// INC4 · MLOPS & DEVOPS

We optimize
and scale
complex
digital
ecosystems

// IMPACT

Our DevOps consulting goes beyond thousands of words

Ambrosus

Reduced infrastructure costs from $70K to $400 per month while maintaining the same performance and reliability.

Minerall

Became one of the top Ethereum mining pools worldwide — delivering up to 15% higher profitability on miners' existing hardware through our custom software.

MULTI-COIN POOL

We design and implement scalable solutions that support growth from millions to billions of users without compromising speed, stability, or user experience.

// EXPERTISE

We Know How to Scale It — Kubernetes Consulting & Beyond

Our dedicated infrastructure team has 10+ years of experience and actively contributes to open-source projects to strengthen the ecosystem.

Active until 2028
AWS Certified Machine Learning Engineer – Associate
Amazon Web Services
Active until 2026
HashiCorp Certified: Vault Associate (002)
HashiCorp
Active until 2026
CKAD: Certified Kubernetes Application Developer
The Linux Foundation
Active until 2026
CKA: Certified Kubernetes Administrator
The Linux Foundation
// FAQ

Questions about our MLOps & DevOps work

What MLOps services does INC4 provide?+

Kubernetes consulting, cloud-native infrastructure, and CI/CD pipeline design for high-load systems — the same infrastructure discipline we apply to our own AI and trading products, so solutions are designed to support growth from millions to billions of users without compromising speed or reliability.

How much can MLOps and DevOps work actually save on infrastructure costs?+

For Ambrosus, a global IoT network for supply chain management, we reduced infrastructure costs from $70K to $400 per month while maintaining the same performance and reliability.

Does INC4 have hands-on Kubernetes experience, or just consulting?+

Our dedicated infrastructure team has 10+ years of hands-on experience and actively contributes to open-source projects, backed by CKAD and CKA Kubernetes certifications alongside AWS Certified Machine Learning Engineer and HashiCorp Vault Associate credentials.

Can INC4's DevOps team optimize infrastructure that's already running in production?+

Yes — for Minerall, our DevOps team optimized existing mining hardware to become one of the top Ethereum mining pools worldwide, delivering up to 15% higher profitability on miners' existing equipment through custom software rather than a hardware upgrade.

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