MARIOXSoftware
02 · AI & data

Data engineering.

Data you can trust, in one place.

Pipelines and warehouses that pull data from every system into one reliable source, ready for reporting and AI.

Typical timeline
6–12 weeks
Engagement
Fixed or monthly
Team
100+ in-house
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Phone
I need
Budget
Confidential. NDA on request.
Mariox AI · Data engineeringMariox Software

Intelligence, at work.

From robots on the factory floor to assistants inside the apps people use every day, built by engineers who ship models to production.

Robotics & automation in the real world
01Robotics & automation in the real world
AI assistant inside a product
02AI assistant inside a product
The team training and shipping models
03The team training and shipping models
AirwallexZellerKoganHotDocGraphyMILKRUNSnitchFyndTestbookSkydoLunarStockGro
What we deliver

Six things done properly.

Take one, or the whole set. Every item is delivered by the same senior team, with code and accounts in your name.

01

Data pipelines

Batch and streaming ingestion from every source.

02

Warehouse design

Models that answer business questions quickly.

03

Data quality

Tests and alerts when numbers look wrong.

04

Real-time data

Event streams for live dashboards and features.

05

Governance

Access control, lineage and retention.

06

AI readiness

Clean, documented data for models.

Related work · Fintech

Skydo

Cross-border payments for exporters, built around a ledger that reconciles to the cent.

See all case studies →
How we work

Five steps, no surprises.

Typical timeline: 6–12 weeks. You see working software at the end of every sprint.

01

Assess

Use cases ranked by value and feasibility, with the data each one needs.

02

Prototype

A working proof on your data, measured against a baseline.

03

Evaluate

Test sets, guardrails and cost per request agreed before scale.

04

Ship

Integrated into the product with logging and human review where it matters.

05

Monitor

Quality, drift and cost tracked in production.

Technology we use
dbtAirflowKafkaBigQuerySnowflakeDatabricksFivetran

Why teams choose Mariox.

01
In-house since 2016

A decade of shipping with one team, not a network of freelancers.

02
Senior from week one

The people who scope your project are the people who build it.

03
300+ products shipped

For Airwallex, Zeller, Kogan, HotDoc, Graphy and hundreds more.

04
You own everything

Code, cloud accounts and documentation in your name from day one.

05
4 offices, your time zone

Noida, Bangalore, Dallas and Australia, with agreed overlap hours.

Ways to engage
01Recommended

Fixed-scope project

A defined outcome, price and date, agreed after a short discovery.

02

Dedicated team

A squad from our in-house team that works only on your product.

03

Monthly retainer

Ongoing support, iteration and capacity, billed by the month.

Data engineering: questions.

BigQuery, Snowflake or Postgres, chosen by volume, cost and your cloud.

More in AI & data

All 72 services →
01AI developmentAI that ships inside the product↗02Generative AI & LLM appsCopilots and assistants grounded in your data↗03AI agents & automationWork done, not just answered↗04Machine learningPredictions you can act on↗05Data analytics & BIDashboards leadership actually opens↗06Big data engineeringData at a scale spreadsheets cannot touch↗

Let’s build yours.

Get a free estimate →+91 95992 87045