US active TG large batch task batch design: practical guide for splitting, concurrency, notification and result merging

Obtaining US active TG data is an urgent need for overseas team community operations and private message marketing. When you are faced with hundreds of thousands or even millions of US Telegram active data detection requirements, directly submitting a very large task is often inefficient, has a high risk of failure, and the results are difficult to manage. This article will share a complete set of batch design strategies to help you stably obtain US TG active numbers and efficiently complete large batch tasks.

Why do large batches of US active TG tasks require carefully designed batches?

Advertising budgets of hundreds of thousands of dollars, lists of tens of millions of numbers, and tight time windows—these factors complicate the task of mass detection. Direct full submission may encounter the following challenges:

• Although the upper limit for a single task is high, network fluctuations or number format issues may cause the entire task to fail, and retrying is extremely costly.
• When the task takes a long time, the completion status cannot be known in time, which affects the connection of subsequent processes.
• The result file is too large and difficult to analyze, and it is easy to miss or duplicate when merging.
• Difficulty in cost control, the specific deduction details cannot be predicted.

With batch splitting, you can:

1. Reduce the impact of a single failure.
2. Use concurrent submission to shorten the total detection time.
3. Accurately control the cost and quality of each batch.
4. Flexibly adjust the active window (such as separating 7-day and 30-day testing).

Principles of batch splitting: How many items are the most reasonable in one batch?

Taking US active TG testing as an example, it is recommended to 50,000-100,000 per batch. The reasons are as follows:

• Appropriate granularity: 50,000 tasks can usually be completed within a few hours, and even if they fail, you only need to retry the batch.
• Simple management: You can use file naming or tables to record the source of each batch to facilitate subsequent comparison of results.
• Concurrency Friendly: Multiple 50,000 tasks run simultaneously, and the overall time consumption is much less than one 500,000 task (the latter may be extended due to queue waiting).

Batch division based on active window

Different activity detection windows (such as 7 days, 30 days) should be batched independently. For example:

• Batch A: Detect American TG users active within 7 days.
• Batch B: Detect active users within 30 days.

Mixing the same batch number segment will lead to mixed result fields, making it impossible to directly analyze the difference between “recently active” and “more active”.

Batch strategy based on number source

Numbers generated from KK-DATA’s [Global Number Generation Module] (https://kkdata.cc/) and numbers imported from your own CSV should be batched separately. This can be compared later:

• Activity rate of randomly generated numbers vs. activity rate of collected numbers.
• Gender and age distribution of numbers from different sources (if any).

Multiple batches of concurrent submissions: How to improve the overall detection speed?

KK-DATA console supports running multiple tasks at the same time. Reasonable use of concurrency can reduce the overall detection time of 5 batches (a total of 250,000 items) to within the time required for a single batch (about 2-3 hours). It is recommended to run 3-5 tasks at the same time to avoid excessive instantaneous freezing of balances or affecting system stability.

Task queue management of concurrent tasks

Manage tasks with a simple form:

• Columns: batch name, task ID, submission time, status, results download link.
• Record the task ID after submission to facilitate subsequent inquiries and notifications.

Balance and number of concurrency balance

In the pay-per-item mode, sufficient balance must be ensured when submitting each task (the system will freeze the estimated fee). The more concurrent tasks, the greater the frozen amount. It is recommended to recharge enough USDT in advance and estimate the total cost by referring to [Console Real-time Price] (https://app.kkdata.cc/).

Task completion notification and failure retry mechanism

Using KK-DATA’s Telegram task notification function, a message will be automatically sent to your Telegram account when the task is completed, without the need to refresh the console frequently.

For failed or timed-out tasks, common reasons include:

• The number is in the wrong format (such as a non-US area code, spaces or special characters).
• The number of numbers exceeds the platform limit (the maximum number for a single task is about 1 million, but it is recommended to split large files).
• Network fluctuations cause detection interruption.

Retry strategy:

1. Download the number list of failed tasks and check the format.
2. Use the [Global Number Generation Module] (https://kkdata.cc/) to regenerate the batch number (free of charge), or manually correct it and submit it.
3. If it fails continuously, split into smaller batches (such as 20,000 items) and try again.

Result merging and data deduplication: maintain the consistency of the final data

After multiple batches are completed, you need to merge all CSV/TXT results and remove duplicate numbers (to avoid wasting balance for the next test). Recommended steps:

1. Summarize all batch results: Download the result file of each task (usually containing fields such as number, active status, gender, etc.).
2. Merge files: Use Excel’s VLOOKUP or free tools (such as LibreOffice) to quickly merge; if the number is very large, you can use the command line:
   • Mac/Linux:cat *.csv > all.csv
   • Windows: copy *.csv all.csv
3. Use KK-DATA data deduplication warehouse: Upload the merged number list to the “data deduplication warehouse”, and the system will automatically mark the detected numbers. When submitting new tasks subsequently, the platform will skip duplicate numbers to save costs.

Practical experience: The complete process of a 500,000 American active TG mission

Assume that a cross-border team needs 500,000 US Telegram active user data (7-day active window). The following is the complete operation process:

1. Prepare the number pool: Use the KK-DATA global number generation module to generate 500,000 random numbers based on the US number segment (free).
2. Split batches: divided into 10 batches, each batch contains 50,000 items, named US_TG_7d_batch_01.csv to batch_10.csv.
3. Concurrent submission: Submit batch_0105 at the same time on the console and wait for the first round of results. Submit batch_0610 at the same time.
4. Set notifications: Bind Telegram task notifications to receive completion messages in real time.
5. Processing failed batch: Suppose batch_03 failed due to some number format errors. Export this batch of numbers, use Excel formula to eliminate non-numeric or non-U.S. area code (+1) numbers, and resubmit it as batch_03b.
6. Merge results: After all batches are completed, use cat *.csv > all_US_7d_active.csv to merge and import the data into the deduplication warehouse.
7. Export final data: Export the deduplicated active number list from the console (only including users active within 7 days) for subsequent marketing.

Things to note:

• Before submitting each task, estimate the cost in the console (displayed as “Estimated Deduction”) to ensure that the balance is sufficient.
• Control the number of concurrent tasks at 3-5 to avoid excessive pressure on the system.

FAQ

**Q: How many U.S. active TG tests can be submitted in a single mission? ** Answer: The maximum number of KK-DATA tasks in a single task is about 1 million. However, it is recommended that large batch tasks be split into batches of 50,000-100,000 items to facilitate management and retry.

**Q: If a batch of tasks fails due to network or other reasons, will the balance be deducted? ** Answer: The balance will not be deducted if the task fails. The system will only deduct fees based on the actual number of detected items after the task is successfully completed. After failure, you can check the number format or resubmit.

**Q: After merging multiple batches of results, how to avoid repeated testing of duplicate numbers? ** Answer: Use KK-DATA’s “Data Deduplication Warehouse” function to upload the merged number list for cross-task deduplication. The system will automatically mark the detected numbers and skip them when submitting next time, saving costs.

**Q: When submitting multiple tasks concurrently, how much does the balance need to be recharged in advance? ** Answer: It is recommended to estimate the total amount based on the total number of planned tests and the real-time unit price of the console, and recharge enough USDT in advance. New tasks cannot be submitted when the balance is insufficient. Please check the console for the specific unit price.

**Q: What does “active” mean in the US active TG test? ** Answer: It refers to Telegram users who have online or messaging behavior within a certain time window (such as 7 days, 30 days). You can specify the active window when submitting a task, and the platform will return the result of whether it is active.

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Through reasonable batch design, you can stably obtain 100,000-level US active TG data within a few hours, significantly improving customer acquisition efficiency. Start your batch inspection tasks now:

👉 Log in to the console to start screening numbers | Two-way contact customer service https://t.me/kkdata_robot

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