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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 number of group members is quite large and the size of 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.

17

2026-03

Practical guide for batch Telegram number screening: Create a high-conversion traffic pool from 0 to 1 (with complete process)

In the current global marketing environment, Telegram has become an important customer acquisition channel for more and more cross-border practitioners due to its high degree of freedom, high reach rate and strong private domain attributes. Compared with traditional platforms, Telegram is more suitable for accumulating users and building long-term relationships, but the premise is that you must have a batch of real and active user data. Batch Telegram number screening is the core means to achieve this goal. It not only determines the traffic quality, but also directly affects the subsequent conversion effect.

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