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21

2026-05

Why does Telegram always go wrong in accurately acquiring customers? Real account screening and community activity are often confused.

Sometimes there are many group messages but few consultations; sometimes the number of members grows rapidly, but the effect of private domain precipitation becomes worse and worse. Many times the problem is not traffic, but that "real accounts" and "community activity" are mixed together.

11

2026-05

Telegram robots are becoming more and more like real people, and data traces are becoming a breakthrough

One of the biggest changes in Telegram in recent years is that bot accounts have become increasingly difficult to identify. In the past, many abnormal accounts could be seen at a glance. They had blank avatars, simple information, and mechanical behavior. They could be distinguished with a little observation. But now, a large number of bots and batch accounts have begun to actively imitate the behavior of real people.

29

2026-04

After acquiring customers through the Telegram channel, how to screen out high-quality users through screen numbers?

Telegram itself is a platform that can easily amplify the scale of data. As long as the channels are opened, the number of people joining the group and the number of channel subscriptions can grow rapidly. But after the scale increases, what really affects the results is no longer "how many people come in", but "the quality of the users who stay."

23

2026-04

How to judge "long-term usage traces" of Telegram accounts: a more stable screening method than online status

When doing Telegram traffic and private domain operations, many teams’ first reaction is to look at the “online status”. For example, whether you have been online recently or whether you were active that day, such labels are indeed intuitive, but more and more practical teams are beginning to find that it is difficult to filter out truly valuable users based on this information alone.

16

2026-03

Telegram’s complete solution for screening active users: core steps to improve TG marketing conversion rate

When the team began to use Telegram for community operations and customer contact, a key goal was to ensure that the account data in hand was truly valuable. Although there are many Telegram accounts, the activity levels of different users vary greatly - some accounts are used almost every day, some only log in occasionally, and some accounts have been inactive for a long time or have been abandoned. If activity levels are not differentiated in marketing activities, information will easily be ignored, and interaction and conversion rates will be difficult to increase.

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