1 / 9

Scaling with Go: Distributed System Lessons from Open-Source Datalakes

Discover how Golang powers high-performance distributed systems. Drawing insights from open-source datalake projects, weu2019ll explore best practices, pitfalls to avoid, and design patterns that help startups build scalable, reliable architectures from day one.<br>Read more:https://zenithive.com/building-distributed-systems-with-golang-lessons-from-open-source-datalake-projects/

Zenithive
Télécharger la présentation

Scaling with Go: Distributed System Lessons from Open-Source Datalakes

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. Building Distributed System with Golang Lessons from Open Source Datalake Projects WWW.ZENITHIVE.COM

  2. Introduction Why Distributed Systems Matter in 2025. • Every modern business runs on data at scale. • Data power fintech, AI, SaaS, and beyond. • Challenge : Streaming ingestion, flexible schemas, distributed storage, high – speed queries. • Enter Golang ( Go ) -> built for concurrency & scalability. Tech debt kills velocity, investor trust, and roadmap execution s:

  3. Why Go for Distributed Systems? • Concurrency without complexity ( goroutines, channels ). • Networking First- class citizen ( HTTP, GRPC, WebSockets, TCP / UDP ). • Simplicity & maintainability -> lower tech debt for MVPs. • Performance at scale -> near – C speed with safer memory model. • Used by MinIO, etcd, NATS, ClickHouse Go clients. Tech debt kills velocity, investor trust, and roadmap execution Results:

  4. Lesson 1 : Architecture & Design • MinIO : separates ingestion, storage, metadata layers. • Etcd : clean Raft implementation for consensus. Startups need foundational speed and scalability Zenithive takeaway : Tech debt kills velocity, investor trust, and roadmap execution Results: • Keep services focused -> ingestion, storage, query as separate scalable units ( avoid monolith datalakes ).

  5. Lesson 2: Scalability via Concurrency • MinIO : spawns goroutines per request. • ClickHouse Go clients : stream millions of rows asynchronously. Startups need foundational speed and scalability Zenithive practice : Tech debt kills velocity, investor trust, and roadmap execution Results: • Use worker pool patterns to handle parallel data ingestion -> scale from thousands to millions of requests.

  6. Zenithive practice : Lesson 3: Reliability & Consistency • etcd & CockroachDB : Go based Raft for strong consistency. Startups need foundational speed and scalability Tech debt kills velocity, investor trust, and roadmap execution • Integrate proven Raft libraries instead of reinventing consensus. • Ensures reliability at scale without performance penalties. Results:

  7. Lesson 4: Performance Optimization • Prefer structs over interfaces. • Use sync.Pool for object reuse. • Optimize buffer management. Startups need foundational speed and scalability Zenithive practice : Tech debt kills velocity, investor trust, and roadmap execution • Directly reduces latency, memory leaks, and infra costs for client datalakes. Results:

  8. Lesson 5: Ecosystem & Tooling • GRPC – Go -> RPC. • Prometheus client – Go -> metrics. • NATS -> lightweight messaging. Startups need foundational speed and scalability Zenithive practice : Tech debt kills velocity, investor trust, and roadmap execution Results: • Leverage Go ecosystem to ship production – ready system faster.

  9. Thank You Building a scalable MVP or data platform? Zenithive helps startups design distributed systems that last. www.zenithive.com info@zenithive.com +91 91060 69395 1105, GANESH GLORY, Jagatpur Rd, off Sarkhej – Gandhinagar Highway, Gota, Ahmedabad, Gujarat 382481

More Related