hanahmily opened a new issue, #13200:
URL: https://github.com/apache/skywalking/issues/13200

   ### Search before asking
   
   - [x] I had searched in the 
[issues](https://github.com/apache/skywalking/issues?q=is%3Aissue) and found no 
similar feature requirement.
   
   
   ### Description
   
   
   
   Currently, in BanyanDB, the liaison node acts as the aggregator, collecting 
raw data from data nodes and applying aggregation functions to produce the 
final result. This approach has significant drawbacks:
   
   1. **High Bandwidth Consumption**: Transferring large volumes of raw data 
from data nodes to the liaison node consumes excessive network bandwidth.
   2. **Pressure on Liaison Node**: The liaison node bears a heavy 
computational load due to aggregating raw data from multiple data nodes, which 
can become a bottleneck as the system scales.
   
   To address these issues, we propose adding support for **pre-aggregation** 
in data nodes. With pre-aggregation, data nodes would perform local aggregation 
on their data before transferring the intermediate results to the liaison node. 
The liaison node would then only need to perform a final aggregation on these 
intermediate results, significantly reducing both bandwidth usage and 
computational pressure on the liaison node.
   
   
   ### Use case
   
   _No response_
   
   ### Related issues
   
   _No response_
   
   ### Are you willing to submit a pull request to implement this on your own?
   
   - [ ] Yes I am willing to submit a pull request on my own!
   
   ### Code of Conduct
   
   - [x] I agree to follow this project's [Code of 
Conduct](https://www.apache.org/foundation/policies/conduct)
   


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