Mini apps · Retail
Top Retail mini-apps on Telegram
Bots in the Retail niche running main-app mini-apps, ranked by approximate active users. Cross-link to all niches via the parent leaderboard.
| # | Bot | Active users |
|---|---|---|
| 1 | @sp_yandex_bot | 69,039 |
| 2 | @nareknexus_bot | 32,390 |
| 3 | @bunchmskbot | 24,939 |
| 4 | @tanukifam_bot | 24,531 |
| 5 | @buynstars_bot | 22,320 |
| 6 | @bubsshop_bot | 20,745 |
| 7 | @romix_store_bot | 4,886 |
| 8 | @spiketelegram_bot | 2,955 |
| 9 | @chegirmalarr_bot | 2,477 |
| 10 | @giftwiki_bot | 2,448 |
| 11 | @dendyuc_bot | 1,472 |
| 12 | @inv1siblex_bot | 349 |
| 13 | @kup_skidki_bot | 199 |
| 14 | @chilloutplanetbot | 139 |
| 15 | @tg_adminhub_bot | 3 |
| 16 | @kodoved_bot | 2 |
FAQ
Which Retail Telegram mini-apps have the largest audience?
The top-ranked Retail Telegram mini-app currently tracked by Telegram Ads Spy is @sp_yandex_bot with 69,039 active users. Top 3 by monthly active users: @sp_yandex_bot, @nareknexus_bot, @bunchmskbot. 16 total Retail 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 Retail 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 Retail mini-apps leaderboard via API?
Yes — https://tgadsspy.com/api/v1/miniapps?niche=retail returns this leaderboard as JSON; https://tgadsspy.com/api/v1/miniapps.csv?niche=retail 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 →- 2026-04-24
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