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Data-driven software testing services

Quality for platforms where data is the core feature.

Data-driven software testing services by DeviQA with 16 years of experience ensuring accuracy, stability, and trust across complex data-driven platforms.

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Our solutions for your data-driven software system testing challenges

From data risk to data confidence, tested for accuracy, scale, and change.

Poor data quality

Challenge

Only ~3% of enterprise data meets quality standards; nearly half of new records contain errors.

Solution

Automated data validation and anomaly checks built into ingestion and processing stages.

Schema changes & contract drift

Challenge

Small schema updates silently break downstream systems.

Solution

Versioned schema and contract tests with compatibility checks in CI/CD.

Non-deterministic outputs

Challenge

Timing, ordering, and retries cause inconsistent results and flaky tests.

Solution

Deterministic test harnesses, data replay, and reconciliation checks.

Test vs. production scale gap

Challenge

Pipelines pass on small datasets but fail at real volume.

Solution

Production-like synthetic data and scale-aware performance testing.

Low data & environment parity

Challenge

Sanitized test data misses real-world patterns and edge cases.

Solution

Secure data masking, realistic subsets, and versioned snapshots.

Limited observability

Challenge

When data breaks, root cause is hard to isolate.

Solution

Data lineage validation and metric-based pipeline checkpoints.

Data-driven software software we test

End-to-end quality for platforms where data accuracy defines product value.

Data management platforms

Analytics & BI platforms

Data warehouses & data lakes

ETL / ELT pipelines

Streaming & event-driven systems

Machine learning & feature pipelines

Reporting & financial data systems

Customer data platforms

IoT & telemetry data platforms

API-driven data services

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The scope of our data-driven platform testing services

We provide end-to-end data-driven software software testing services to ensure your software delivers exceptional quality at every level.

Case studies

Partner with us:
see the difference

See all stories

Global healthcare giant

Web app testing
Test automation
API testing
Dedicated QA team
  • 90%

    Test coverage

  • 1.6k+

    Test cases created

  • X18

    Faster regression testing run

Read customer story

The first modern real estate platform

Web app testing
Test automation
E2E testing
Load testing
Mobile testing
+2
  • 85%

    Test coverage

  • 2k+

    Test cases created

  • 2.5x

    Faster regression testing run

Read customer story

Dental practice platform

Web app testing
API testing
Dedicated QA team
Mobile testing
+2
  • 95%

    Test coverage

  • 5k+

    Test cases created

  • 3k+

    Number of critical bugs logged

Read customer story

Solution for managing payments

Web app testing
Dedicated QA team
DB testing
API testing
Performance testing
  • 12

    Years of cooperation

  • 100%

    Covered performance

  • 2x

    Faster regression testing time

Read customer story

Booking system for tours and attractions

Web app testing
Test automation
Mobile testing
DB testing
Dedicated QA team
  • 90%

    Test coverage

  • 3.2k+

    Automation test scripts created

  • 1-2h

    Time of regression

Read customer story

Experience the DeviQA difference

From initial consultation to full-scale QA implementation, we deliver results.

DeviQA’s AI advantage

At DeviQA, we use AI to make testing smarter and simpler. Our ecosystem is built to deliver faster, smarter, and more cost-efficient results — so your team can do more in less time.

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AI-powered IDE assistant

Reduces test script writing time

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QA companion

Provides suggestions for test optimization and addresses gaps

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Automated code review

Flags unused variables, improper loops, and other common errors

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AI for API testing in Postman

Streamlines API test case creation and response validation

Features

Test case creation

Code review

Exploratory planning

Log analysis

without AI

6 hrs

3 hrs

2 hrs

2 hrs

with DeviQA AI

4 hrs (33% saved)

2 hrs (33% saved)

45 min (60% saved)

1 hr (50% saved)

Collaboration on your terms

Backed by 15+ years of expertise, DeviQA offers three flexible models for data-driven software testing services to fit your project’s needs, timeline, and budget.

Staff augmentation

Data QA experts embedded into your team.

Advantages:

  • Fast access to niche data and pipeline testing expertise

  • Minimal onboarding, immediate productivity

  • Flexible scaling without long-term commitments

Best for:

Short-term gaps or niche expertise needs.

Get started

Dedicated QA team

A long-term QA team fully aligned with your data-driven product.

Advantages:

  • Deep understanding of your data models, pipelines, and business logic

  • Stable capacity aligned with your roadmap and release cadence

  • Full ownership of quality across evolving data flows

Best for:

Complex platforms with continuous data change.

Get started

Project-based outsourcing

End-to-end testing for a defined data scope.

Advantages:

  • Clear timelines, scope, and deliverables

  • Independent validation of data quality and outputs

  • Reduced load on internal engineering teams

Best for:

Data migrations, major releases, or one-time initiatives.

Get started

Why choose us as your data-driven software software testing company?

Over 500,000 project man-days successfully delivered.

We take full accountability for our work.

A range of value-added services at no extra cost.

Free test trial. Try us before making any payment.

Our engineers are senior testers with strong autonomy and self-starting ability.

With a 96% retention rate, we offer stable teams, compared to the industry average of 80%.

Extensive testing lab with a wide range of environments, platforms, and devices.

Access to a technology community of over 1000 QA engineers and experts.

Confidence in every dataset, pipeline, and result

Our approach to data-driven software product testing

A structured, risk-driven approach to ensure data accuracy, stability, and trust.

01

Data flow understanding

We map how data moves through your system to define what correctness means.

02

Quality criteria definition

We translate business rules into clear, measurable validation criteria.

03

Representative data setup

We prepare realistic, compliant datasets that reflect real usage.

04

Logic consistency checks

We verify data processing behaves as expected across scenarios.

05

Change & scale validation

We confirm stability under growth and ongoing system changes.

06

Release readiness insight

We provide clear evidence to support confident release decisions.

Here’s what people are saying
about DeviQA

26 reviews

32 reviews

9 reviews

Review

It was so easy to integrate your people with us and we didn't have any problems.

Author

Janosch Greber

VP of engineering at RealTyme

DeviQA helped develop a cybersecurity software platform. Complex automated scenarios test REST APIs through a Faraday library. An SDK application works with Azure, Google Cloud, Docker, and LXC containers.

Yuval Or

Yuval Or

QA manager at Mimecast

Review

DeviQA has always brought us really high quality candidates for us to be able to seamlessly mesh into our team.

Author

Danny He

CEO and founder at Soapbox

DeviQA provides software QA automation engineering support to a QC and QA company. Their work includes sandbox testing, QA, testing automation, DevOps support, and TechOps support.

Alex Ohoussou

Alex Ohoussou

Head of QA & techOPs at QIMA

Review

You guys have always been genuine, flexible and personable.

Author

Ryan Austin

CEO and founder at Cognota

DeviQA has provided application testing services for an HR tech company. The team has managed feature, smoke, and regression automation tests and offered test reports.

Mia Bunjac

Mia Bunjac

QA chapter lead at Renhead Technology

Review

In fact, they have been a part of our success story, helping us grow from six workers 11 years ago to about 1200 workers now.

Author

Raanan Tauber

QA manager at Tipalti

DeviQA provides automatic testing with continuous integration for native and hybrid mobile apps.

Giurea Renato Gabriel P.F.A.

Giurea Renato Gabriel P.F.A.

CTO at Impaktsoft Projekt S.R.L.

Review

They can take my lack of knowledge and I can trust that they will be able to produce something of value.

Author

Ray Alde

Co-founder & cto at Arklign

DeviQA provides QA and testing resources on an ongoing basis. They evaluate architectures and offer both manual and automated testing. The client has also utilized their on-demand developers.

Review

To me, that's above and beyond, I did not expect that to be so smooth and so easy.

Author

Mark Levine

Chief product officer at CYDEF

DeviQA is a dedicated vendor that assists with manual and automated testing on an ongoing basis. They're also overseeing other development projects and supervising the testing portion of those.

Review

They know what they're doing because the people that they send to us are quality people.

Author

Charles Chase

Chief technology officer at Returnmates

DeviQA provided application testing services for an audio editing platform. The team was responsible for continuously testing the UI and functionality of the platform via an automated testing framework.

Review

There is also very good follow up on the engineers and the job they're doing.

Author

Olivier Mayot

Chief technology officer at SimpliField

DeviQA serves as the process improvement partner to a diabetes care and solutions company. They helped scale the client's automated testing and are now working on improving their manual testing framework.

Collaboration process overview

  • 01

    Initial contact. We start by understanding your testing needs and aligning them with your goals.

  • 02

    Assessment. Our experts analyze your current process and propose a tailored improvement plan.

  • 03

    PoC. Try a free proof of concept to see our capabilities in action.

  • 04

    Trial & evaluation. We conduct a trial phase and review the results together.

  • 05

    Contract & QA implementation. Once satisfied, we sign the contract and begin full-scale QA.

  • 06

    Flexible partnership. DeviQA offers scalable solutions to adapt to your business needs.

Ready to connect?

Just fill in your name and email, and we’ll get back to you with available slots

Questions & answers

We align business logic, data rules, and acceptance criteria upfront, so data-driven product testing is based on measurable outcomes, not assumptions.
Our data-driven platform QA services are built around change tolerance, validating compatibility and impact as models evolve.
Yes. Our QA for data-driven platforms is designed to work inside your stack, processes, and release cycles without disruption.
We use representative, compliant datasets that preserve structure, volume, and edge cases critical for data-driven platform testing.
We validate behavior under growth, historical data, and incremental changes, a core part of our data-driven software testing services.
You receive clear, decision-ready insights showing where data behavior deviates and what it means for your product.
We align stakeholders around shared quality criteria and act as a neutral layer across pipelines, consumers, and producers.
Absolutely. Our data-driven product QA model complements in-house teams and scales with your needs.
When data accuracy directly impacts revenue, compliance, or customer trust, and failure isn’t an option.