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Data Engineering & Systems Architecture

Build the Data Foundation Your Business Runs On

We build the systems behind your business, so your data stays connected, reliable and ready for reporting, automation and AI.

Book a Free Automation Audit

Built with Trusted Technologies

Modern tools chosen for reliability, security and scalability.

Why Disconnected Data Slows Your Business

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Let's find the gaps slowing your business down.

Your data lives in too many places.

Spreadsheets, CRMs, databases and apps all tell a different story.

Your systems don't talk.

Teams waste time moving data between tools that should already be connected.

Your reports can't be trusted.

Different systems show different numbers, so someone is always checking them.

Automation becomes unreliable.

Bad or inconsistent data causes workflows to fail when they matter most.

Building Your Data Foundation

We build the systems behind your business, so your data stays connected, reliable and ready for reporting, automation and AI.

ETL/ELT, Python, SQL

Data Pipelines

Move data automatically between your systems, with the cleaning and transformation needed to keep everything in sync.

PostgreSQL, BigQuery

Data Warehousing

Bring data from multiple sources into one structured, reliable place, so everyone works from the same numbers.

REST APIs, Webhooks, OAuth2

Custom Integrations

Connect your software with secure APIs and custom-built integrations, so your tools work together seamlessly.

Data validation, transformation, cloud infrastructure

Data Cleaning & Transformation

Validate, standardize and organize your data before it reaches your reports, automations or AI systems.

Not sure where your biggest data bottleneck is? We'll help you find it.

Book a Free Automation Audit

What You Gain

A data foundation that removes friction and makes everything built on top more reliable.

One source of truth

Everyone works from the same numbers across sales, finance and operations.

Automations that hold up

Clean, consistent data means workflows stop failing when they matter most.

Ready for reporting and AI

Structured data that feeds dashboards, automation and AI without constant cleanup.

Want to see where your data is holding you back?Book a Free Automation Audit

Our Approach

The ML Vision WayThe Quick-Fix Approach
Cleans, validates and transforms data before it moves.Moves data from one system to another.
Uses custom integrations where reliability matters.Relies on third-party connectors.
Built with monitoring, alerts and retry logic.Breaks quietly when something fails.
Designed to scale with your business.Struggles as your business grows.

We use no-code where it makes sense and custom engineering where reliability matters most.

Let's talk about your data

How We Build It

  1. Audit & Plan

    We review your systems, data sources and workflows to identify what's slowing your business down.

  2. Build & Connect

    We build the pipelines, integrations and data models that bring your data together and keep it moving reliably.

  3. Deploy & Support

    We deploy, monitor and maintain your data infrastructure, so it continues to perform as your business grows.

Ready to build a stronger data foundation?Book a Free Automation Audit

What our clients say

Great initial conversation. We agreed to work together. Umar has been a great communicator with good ideas on the project.
Andy
Umar is helpful and knowledgable. Look forward to seeing project come to life.
Clifford
Umar was SUCH a pleasure to work with. He was very detail oriented and stayed on top of communication! The data wasn't easy to comb through as it came from multiple sources, but it was no issue for him. I would highly recommend him, and would love to work together again in the future.
Ashley
Umar was excellent to work with. He communicates clearly and immediately understood what we needed. He was able to complete the work very quickly and easily accommodated an expanded scope of work to further enhance our capabilities.
Joe
Umar was a pleasure to work with. He did a great job building our analytics and KPI tracking system. He was proactive, responsive, and went above and beyond to bring our vision to life. His attention to detail and willingness to iterate made a big difference.
Omar
Every project I've had for Umar has been a pleasure. Easy to communicate with and gives his best every time. I have been coming to Umar for multiple projects and each one has been more than a success. His advice and knowledge alone are worth more than the project itself.
Nemanja
Umar delivered this project on time and went above and beyond to make sure things were running smoothly and properly. I will reccommend him to anyone who's looking for architect to automate workflows and processes.
Nari
Excellent, prompt, communicative. Had zero issue doing what other highly ranked contractors were struggling to do. Will definitely hire him again.
Scott

Looking for a data foundation thatsupports your business growth?

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Frequently Asked Questions

What is data engineering?
Data engineering is the process of collecting, cleaning and connecting data from different systems, so your business has one reliable source of truth for reporting, automation and AI.
Do I need data engineering if my business already uses a CRM?
Usually, yes. Most businesses use multiple tools, not just a CRM. We connect those systems so your data stays consistent across your entire business.
Can you connect our existing software?
Yes. We work with CRMs, accounting platforms, databases, cloud applications and custom systems using APIs, webhooks and secure integrations whenever possible.
What's the difference between data engineering and workflow automation?
Data engineering builds the foundation by connecting and organizing your data. Workflow automation uses that data to automate repetitive business processes. They work best together.
Can you clean and organize our existing data?
Yes. We remove duplicates, standardize formats, validate records and prepare your data before it feeds reports, automations or AI systems.
Do I need a data warehouse?
Not always. We'll recommend the right solution based on your business, data volume and reporting needs. Sometimes a well-designed database is all you need.
Can you prepare our data for AI?
Absolutely. AI performs best with clean, reliable and well-structured data. We build the foundation that allows AI systems to deliver accurate results.
Is my business too small for data engineering?
Not at all. Many growing businesses benefit from connected, reliable data long before they need an internal data team.
Is my data secure?
Yes. We use encrypted connections, secure authentication and least-privilege access to protect your data throughout every integration.
Do you provide ongoing support?
Yes. We can monitor, maintain and improve your data infrastructure as your business grows.