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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.
22
2026-04
Telegram fake users are more like real people recently, and traditional robot filtering logic is failing
In Telegram user screening, a change is becoming more and more obvious: fake users are no longer as easy to identify as before. In the past, many teams relied on simple robot filtering logic, such as checking whether there is an avatar, whether the information is complete, and whether the behavior is abnormal. These methods were indeed effective for a period of time. But now more and more fake users are beginning to simulate real behaviors. Their profiles look complete, their avatars are normal, and in some cases they can even behave like active users. This makes traditional filtering logic gradually lose its effectiveness.
21
2026-04
Why Telegram account screening is becoming more and more detailed, and the mix of real and fake users leads to rising traffic costs
People who work on Telegram traffic have clearly experienced a change in the past two years: it is not that the traffic has suddenly decreased, but that with the same amount of data, the proportion of truly valuable users is declining. On the surface, it seems that the group has a lot of members and the number pool is not small, but the traffic drainage effect is becoming increasingly unstable. Many times the reason is not at the traffic entrance, but at the data itself. There is a mix of real and fake users, a mix of abnormal accounts, and an increase in the proportion of low-active users. When these problems are superimposed, the cost of attracting traffic will be directly pushed up.
23
2026-03
Telegram account cleaning is more stable and the proportion of active accounts is significantly increased.
If the Telegram account pool is not cleaned up for a long time, the structure will gradually become unbalanced. The increase in the proportion of silent accounts, the mixing of abnormal accounts, and the accumulation of duplicate accounts will all make the overall reach effect worse. Many teams think that the more accounts, the better, but the actual usable ratio is declining. The truly effective approach is to regularly clean Telegram accounts to keep the account pool healthy.
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