Mini apps · Gambling
Top Gambling mini-apps on Telegram
Bots in the Gambling niche running main-app mini-apps, ranked by approximate active users. Cross-link to all niches via the parent leaderboard.
FAQ
Which Gambling Telegram mini-apps have the largest audience?
The top-ranked Gambling Telegram mini-app currently tracked by Telegram Ads Spy is @randombeast with 1,585,868 active users. Top 3 by monthly active users: @randombeast, @randombeast_bot, @frogcasebot. 100 total Gambling mini-apps indexed in this niche. Ranking is by botActiveUsers (Telegram-reported MAU) with popularBotsRank as a secondary sort.
How does Telegram Ads Spy classify a Telegram mini-app into the Gambling niche?
Bots with botHasMainApp=true and a non-null botNiche are eligible. The classifier runs the bot's public profile description, recent messages and category metadata through a regex-based niche detector — the same logic used for advertiser classification. Manual overrides for edge cases. See https://tgadsspy.com/info/niche for the full decision rules.
Can I access the Gambling mini-apps leaderboard via API?
Yes — https://tgadsspy.com/api/v1/miniapps?niche=gambling returns this leaderboard as JSON; https://tgadsspy.com/api/v1/miniapps.csv?niche=gambling for flat CSV (10 columns: username, title, niche, mau, stars_level, popular_bots_rank, sponsored_enabled, avatar_url, last_enriched_at, profile_url). Researcher-friendly for academic mini-app ecosystem studies. CC-BY-4.0 license. X-Api-Key required for higher rate limits.
Research from the blog
All →- 2026-04-26
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