For sale: A specialized dataset of Telegram channels and groups in the "Business and Startups" category for June 2026. This is a deeply cleaned, filtered, and AI-enriched database. All 51,736 resources (41,708 channels and 10,028 groups) are classified and have a strictly assigned category. Part of the records contains geographic targeting to countries and cities. The ideal solution for developers of business services, Data Scientists, arbitrage teams (CPA/Media Buying), and professional marketers working with B2B audiences.
The database has undergone full validation in June 2026 and is completely cleared of inactive and deleted links. Please note: due to the dynamic nature of the Telegram platform itself, a minimal portion of the resources may be blocked or deleted by administrators over time.
DATASET SCALE
* Total valid records (rows): 51,736
* Telegram Channels: 41,708
* Telegram Groups/Chats: 10,028
BASE GEO-STATISTICS
The dataset includes a segment with geographic targeting. For part of the resources, countries and cities are accurately identified and specified. Locations are verified with maximum precision.
EXCEPTIONAL VALUE AND AI ANNOTATION (15 STRUCTURED FIELDS)
You receive a fully ready-to-use dataset. No need to spend budgets on neural network APIs for content analysis anymore. The following fields are populated in the export:
1. name — Username
2. link — Direct link (including private and invite links in joinchat and t.me/+abcd1234efg formats)
3. title — Title
4. type — Type (channel / group)
5. category — Category in English (over 45 niches, assigned to every object)
6. category_ru — Category in Russian (over 45 niches, assigned to every object)
7. subs — Exact subscriber count
8. language — Content language
9. country — Country (for records where it could be accurately determined)
10. city — City (for records where it could be accurately determined)
11. ai_description — AI-generated brief description of the content essence
12. tags — AI-generated thematic tags for narrow filtering
13. description — Original channel bio
14. unsafe — Safety flag (true/false) for instant filtering out of scams, shock content, erotica, and adult content
15. parsed_at — Exact timestamp of parsing/update
EXPORT FORMATS
The data is delivered in a convenient zip archive and prepared for both regular users and developers.
1. For marketers and analysts (CSV and XLSX formats):
* CSV: The database is split into files (semicolon delimiter, UTF-8 encoding). Easily opens in Excel, with filters and search by keys, tags, or subscribers available.
* XLSX (Excel): Files are optimized for Excel, divided into logical tabs, and contain ready-made formatting and frozen headers for out-of-the-box use.
2. For developers (JSONL format):
* JSON Lines (.jsonl): Line-by-line format for quick import into scripts, Elasticsearch, MongoDB, or PostgreSQL without RAM overload.
Link to the demo file (50-row sample):
https://vk.cc/cYS7Pi
Link to the full category statistics:
https://vk.cc/cYQpZn