Google Play Store Reviews Scraper alternatives: recorded billing and usage (2026-10)

Compare 278 Google Play alternatives to Google Play Store Reviews Scraper, ranked by 30-day users; see recorded pricing models, billing events, observation dates and public-run success.

Baseline

Google Play Store Reviews Scraper (neatrat/google-play-store-reviews-scraper) had 353 users and 86.8% success across 11,026 public runs in 30 days.

Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.15. USD / run start: Unavailable.

Selected event: review (apify-default-dataset-item)

Event details

Single review in the default dataset.

Observation date unknown · Observed: unknown

Compare all 279 Google Play tools (this page shows the 50 most used alternatives).

Filters apply only to the 50 displayed alternatives (at most 50), in the original usage order. Blank thresholds include unavailable evidence; active thresholds exclude it. Recorded zero is distinct from unavailable. Success measures public-run completion, not output accuracy.

Alternative	Users 30d	Success 30d	Runs 30d	Recorded billing / observation	Recorded completion compared with baseline
Google Play Reviews Scraper API \| $0.10/1K Reviews thewolves/google-play-reviews-scraper Compare with Google Play Store Reviews Scraper	368	94.2%	27,470	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.10. USD / run start: Unavailable. Selected event: review (apify-default-dataset-item) Event details Single review in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Store Scraper automation-lab/google-play-scraper Compare with Google Play Store Reviews Scraper	216	95.5%	7,752	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $1.15. USD / run start: $0.005. Selected event: Review (review) 2 additional listed charge events Cost per review extracted Actor Start (start) App Detail (app-detail) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Fast Google Play Reviews Scraper API \| Android App Reviews theagents/googleplay-reviews Compare with Google Play Store Reviews Scraper	106	99.8%	3,443	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.10. USD / run start: Unavailable. Selected event: review (apify-default-dataset-item) Event details Single review in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper curious_coder/google-play-scraper Compare with Google Play Store Reviews Scraper	102	98.2%	7,859	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.30. USD / run start: Unavailable. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Apps Scraper solidcode/google-play-apps-scraper Compare with Google Play Store Reviews Scraper	99	96.7%	2,357	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.50. USD / run start: $0.010. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Data Extractor epctex/google-play-scraper Compare with Google Play Store Reviews Scraper	76	70.8%	7,059	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.10. USD / run start: Unavailable. Selected event: Dataset Item (dataset-item) 4 additional listed charge events Charged once for each item added to the dataset, regardless of which flow (detail, search, developer, or review) produced it. App Detail (app-detail) Search Query (search-query) Developer Query (developer-query) Review Query (review-query) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Store Reviews Scraper API \| App Review Extraction code-node-tools/google-play-reviews-scraper Compare with Google Play Store Reviews Scraper	56	97.1%	522	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.50. USD / run start: $0.002. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Reviews Scraper apihq/google-play-reviews-scraper Compare with Google Play Store Reviews Scraper	28	97.8%	649	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.080. USD / run start: Unavailable. Selected event: Review (review) Event details One charge per review returned. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Reviews Scraper easyapi/google-play-reviews-scraper Compare with Google Play Store Reviews Scraper	17	96.4%	140	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $2.99. USD / run start: $0.090. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Store App Search Scraper easyapi/google-play-store-app-search-scraper Compare with Google Play Store Reviews Scraper	17	82.9%	35	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $2.99. USD / run start: $0.090. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Store Reviews Scraper solidcode/google-play-store-reviews-scraper Compare with Google Play Store Reviews Scraper	13	99.6%	528	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.20. USD / run start: <$0.001. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Reviews Scraper webdatalabs/google-play-reviews-scraper Compare with Google Play Store Reviews Scraper	11	96.1%	230	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $10.00. USD / run start: $0.004. Selected event: Review Scraped (review-scraped) Event details Charged per Google Play Review scraped. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper - Apps, Details & Reviews get_anything/google-play-scraper Compare with Google Play Store Reviews Scraper	9	100.0%	75	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $1.00. USD / run start: <$0.001. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play App Details Scraper - Android App Metadata API appdata-labs/google-play-app-details Compare with Google Play Store Reviews Scraper	7	—	13	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: Unavailable. USD / run start: Unavailable. Billing unit unavailable. 1 additional listed charge events Event description unavailable. App detail scraped (app-detail-scraped) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper - Rankings, Reviews & App Details haketa/google-play-scraper Compare with Google Play Store Reviews Scraper	7	95.4%	153	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $2.50. USD / run start: <$0.001. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Search Scraper - Apps by Keyword, Rating & Price ninhothedev/google-play-search-scraper Compare with Google Play Store Reviews Scraper	7	98.1%	54	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.50. USD / run start: <$0.001. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Store canadesk/google-play-store-ppe Compare with Google Play Store Reviews Scraper	6	100.0%	4,522	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.15. USD / run start: <$0.001. Selected event: Review (SCRAPED_REVIEW) 4 additional listed charge events Single user review. App (SCRAPED_APP_DETAIL) Result (SCRAPED_LIST_ITEM) Permission (SCRAPED_PERMISSION_DETAIL) Data safety (SCRAPED_DATA_SAFETY_DETAIL) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play App Details Scraper coder_zoro/google-play-app-details-scraper Compare with Google Play Store Reviews Scraper	6	93.5%	77	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $4.99. USD / run start: <$0.001. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Top Charts Scraper: Android App Rankings by Country glitchbound/google-play-charts-scraper Compare with Google Play Store Reviews Scraper	4	97.3%	37	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $1.00. USD / run start: <$0.001. Selected event: Chart entry (result) Event details One app's position in one Google Play chart. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper apilab/google-play-scraper Compare with Google Play Store Reviews Scraper	3	99.5%	1,410	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.050. USD / run start: $0.005. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Reviews Scraper — Android App Reviews darknezz/google-play-reviews-scraper Compare with Google Play Store Reviews Scraper	3	100.0%	52	Pricing model: FREE. USD / 1,000 primary events: Explicit FREE model. USD / run start: Explicit FREE model. Explicit FREE pricing model; billing unit unavailable. Event details Event description unavailable. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Store App Search Scraper fetch_cat/google-play-store-app-search-scraper Compare with Google Play Store Reviews Scraper	3	100.0%	30	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.57. USD / run start: $0.005. Selected event: Item processed (item) 1 additional listed charge events Per dataset item produced Start (start) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Store Scraper — Android Reviews & Data freshactors/google-play-scraper Compare with Google Play Store Reviews Scraper	3	100.0%	39	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.10. USD / run start: Unavailable. Selected event: Review fetched (review-fetched) 1 additional listed charge events Charged once per customer review returned. App details fetched (app-details-fetched) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play App Search & Reviews Scraper herus13/google-play-reviews-scraper Compare with Google Play Store Reviews Scraper	3	90.6%	32	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.30. USD / run start: $0.001. Selected event: App review (review) 1 additional listed charge events Per review scraped App (app-search-result) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper jdtpnjtp/google-play-scraper Compare with Google Play Store Reviews Scraper	3	76.5%	51	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.40. USD / run start: Unavailable. Selected event: App result (app-result) 2 additional listed charge events One app row from search, top charts, similar or a developer portfolio. App detail (app-detail) Review (review-result) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper lergassy/google-play-scraper Compare with Google Play Store Reviews Scraper	3	100.0%	36	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $1.00. USD / run start: Unavailable. Selected event: App (app) 1 additional listed charge events One row per Google Play app with installs, ratings, price, version and developer contacts. Filtered apps and links that fail are free. No fee per run. Review (review) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper — App Data, Reviews & ASO API logiover/google-play-data-api Compare with Google Play Store Reviews Scraper	3	100.0%	35	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $1.00. USD / run start: <$0.001. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper — Google Play Apps, Ratings & ASO Data nexgendata/google-play-store-scraper Compare with Google Play Store Reviews Scraper	3	100.0%	36	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $20.00. USD / run start: $0.005. Selected event: App Listing (apify-default-dataset-item) Event details Charge per app listing scraped Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper: Apps & Top Charts robertosan16/google-play-scraper Compare with Google Play Store Reviews Scraper	3	100.0%	23	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.50. USD / run start: Unavailable. Selected event: App result (apify-default-dataset-item) Event details One app from a chart, search, developer catalog or app list saved to the dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper scrapesmith/google-play-scraper Compare with Google Play Store Reviews Scraper	3	100.0%	407	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.25. USD / run start: $0.010. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Store Scraper shahidirfan/Google-Play-Store-Scraper Compare with Google Play Store Reviews Scraper	3	100.0%	31	Pricing model: FREE. USD / 1,000 primary events: Explicit FREE model. USD / run start: Explicit FREE model. Explicit FREE pricing model; billing unit unavailable. Event details Event description unavailable. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Store Scraper — App Search, Reviews & ASO Charts sian.agency/play-store-apps-scraper Compare with Google Play Store Reviews Scraper	3	100.0%	35	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.29. USD / run start: $0.005. Selected event: App Result (app-result) 2 additional listed charge events Charged per app returned by App Search or a Top Chart. App Detail Result (app-detail-result) App Review Result (app-review-result) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Reviews [💰$0.08/1K] \| App \| Reviews \| ASO ahmed_jasarevic/google-play-reviews-scraper	2	100.0%	27	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.080. USD / run start: <$0.001. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Reviews Scraper & API - Installs, Rankings, Charts akhil_rajesh/google-play-reviews-scraper	2	—	1	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.10. USD / run start: <$0.001. Selected event: Review (review) 1 additional listed charge events Charged per Google Play review row returned Result row (result) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Store Reviews Scraper - Bulk App Reviews angaba92/google-play-store-reviews-scraper	2	100.0%	25	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.10. USD / run start: <$0.001. Selected event: Google Play review (review) Event details One unique Google Play review delivered to the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper anyxsolutions/google-play-scraper	2	100.0%	30	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $2.00. USD / run start: <$0.001. Selected event: result (apify-default-dataset-item) Event details Single app, search result or review in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper 🔥 $0.30/1K \| Apps & Reviews azzouzana/google-play-scraper	2	100.0%	21	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.60. USD / run start: Unavailable. Selected event: Result (apify-default-dataset-item) Event details Each result saved. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Store Scraper bgfc97/google-play-scraper	2	100.0%	26	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $1.00. USD / run start: Unavailable. Selected event: Record scraped (record-scraped) Event details Each Google Play review/detail/result Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Store Scraper blazing_stake/gplay-scraper	2	100.0%	27	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $8.00. USD / run start: Unavailable. Selected event: App scraped (app-scraped) Event details Charged for each Google Play app scraped Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Search, Rank & App Details — No Login cliqtomedia/google-play-apps-search	2	—	7	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.10. USD / run start: $0.003. Selected event: Google Play query answered (query) 1 additional listed charge events One keyword search (term × country) or one app ID lookup (app ID × country) that Google Play answered, even when it had no apps or the app does not exist. Failed or skipped queries are free. App row (app) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Reviews Scraper codingfrontend/google-play-reviews-scraper	2	63.0%	27	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $3.99. USD / run start: $0.001. Selected event: Result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper codingfrontend/google-play-scraper	2	100.0%	27	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $3.99. USD / run start: $0.001. Selected event: Result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Store App Search Scraper codingfrontend/google-play-store-app-search-scraper	2	100.0%	27	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $3.99. USD / run start: $0.001. Selected event: Result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Reviews Scraper cynix_dev/app-play-reviews	2	100.0%	26	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.50. USD / run start: <$0.001. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper - App Details, Search & Reviews datagleaner/google-play-scraper	2	—	9	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.30. USD / run start: Unavailable. Selected event: Google Play app (app) 1 additional listed charge events One app record: details from its store page, or a search result Google Play review (review) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Apps Search Scraper dt_org/dreemteam-google-play-apps	2	100.0%	30	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.60. USD / run start: $0.004. Selected event: result (apify-default-dataset-item) Event details Single result in the default dataset. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper: App Details, Reviews, Search, Developers everyotherfriday/google-play	2	—	19	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $2.00. USD / run start: Unavailable. Selected event: App returned (app-returned) 2 additional listed charge events One successful app row. Errors and empty summaries are free. Review returned (review-returned) Page returned (page-returned) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Reviews Scraper fetch_cat/google-play-reviews-scraper	2	96.4%	28	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.15. USD / run start: $0.005. Selected event: Review saved (review) 1 additional listed charge events Per Google Play review saved to the dataset Start (start) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play Scraper — Play Store API & App Data \| $0.50/1k glasswing/google-play-scraper	2	100.0%	28	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $0.50. USD / run start: $0.005. Selected event: Result (result) 1 additional listed charge events One Google Play app row with status `ok` saved to the dataset. Rows with status `not_found` (unknown package, developer, or a keyword with no match) or `error` are never charged. Review (review) Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.
Google Play App Metadata Scraper glowing_glove/google-play-app-metadata-scraper	2	100.0%	27	Pricing model: PAY_PER_EVENT. USD / 1,000 primary events: $25.00. USD / run start: Unavailable. Selected event: scraped Play app (scrapedPlayApp) Event details Charged for each scraped Play app that is processed and delivered as a useful dataset row. Observation date unknown · Observed: unknown	Contemporaneous comparison unavailable: requires current, same-date observations with valid public-run evidence.

Ranked by 30-day users, with actor ID breaking ties. Rates are recorded list-tier USD amounts per 1,000 selected primary billing events, not inferred output counts. Even matching billing units do not prove equivalent output or total cost. Pricing models, event definitions, features, run-start charges, additional charge events and platform fees can differ. Unavailable means no known recorded rate; zero event rates and explicit FREE models are shown separately. No price ranking is made. Completion highlights require current observations on the same date and valid evidence from 20+ public runs for each tool. Rolling public-run workloads differ; differences are descriptive and do not establish statistical significance, better reliability or output quality for your use case. Tools share a target-site category and may serve different tasks. You are responsible for complying with Google Play's terms and applicable law. Methodology.

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.

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