We Build the
Systems Behind
Your Systems

Snapwre is a specialized engineering studio for backend infrastructure, AI-powered platforms, and enterprise telecom.

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Snapwre Services

What We Do

Three domains. Real depth.

Backend & Infrastructure001

Systems that scale from day one

High-performance APIs, database architectures, and cloud-native infra. Python, Go, Node.js — whatever the job demands.

PythonGoPostgreSQLRedisAWS
AI & Cloud Solutions002

Intelligence, not just integration

Custom RAG pipelines, AI agents, vector databases, and cloud-native deployments. From prototype to production at scale.

RAGQdrantFastAPICloudflareLLMs
Telecom & VoIP Systems003

Carrier-grade voice, built right

Enterprise voice on Kamailio, FreeSWITCH, Asterisk. SIP, IVR, AI call agents — millions of calls per day.

KamailioFreeSWITCHSIPGolangAsterisk

How We Build

From idea to production.

Client001

Your business

Defines goals and priorities

We start with your real constraints — not a discovery questionnaire. Within 48 hours we have a shared technical specification and a clear delivery timeline.

Engineering002

Snapwre engineers

Backend, AI, and telecom specialists

Our engineers have shipped carrier-grade VoIP, production RAG systems, and large-scale data pipelines. We move fast without breaking things.

Infrastructure003

Infrastructure layer

APIs, AI pipelines, VoIP routing

Python, Go, FastAPI, Kamailio, FreeSWITCH, Qdrant, PostgreSQL, Redis, AWS — tools with proven track records at scale.

PythonGoKamailioFreeSWITCHPostgreSQLRedisAWSQdrant
Production004

Production systems

Running at scale, handling real traffic

Millions of API calls per day, carrier-grade SIP traffic, live ML inference — monitored, measured, and continuously improved.

Built by Snapwre

Products We Build

dataset.et

AI & Open Data

Dataset.ET

Open speech, text, and translation datasets across Ethiopian languages — Amharic, Tigrinya, Afaan Oromo, and more.

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dagu.tel

Telecom & VoIP

Dagu

Carrier-grade contact center for Ethiopian enterprises. Voice, SMS, Telegram, and IVR — on every channel your customers use.

LEARN MORE →

Real projects. Real scale.

Case Studies

Telecom & VoIP

Carrier-Grade VoIP
SIP TrunksKamailioFreeSWITCHPostgreSQLPrometheus10M+ CALLS / DAY

Carrier-Grade VoIP Platform

How we evolved a voice platform from a single Asterisk dialplan into a horizontally-scaled Kamailio + FreeSWITCH architecture handling millions of calls a day.

KamailioFreeSWITCHGolangPythonPostgreSQLRedis
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Dev meetup attendees

Snapwre Resources

Engineering Blog

Technical deep-dives and hard-earned lessons from the field.

Telecom & VoIP

Chasing a "Connection Refused" Through Three Wrong Theories

How a Go panic hidden behind a stderr redirect masqueraded as a network problem in our FreeSWITCH ESL server.

  • FreeSWITCH
  • Golang
  • Debugging
  • Open Source
Backend & Infrastructure

5 Common Mistakes When Building Your First Production API

The real gotchas every engineer hits when shipping their first backend system — and how to avoid them.

  • API Design
  • Backend
  • REST
  • Production
AI & Cloud

RAG vs Fine-Tuning: Which AI Approach Should You Actually Use?

A straight-talking decision guide for founders and CTOs choosing an AI strategy.

  • RAG
  • Fine-Tuning
  • LLM
  • AI Strategy