ATHING Service
Data Architecture
Build the foundation your AI actually needs.
Most AI projects don't fail because of the model — they fail because the data underneath is broken. We design and engineer scalable data pipelines, warehouses, and lakehouses that give every downstream system — and every decision-maker — data they can trust. Built once. Built right.
What You Get
Deliverables & outcomes
Pipeline Design & Engineering
End-to-end data pipeline architecture from ingestion through transformation to serving. Batch, streaming, or hybrid — designed for your data volume and latency requirements.
Data Modelling
Dimensional models, data vault, or OBT — we apply the right modelling approach to your domain so your data is queryable, maintainable, and performant.
Lakehouse Architecture
Unified data lake and warehouse design on Databricks, Snowflake, or BigQuery — giving you the flexibility of a lake with the performance of a warehouse.
Data Quality Foundation
Quality checks baked into the pipeline from day one — not bolted on after. Validation rules, anomaly detection, and SLA alerting as first-class citizens.
How We Work
Our approach
01
Discover
We audit your current data estate — sources, volumes, freshness requirements, consumers, and pain points. No assumptions.
02
Design
Architecture blueprints, data models, and infrastructure specs delivered before a single line of code is written.
03
Build
Pipelines built in your chosen stack, tested against real data, with full documentation and runbooks.
04
Operate
Monitoring, alerting, and optional ongoing support so your data infrastructure runs reliably without babysitting.
Why ATHING
We solve what others can't
We have built data architectures for organisations at every stage — from startups finding their first data footing to enterprises untangling a decade of technical debt. We know which patterns scale and which create the next round of problems. That 20+ years means we design for the system you'll have in three years, not just the one you have today.
Ready to Start?
Let's solve your hardest problem
Tell us what you're dealing with. If we're the right fit, we'll tell you. If we're not, we'll tell you that too.
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