google Flights Price Tracker 💰$0.52/1k
blackfalcondata/google-flights-price-tracker
Observation date unknown · Observed: unknown
1100.0%27$0.80Selected event: Result (apify-default-dataset-item)
3 additional listed charge events

Single result in the default dataset.

  • Market compared (market_compared)
  • Through-fare check (through_fare_check)
  • Booking options resolved (booking_options_resolved)
$0.0050 reviews · rating 0.02026-10-19
Google Flights Scraper 💰$0.52/1k
blackfalcondata/google-flights-scraper
Observation date unknown · Observed: unknown
1100.0%28$0.80Selected event: Result (apify-default-dataset-item)
3 additional listed charge events

Single result in the default dataset.

  • Market compared (market_compared)
  • Through-fare check (through_fare_check)
  • Booking options resolved (booking_options_resolved)
$0.0050 reviews · rating 0.02026-10-19
Google Flights Deal Finder
axlymxp/google-flights-deal-finder
Observation date unknown · Observed: unknown
1—1$5.00Selected event: Dataset item (apify-default-dataset-item)
1 additional listed charge events

Charged automatically for each item pushed to the default dataset.

  • Route scanned (route-scanned)
$0.0010 reviews · rating 0.02026-10-19
Google Flights Scraper: Prices, Airlines, Stops & CO2
ksvan/google-flights-scraper
Observation date unknown · Observed: unknown
1—1$1.00Selected event: Flight (flight)
Event details

One flight option saved to the dataset.

Unavailable0 reviews · rating 0.02026-10-19
Google Flights Scraper: Flight Prices & Price Calendar
famed_bonobo/google-flights-scraper
Observation date unknown · Observed: unknown
1—5$0.050Selected event: Flight (flight)
3 additional listed charge events

One flight with price, legs, layovers and price insights

  • Booking options (booking-options)
  • Calendar date (calendar-date)
  • Explore destination (explore-destination)
<$0.0010 reviews · rating 0.02026-10-18
Google Flights Scraper — Prices & Schedules
workstream/google-flights-scraper
Observation date unknown · Observed: unknown
1—6$3.00Selected event: Search (search)
2 additional listed charge events

One route + date searched

  • Flight (flight)
  • Return options (return-options)
Unavailable0 reviews · rating 0.02026-10-18
Google Flights API & Scraper — Fares & Price Insights
westerly_breaker/google-flights-scraper
Observation date unknown · Observed: unknown
1—7$0.010Selected event: Dataset item (apify-default-dataset-item)
1 additional listed charge events

One dataset item written via the default (non-PPE) push path.

  • Itinerary (flight-result)
<$0.0010 reviews · rating 0.02026-10-18
Google Flights Scraper — Fares, Itineraries & Price Insights
tortuga/google-flights-scraper
Observation date unknown · Observed: unknown
1—3$10.00Selected event: Flight search (search)
2 additional listed charge events

One completed Google Flights search (a route and its dates) that returned flights, including Google's price insights (price level, typical price range, 60-day price history). Charged once per search, also on scheduled runs that output only changes.

  • Itinerary (result)
  • Booking options (booking-options)
Unavailable0 reviews · rating 0.02026-10-18
Google Flights Scraper - Prices, Airlines, Times & Routes
automly/google-flights-scraper
Observation date unknown · Observed: unknown
1—7$0.050Selected event: Flight (apify-default-dataset-item)
1 additional listed charge events

Charged for each flight option saved: price, airlines, flight numbers, times, stops, layovers, duration and emissions.

  • Search (search)
Unavailable0 reviews · rating 0.02026-10-18
Google Flights Scraper & Google Flights API: Fares, Calendar
hyperbach/google-flights-scraper
Observation date unknown · Observed: unknown
1—8$1.00Selected event: Itinerary (itinerary)
3 additional listed charge events

One row of an itinerary Google listed for a search: the flights, times with offsets, duration, stops and layovers, aircraft, legroom, amenities, CO2, bags, the exact fare and served currency, the booking token and link, the price insight. The free search summary row, a search Google lists no flights for, a refused or invalid search and a list in another currency than the one asked are never charged.

  • Booking options of an itinerary (booking_options)
  • Price calendar day (calendar_day)
  • Explore destination (destination)
Unavailable0 reviews · rating 0.02026-10-18
Google Flights Scraper: Prices, Airlines and Times
oski/google-flights-prices-scraper
Observation date unknown · Observed: unknown
1—9$10.00Selected event: Flight (flight)
1 additional listed charge events

One itinerary with a fare. Flights Google lists without a price, and routes that return nothing, are free.

  • Run start (actor-start)
$0.0020 reviews · rating 0.02026-10-19
Google Flights API – Flight Prices, Cheapest Days & Insights
tubetext/google-flights-scraper
Observation date unknown · Observed: unknown
1—15$2.00Selected event: Result (result)
Event details

One flight, route summary (price insights) or price-calendar day delivered. Failed searches and routes without flights are not charged.

<$0.0010 reviews · rating 0.02026-10-19
Google Flights Scraper & Price Monitor
vincesoft/google-flights-price-monitor
Observation date unknown · Observed: unknown
1—12$5.00Selected event: Successful flight search (search)
Event details

One charge for a unique route/date query that writes at least one validated flight option, including partial searches with usable results. Empty, failed and skipped searches are not charged.

<$0.0010 reviews · rating 0.02026-10-18
Google Flights Scraper & API - Fares, Stops & CO2 Emissions
surefeed/google-flights-scraper
Observation date unknown · Observed: unknown
1—11$1.00Selected event: Flight (flight)
Event details

One flight from the results: price, airlines, times, duration, stops, layovers, bags, CO2 emissions.

Unavailable0 reviews · rating 0.02026-10-19
Google Flights Scraper
flash_kpi/google-flights-scraper
Observation date unknown · Observed: unknown
1—5$0.30Selected event: Flight scraped (flight)
Event details

One flight option with its price, airlines, stops and times.

Unavailable0 reviews · rating 0.02026-10-19
Google Flights Scraper — Airfare Prices, Fares & Price Tracking
kestrel/google-flights-prices
Observation date unknown · Observed: unknown
1100.0%47$5.00Selected event: Itinerary row (flight)
Event details

One flight itinerary for your route, dates, cabin and passengers: price for all passengers, airline, departure and arrival times, duration, stops, layovers, CO2 (row keys route, origin, destination, depart_date, return_date, seat, adults, price, currency, airline, stops, depart_time, arrive_time, duration_minutes, layovers, co2_kg, rank, google_url): $5 per 1,000 itineraries. Usually 10 to 35 rows per route and date; maxResultsPerSearch caps them. Not charged: empty or failed searches, duplicates (an itinerary two overlapping searches both return is billed once), status rows, refused inputs. No start fee; proxy and compute are included in the event price. The run stops at the maximum cost per run you set when starting it (Apify run option maxTotalChargeUsd), never above it.

Unavailable0 reviews · rating 0.02026-10-19
Google Flights Scraper API ✈️ (flight prices, cheapest dates)
tagadanar/google-flights-scraper
Observation date unknown · Observed: unknown
1—1$0.20Selected event: Flight (flight)
2 additional listed charge events

Charged once for each flight itinerary row delivered (outbound or return). Searches Google has no flights for cost nothing beyond the run start.

  • Cheapest-date calendar day (cheapest-date)
  • Actor start (actor-start)
$0.0010 reviews · rating 0.02026-10-18
Google Flights Scraper: Prices, Itineraries & Date Ranges
cprussin/google-flights-prices
Observation date unknown · Observed: unknown
1—17$2.50Selected event: Flight itinerary (itinerary)
Event details

One priced Google Flights itinerary written to the dataset.

<$0.0010 reviews · rating 0.02026-10-18
Google Flights Prices API
insights_data/google-flights-prices-api
Observation date unknown · Observed: unknown
1—11$3.50Selected event: Results (main_result)
Event details

Single result in the default dataset.

<$0.0010 reviews · rating 0.02026-10-18

Download the Google Flights comparison CSV (60 displayed tools). Includes snapshot_date (the dataset file date, not tool observation), observed_on (blank when unknown), observation_status (fetched, carried_forward or unknown), carried_forward, usage, recorded runs and reviews (blank when unavailable; 0 means recorded zero), success rate (0–1), pricing model, primary event and its listed USD price per 1,000 events (per_k). This primary-event rate is not total cost: run-start and additional charges may apply, and events can differ between tools. Unknown prices and success rates are blank; FREE identifies an explicit free pricing model.

Success rate is shown only for tools with 20+ runs in 30 days; below 90% is highlighted. Prices are list prices for Apify's free plan (paid plans are cheaper). Rates are per 1,000 primary events in the recorded unit named beside each rate; an unavailable billing unit is labeled explicitly. Different billing events do not imply equivalent results. Run-start and additional charges, plus your workload, determine total cost. Unavailable means the snapshot did not provide the value; an explicit FREE model is separate from a zero listed event rate. You are responsible for complying with Google Flights's terms and applicable law. How we measure.

Would rather not run a scraper yourself? See our measured comparison of scraping APIs (success rate and cost per page on real targets).

Other ways to get this data

These are workflow options, not target-specific benchmark results. Check target support, response fields and setup requirements before choosing a tool.

Octoparse — desktop and cloud point-and-click scraper with ready-made templates for popular sites; no code, runs on a schedule.

Oxylabs — web scraping API with proxies and JavaScript rendering built in, for developers who want raw pages or parsed results in their own code.

ScraperAPI — web scraping API that handles proxy rotation and JavaScript rendering behind one request; included in our daily scraping-API benchmark. See our controlled API benchmark and its limits. These controlled fixtures are not a test of this target website.

Affiliate disclosure: we may earn a commission if you buy through these links, at no extra cost to you. It never affects rankings.

Related targets

Shared counts use distinct Actor IDs shown in both comparison tables. Shared listings do not establish equivalent capabilities, interchangeable outputs or permission to scrape. Category peers share a directory category.