AI in Development
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October 1, 2025
AI in Development
As tech lead I get this question more often the before:
“What protocol should I use?”
As software stacks keep growing, the question “Which protocol should we use?” pops up a lot. It’s a key decision during design, but it tends to matter less once the system is humming along.
If your system is already live and you’re still wrestling with this, I hope it’s because you’re adding something great—like a new integration. If not, you may be uncovering foundational issues from the early design phase. Either way, treat the question with respect and choose a protocol that’s safe, sensible, and future-proof.
Of course the answer is depends, right?
Here my goal is to help with thinking, how you can answer on your own without going into details.
I do think the best approach is to THINK this question is never ALONE.This question is rising immediatelly another question:
WHERE?
I mean you can provide correct answer yourself if you know the WHERE? part as well.
In a typical stack you need REST/GraphQL (SOAP) for the front end which is public area. But as soon the request is “in house” (backend) then you contine probably with gRPC for performance (mainly service to service). For async use NAST. And in the very back in your ecosystem may you will need even queue driven protocol like RabbitMQ and Kafka….
Protocol | Speed | Complexity | Use Case |
---|---|---|---|
gRPC | ⚡⚡⚡ | Medium | Internal services, performance critical |
REST | ⚡⚡ | Low | Public APIs, simple CRUD |
NATS | ⚡⚡⚡ | Medium | Events, pub/sub, fire-and-forget |
Kafka | ⚡⚡⚡ | High | Event streaming, analytics |
RabbitMQ | ⚡⚡ | Medium | Task queues, reliable messaging |
GraphQL | ⚡⚡ | Medium | Flexible client APIs |
For most Go microservices:
Simple setup? REST everywhere
High performance? gRPC + NATS
Enterprise scale? gRPC + Kafka
Hybrid Approach (Most Common):
┌─────────────┐ │ Client │ └──────┬──────┘ │ REST/GraphQL ┌──────▼──────────┐ │ API Gateway │ └──────┬──────────┘ │ gRPC ┌───┴──┬───────┬───────┐ │ │ │ │ ┌──▼──┐ ┌─▼──┐ ┌──▼──┐ ┌──▼──┐ │Auth │ │User│ │Order│ │Pay │ └─────┘ └────┘ └─────┘ └─────┘ │ │ │ │ └──────┴───┬───┴───────┘ │ NATS/Kafka ┌───▼────┐ │ Events │ └────────┘