Data & Cloud Specialists Snowflake · BigQuery · Databricks · Fabric

Ship modern data platforms with an elite consulting squad.

Cybernate IT Services & Consulting helps you design, build and run cloud-native data platforms with the speed and rigor of a product team — not a traditional vendor.

From messy legacy to clean, observable pipelines.

  • Architect: pick the right stack and patterns for your context.
  • Build: production-grade pipelines, models and workflows.
  • Enable: upskill your teams so they own the platform.
Cloud-first AWS · Azure · GCP
Modern Snowflake · BigQuery · Databricks · Fabric
See sample migrations →

Technologies we work with

AWS Google Cloud Azure Snowflake Databricks AWS Google Cloud Azure Snowflake Databricks

Where Cybernate plugs into your roadmap

Think of us as an extension of your internal data team for the high-leverage, hard-to-staff problems.

1

Greenfield data platforms

Design and stand up a modern data platform from scratch with clear environments, governance and deployment practices from day zero.

  • Architecture blueprints and reference patterns
  • Landing, curated and semantic layers
  • DataOps, CI/CD and observability baked in
2

Legacy migrations & cleanup

Replatform brittle ETL and reports into clean ELT, dbt models and cloud warehouses without losing business logic.

  • On-prem → Snowflake, BigQuery, Databricks, Fabric
  • HRMS / ERP / time-tracking data migrations
  • Data quality and parity checks
3

Team enablement & training

Upskill engineers and analysts so they can maintain and extend the platform confidently after the initial build.

  • Cloud & data engineering bootcamps
  • Certification-oriented learning plans
  • Playbooks, patterns and templates

How we work with you

Simple, opinionated engagement model that keeps stakeholders aligned and work moving.

01

Discovery & baseline

We map your current systems, pain points and constraints in plain language, not just diagrams.

02

Architecture & plan

We propose a pragmatic target architecture, migration plan and scope slices that deliver value early.

03

Build, validate, enable

We build with your team, validate outputs against existing processes and train your people as we go.

What you get along the way

  • Living documentation, not just slide decks
  • Templates for pipelines, models and tests
  • Environment and deployment patterns you can reuse
  • Up-skilled engineers who understand the “why”, not only the “how”
View example engagements →

Designed for real delivery, not just architecture diagrams

We care about what happens when your engineers touch the platform every day.

Operator-first design

We think about how pipelines are monitored, debugged and evolved — not only how they look in a diagram.

Cloud-agnostic patterns

Approaches that transfer across AWS, Azure and GCP so you’re not locked into one vendor’s jargon.

Teaching as we build

We intentionally pair, explain and document so your team can take over with confidence.

Learn from real-world patterns

As Cybernate grows, we’ll share more detailed case studies, write-ups and architecture walkthroughs.

Case studies

See representative examples of migrations, data platforms and training programs we’ve delivered.

Explore case studies →

Architecture insights

Coming soon: short articles that deconstruct real design decisions from enterprise projects.

Blog section planned

Video deep dives

Coming soon: YouTube walkthroughs of platform designs, tradeoffs and implementation details.

YouTube roadmap

Training tracks

Structured paths for teams to grow from fundamentals to advanced data engineering skills.

See training services →

Questions teams often ask us

Here’s how typical engagements with Cybernate IT work in practice.

Do you only do one-time projects or ongoing advisory as well?

We do both. Some clients engage us for a focused migration or platform build. Others keep us as an ongoing advisor or fractional architect to guide their internal teams.

Which tech stacks do you usually work with?

Most of our work is on AWS, Azure or GCP with Snowflake, BigQuery, Databricks or Microsoft Fabric, plus tools like dbt, Airflow, Terraform and Python-based pipelines.

Can you train our team as part of an implementation?

Yes. We prefer blended engagements where we build together with your team and run targeted training sessions, so the knowledge stays inside your organization.

Got a data platform problem that won’t solve itself?

Share a few lines about your context and we’ll respond with how Cybernate IT can help — or point you in the right direction.

Talk to Cybernate IT