Snapwre Resources

Engineering Blog

Technical deep-dives, detailed architecture decisions, and hard-earned lessons from building complex systems at scale.

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AI & Cloud
12 min read

Building a Production RAG Pipeline with Qdrant and FastAPI

A practical guide to building retrieval-augmented generation systems that actually work at scale. Learn how to implement document ingestion, chunking strategies, and vector search optimization.

Temkin Mengistu
Temkin MengistuMar 15, 2026
How We Handle a Million Calls a Day: Kamailio Architecture
Telecom & VoIP
15 min read

How We Handle a Million Calls a Day: Kamailio Architecture

Architecture walkthrough of a production VoIP system handling carrier-grade traffic with Kamailio, FreeSWITCH, and Asterisk.

Temkin Mengistu
Temkin MengistuMar 10, 2026
Backend & Infrastructure
10 min read

Self-Healing Web Scrapers: Building Anti-Fragile Data Pipelines

How to build web scrapers that detect website changes and automatically adapt. A deep dive into the 130+ scraper system we built for Lynk.

Temkin Mengistu
Temkin MengistuMar 5, 2026