Data Architecture

We are here to help you find the simple way to collect, contextualize and use your data

What we do

We listen to your business goals and technology preferences — then help you design a solution that’s best for you.

If you are like most companies, your critical data is isolated across many data sources and legacy systems, living in spreadsheets, or not electronically captured at all.

We help you modernize how you source, interpret and contextualize your data. We design customized data and analytics architectures — helping you become a data-driven, more profitable enterprise.

Our Expertise

We can manage the delivery of projects and services to meet any of your data architecture needs.

Enterprise Data Architecture

Design and rollout enterprise data architecture, spanning from your shop floor to the cloud, and everything in between

Data Integration & Migration

Integrate organizational data from different sources into a single source of meaningful information


In-depth analysis and remediation plans to get your systems integrated. Extend to proof-of-concepts or workshops for greater depth of analysis

Delivery at Scale

Autonomous data integration. Continuous integration /delivery/validation (CI/CD/CV)

Data Catalogs

Make data and metadata fast to access. Let your knowledge workers find the data they need — when they need it

Big Data Analytics

Coordinate internal and external data sets for preparation and analysis at high speed

Maintenance & Support

Correct issues, patch software, and manage the migration from legacy hardware without losing any data

Specialist Consultants

We have technical experts to support you in any stage of your program life cycle


We manage administrative tasks on your behalf. We support users, perform audit reviews, and manage tickets

of the top 13 life science companies choose TQS


Projects in 60 countries


Unique clients across the globe

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Data Architecture

We are here to help you find the simple way to collect, contextualize and use your data

Data Architecture Consulting

Gain a true understanding of how your data can be unified from shop floor, all the way to your data warehouse and more
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source, interpret and contextualize data

Systems SDLC and Data Governance

Use standards, policies and procedures that cover all regulatory needs across your entire enterprise
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Systems Implementation

Deliver an integrated data-driven framework. Enable your enterprise to act as one integrated supply chain — driving speed, competitive advantage, and customer value
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source, interpret and contextualize data
source, interpret and contextualize data

Data Catalogs and Metadata Management

Capture operational technology (OT), enrich it, and provide contextualized data sets to the big data platforms — in the most cost-effective and systematic way
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Digital Transformation

Enhance your enterprise’s performance using digital advances such as analytics, mobility, augmented reality, and smart embedded devices
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source, interpret and contextualize data
source, interpret and contextualize data

Deliver at Scale, and at Speed

Delivering at scale requires a combination of tools, procedures, expertise and availability. TQS facilitates this through our global locations, application lifecycle management suite, and continuous integration/delivery capabilities
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Data Architecture Expertise

We solve the complex systems networking, remediation and data collection problems so you can focus on improving your business.
  • Data Analytics Integration

    Designing data infrastructure to support data analysis in all tools, with the context and in the timeframe when they need it
  • Global Service Layer

    Design of a data infrastructure layer that services all customers across the globe. Geolocation enabled to always route clients to their closest data center.
  • Ethernet Enabled Controllers and HMI's

    Utilizing industry-best solutions to configure communication between devices and data collectors
  • Many DH+ Devices

    Consolidate and integrate many devices that only support DH+ connectivity, and do not have ethernet capabilities
  • PanelView Devices

    Capture data from older PanelView Plus devices, where PLC's are not connected or do not have that capability.
  • Offline Analyzers

    Networking and capturing data from lab devices and offline analyzers.
  • Protecting validated state

    Avoid affecting validated state of Scada / PLC private network, while making devices accessible from the plant network.
  • Cross-Domain Authentication

    Utilizing DCOM across domain boundaries, with no changes to validated source systems.
Before you go

Some of our other services

Quality Assurance

Apply good documentation and testing standards that meet all regulatory demands
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Program Management

Need help in leading programs or projects?
Find out more about how we can help you
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Consulting Services

Discover our other areas of expertise, and industries we work with
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