One source of truth
Unified, modelled data that every team can rely on.
Data Architecture
Data architecture that makes your data reliable, governed and ready
We design and build the modern data foundation your business runs on — warehouses, lakes, pipelines, models and governance that keep data clean, connected and trustworthy. As a data architecture company with 15+ years in software and AI, we turn scattered, siloed data into a scalable platform ready for analytics, BI and AI.
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Why data architecture
Every data problem traces back to the foundation
Slow reports, conflicting numbers and stalled AI projects almost always come from a weak data foundation — silos, duplicated data and no governance. Our data architecture services fix the root cause: a modern, well-modelled, governed platform that makes every downstream analytics, BI and AI initiative faster, cheaper and more reliable.
Governed & compliant
Data governance, quality and security built into the design.
Scalable & AI-ready
A cloud-native foundation ready for analytics and machine learning.
What we do
Our data architecture services
End-to-end data architecture — from strategy and modelling to warehouses, pipelines, governance and modernisation. As a data architecture consulting company, we design and build data architecture solutions that fit your business and scale with it.
Data Architecture Consulting
Data architecture consulting services that design the right foundation for you. Here's how we approach it:
- We assess your data, systems, goals and pain points
- We design a target architecture, models and governance
- We create a pragmatic, phased roadmap to get there
- We prioritise the moves that unlock value fastest
Data Modeling
Data modeling services — conceptual, logical and physical models, dimensional and data-vault designs — that structure your data for performance, clarity and consistency.
Data Warehouse & Lakehouse
Design and build of cloud data warehouses, data lakes and lakehouses — Snowflake, BigQuery, Databricks and more — sized and structured for your analytics and AI workloads.
Data Pipelines & Integration
Reliable ETL/ELT pipelines and integration that bring every source together — batch and real-time — so data flows into your platform clean, consistent and on time.
Data Governance
Data governance services — cataloguing, lineage, quality, access control, privacy and compliance — that make your data trustworthy, secure and audit-ready.
Modern Data Architecture
Modern data architecture services — data mesh, lakehouse and streaming patterns on cloud — that replace brittle legacy stacks with a scalable, flexible, future-ready foundation.
Data Migration & Modernisation
Migrate off legacy databases and warehouses to the cloud safely — re-platforming and modernising your data estate with minimal downtime and no data loss.
MLOps & AI Readiness
Feature stores, data quality and pipelines that make your data AI-ready — the architecture machine learning and analytics teams need to move fast and trust the data.
Struggling with siloed, messy data?
Book a free consultation and we'll map a modern data architecture that fixes the foundation.
What we build
The building blocks of a modern data platform
Everything your data needs to be reliable, governed and ready to use.
Cloud Data Warehouse
Scalable, cost-efficient analytics storage in the cloud.
Data Lake & Lakehouse
Unified storage for structured and unstructured data.
Data Pipelines
Batch and streaming ETL/ELT that keep data flowing.
Data Models
Well-structured schemas for performance and clarity.
Governance & Catalog
Lineage, quality, access and compliance controls.
AI-Ready Foundation
Feature stores and pipelines for machine learning.
Ready to build a data foundation that lasts?
Tell us your data and goals and we'll come back with an architecture and honest estimate.
How we work
A proven path to a modern data platform
We fix the foundation methodically, then build for scale and governance.
Assess
We review your data, systems, quality and pain points.
Design
Target architecture, data models and governance framework.
Roadmap
A phased plan that delivers value at each step.
Build
Warehouse, pipelines and models implemented as code.
Govern
Cataloguing, quality and access controls put in place.
Operate & Evolve
Monitoring, optimisation and support as you scale.
Technology
The data platform stack we build on
We pick the right tools for your data, scale and budget — never the other way around.
Snowflake
BigQuery
Databricks
Spark
Kafka
Airflow
dbt
PostgreSQL
AWS
Azure
Python
Docker
Why Sumedha Softech
A data architecture consulting company you can trust
The difference between a fragile data stack and a foundation that lasts shows up in the details. Here's what you can count on.
15+ years in tech
Deep data engineering and architecture experience, with a 5.0 rating on Clutch.
Architects + engineers
We design the architecture and build it, in-house — no contractors.
Vendor-neutral
Independent advice on platforms and patterns, aligned to your goals.
Governance-first
Quality, security and compliance built in from day one.
AI-ready by design
Foundations built so analytics and ML teams can move fast.
You own it
Full ownership of the architecture, code and your data — no lock-in.
FAQ
Data architecture, answered
The questions we hear most from teams planning their data foundation. Still curious? We're one message away.
Ask us anythingWhat is data architecture?
Data architecture is the design of how data is collected, stored, modelled, integrated, governed and used across your organisation. Good data architecture gives you a single, reliable, scalable foundation for analytics, BI and AI — instead of scattered silos.
What do data architecture services include?
They include data architecture consulting, data modeling, warehouse and lakehouse design, pipelines and integration, data governance, modern architecture patterns, migration and AI readiness — everything needed to build a modern data platform.
What is modern data architecture?
Modern data architecture uses cloud-native patterns — lakehouse, data mesh and streaming — to make data scalable, flexible and real-time. Our modern data architecture services replace brittle legacy stacks with a future-ready foundation.
Do you provide data governance?
Yes. Our data governance services cover cataloguing, lineage, data quality, access control, privacy and compliance — so your data is trustworthy, secure and audit-ready.
How much do data architecture services cost?
It depends on your data estate, goals and scope. After a free consultation and assessment we send a clear proposal, and larger programmes are phased so you see value at each step.
Can you modernise our legacy data stack?
Yes. We migrate and modernise legacy databases and warehouses to cloud-native platforms safely, with minimal downtime and no data loss, while improving performance and governance.
Will this make us ready for AI?
Absolutely. A clean, governed, well-modelled data foundation is the prerequisite for reliable analytics and AI. We build with AI readiness — feature stores, quality and pipelines — in mind from the start.
Let's build
Start with your data foundation
Share a few details about your data and goals and we'll get back within one business day with ideas, a plan and an honest estimate. Free consultation, NDA on request.
- Free 30-minute consultation
- NDA available on request
- Talk directly to a senior data architect