Proxy data usage in Telegram depends less on the number of accounts than on what those accounts actually do. One hundred accounts doing light warming and one hundred accounts regularly sending images and videos place very different loads on the connection.
That is why you should not buy proxies based only on the number of accounts. First define the workflow, measure data usage for a typical operation, and only then choose the amount of traffic you need.
For a small number of accounts, this approach can be handled manually. With a large account pool, a different challenge arises: you need to manage authorizations, proxies, and the operations themselves at the same time. At that point, it makes sense to use specialized expert-level Telegram software, such as Telegram Soft Expert.
What Determines Data Usage in Telegram Soft Expert
Telegram Expert brings different account-related tasks together in one program. It includes tools for registration and warming, account management, bulk messaging, working with open chats, audience collection, invitations, and other bulk operations. Separate tools are also provided for proxy management.
This matters when estimating data usage. The program can perform different operations, and each one generates its own amount of network traffic.
For example, account warming and text-based bulk messaging do not generate the same load. Usage changes even more when messages include images, documents, videos, or other files.
So the basic unit for estimating usage is not one account, but a specific operation performed by an account over a defined period.
Account Warming Uses Very Little Data
With standard account warming, data usage usually stays below approximately 1 MB per account. This is a practical benchmark, not a technical limit in Telegram Expert.
If the scenario remains the same, 100 accounts would use up to roughly 100 MB. For 1,000 accounts, that is about 1 GB.
You should not apply this figure to other tasks. If you increase the number of actions, add frequent repeat cycles, or use media, data usage will change.
Text-Based Bulk Messaging Depends on Send Volume and Repeats
Telegram Expert can run bulk messaging campaigns to users, work with open chats, send messages to contacts, and configure auto-replies. Some scenarios also support repeated processing cycles.
For this type of calculation, you need to account for four parameters:
- number of accounts;
- number of messages per account;
- number of repeated runs;
- whether attachments are included.
Two accounts can perform completely different amounts of work. One may send ten messages per cycle, while another sends five hundred. Treating them as identical units would therefore be misleading.
There is also no reliable universal figure for the data usage of a single text message.
Files Affect Data Usage Much More Than Text
In Telegram Soft Expert campaigns, you can include documents, images, videos, music, voice messages, and video notes.
When a file is attached, its size becomes one of the main factors in data usage. A short text message and a message containing a large video should not be treated as equivalent network operations.
So instead of calculating “5,000 messages,” define what will actually be sent: 5,000 text messages, 5,000 messages with an image, or 5,000 messages with a video.
These are three very different scenarios in terms of transferred data.
Story Publishing Also Depends on File Size
Telegram Expert can work with Stories and publish images and videos through accounts. A single Story file cannot exceed 10 MB.
This is another example of why the number of accounts alone says very little about future data usage.
Five hundred accounts performing light operations and five hundred accounts regularly publishing media create very different network loads.
For media-heavy tasks, start by looking at file size and the number of publications.
Why the Number of Accounts Does Not Predict Future Data Usage
The number of accounts becomes a useful metric only after you know the workload per account.
The same account pool can operate at very different frequencies. For example, accounts may perform an operation once a day or repeat it every hour. In the second case, far more operations will be completed over the same period.
That is why frequency should always be considered alongside the number of accounts.
There is another factor that is often underestimated: repeat cycles. If one cycle uses 200 MB, that does not mean the daily total will be 200 MB. If the same cycle runs several times, total usage increases in proportion to the number of runs.
The practical rule is simple: measure one complete cycle first, then determine how many such cycles will run during the required period.
Media should be considered separately. Replacing a small image with a video that is several megabytes in size can completely change the calculation.
So any estimate of future usage should account not only for the number of accounts, but also for the actions performed, how often they repeat, and the size of transferred files.
How to Measure Data Usage Before a Large-Scale Run
A theoretical estimate is only a starting point. It is more reliable to run a small test on your own accounts.
Start With a Typical Operation
The test should reproduce the workload you plan to run.
- If you plan to warm accounts, test the warming process itself.
- If you plan a text-based messaging campaign with an image, use an image of roughly the same size in the test.
- If the main task involves the auto-reply feature, the test should imitate normal activity over a typical working period.
A test that differs significantly from the future workload cannot be reliably scaled to the entire project.
Then Run the Test on a Small Group
There is no need to launch the entire account pool at once. Take a small group of accounts and complete one full work cycle.
Before starting, record the amount of traffic already used in the proxy provider dashboard. Once the cycle is complete, record the new value.
The difference between the two values is the actual data usage for that specific operation. This measurement is more useful than someone else’s average because it reflects your accounts, action frequency, files, and workflow settings.
Measure Each Scenario Separately
Do not combine account warming, bulk messaging, and media publishing into a single test.
If 3.7 GB is used in one day, it will be difficult to identify the cause without separate measurements.
It is much more useful to collect separate figures:
| Operation | Number of accounts | Actions | Media | Actual usage |
| Account warming | 100 | warming scenario | none | X |
| Bulk messaging | 100 | 50 messages | none | Y |
| Bulk messaging | 100 | 50 messages | 1 image | Z |
This makes it clear which operation is responsible for most of the load.
Scale the Result After the Test
Suppose a small group of accounts used a certain amount of traffic during one complete work cycle.
First calculate the average usage per account for that cycle. Then scale the result to the entire pool and the required number of repetitions.
For file-based tasks, media size should be accounted for separately. This gives you a budgeting estimate, not a guarantee of exact future usage. After launch, compare the forecast with actual figures and recalculate if necessary.
Where Telegram Expert Helps in This Process
As the number of accounts grows, estimating traffic becomes part of managing the overall working infrastructure.
You need to load accounts, assign connections, test proxies, run the required operation, and then repeat the process for other scenarios.
Telegram Soft Expert is designed specifically for systematic work with large numbers of Telegram accounts. The program brings together account management, registration and warming, audience collection, communication, and bulk operations.
Proxies are not a separate task disconnected from the rest of the workflow. They are used in specific account operations, so it is convenient to check their status in the same program.
In Telegram Expert, you can add a list of proxies and test whether they are working. The table shows the address, port, authentication details, connection type, response speed, and test result. The program supports HTTP and SOCKS5 and works with IPv4 proxies.
For large lists, there is a dedicated proxy pool checker. It verifies IP uniqueness and helps identify duplicate addresses in the pool. This is especially useful when one proxy list is used for a large number of accounts.
Telegram Expert is useful for more than just launching a messaging campaign or warming accounts. It lets you prepare the working environment, test connections, and then run operations from a single workspace.
How to Choose Residential Proxies After Measuring Usage
Once you have completed the test, you can choose a pricing model. If usage is low and the workload runs only periodically, paying for the traffic you actually consume is a logical option.
NiuProxy offers rotating residential proxies with traffic-based pricing starting at $0.35 per GB, and purchased traffic does not expire. Different countries and cities are available, along with HTTP and SOCKS5 support.
This model works well for scenarios where the load varies or remains relatively low. For example, a project may warm accounts several times a month, work mainly with text, or use a small account pool.
In that case, there is no need to buy a large fixed traffic allowance in advance. You can first measure actual usage and pay only for the amount you really consume.
When to Compare Usage With an Unlimited Plan
NiuProxy also offers a separate residential proxy model with unlimited traffic. It is designed for sustained high loads and long-running tasks. The plan is billed for a selected period, while traffic is not capped by gigabytes.
However, a large number of accounts does not automatically mean that an unlimited plan will be more cost-effective.
One thousand accounts doing light warming may use less traffic than a few hundred accounts that continuously transfer images and videos.
That is why you should measure your own usage first and only then compare the two pricing models.
| Scenario | What to measure | What to compare |
| Account warming | Usage per account | Pay-per-GB pricing |
| Small text-based messaging campaign | Usage for a full cycle | Pay-per-GB pricing |
| Periodic workload | Monthly usage | Pay-per-GB pricing |
| Messaging with images | File sizes and number of sends | Both models |
| Large video volumes | Daily usage | Both models |
| Continuous high-intensity workload | Daily and monthly usage | Unlimited model |
How to Connect NiuProxy Residential Proxies to Telegram Expert
Once you have chosen a plan, add the connections in Telegram Expert.
For each proxy, enter the address, port, authentication details, and connection type in the program. HTTP and SOCKS5 are supported. After adding the list, you can test it with the built-in tool.
Next, run a small test scenario on a subset of accounts. Track actual data usage in the NiuProxy dashboard. Compare the result with your forecast, and only then increase the workload.
This approach ties proxy selection to actual workload rather than simply to the number of accounts.
What to Check After Launch
After the first work cycles, compare your estimate with actual data usage.
If the forecast was 4 GB but actual usage reached 6.2 GB, first identify the reason for the difference.
Check whether:
- the number of operations increased;
- new files were added;
- media file sizes changed;
- the number of repeat cycles increased;
- the test accurately reflected the real workload.
If the scenario changes, the old estimate must be updated as well. For example, a project may start with account warming and text messages, then later add regular image and video publishing. In that case, the previous traffic estimate no longer reflects the new workload.
The Main Rule for Estimating Usage
The number of accounts alone is not a sufficient unit for estimating proxy traffic.
First determine what one account does during a work cycle. Then measure actual usage on a small group. After that, scale the figure to the full pool and the required number of repetitions.
Only after this measurement should you choose how much residential proxy traffic to purchase.
Telegram Expert handles the practical side of working with accounts and connections in this scenario: it lets you manage working accounts, add and test proxies, monitor their status, and run the required operations from a single application.
The choice between pay-per-GB pricing and an unlimited plan should be based on the project’s actual workload, not on the number of accounts.