Databricks consulting for Dallas companies

What databricks consulting covers

Every acquisition brought its own customer

Dallas-Fort Worth is where large companies put a headquarters, Toyota's North American one in Plano and McKesson's in Irving among them, and a headquarters estate is rarely one system. It's a decade of acquisitions and reorganisations, each bringing a CRM, a billing platform or a warehouse with its own idea of a customer. In our view the risk sits in the seams, where a failure is usually an integration failure under another name.

The common response is another integration layer that copies data in every direction and hopes the copies agree. They won't. We'd settle one question before writing code, which system is allowed to write each record, and have every other system read from it or subscribe to its changes. An estate with two writers for the same customer is an estate that disagrees with itself.

We'd draw every system that touches the customer and the order, who writes to each, and where the copies diverge today, measured on real records instead of guessed at. That map then decides what gets retired, what gets wrapped behind an API, and which single piece we'd build first.

Clients we have done this for

Orders processed rose 100% and accounts grew 29% after LOSExpress, SWBC's lending platform for credit unions, was rebuilt from the user experience and design system through to the front-end architecture. Loan officers spent half as long on each order, the measure a bank or insurer running a lending platform for many institutions would judge its own by.

How an engagement runs

1. 01

   Two weeks, fixed fee

   A Databricks Health Check reads the workspace and returns a scorecard: compute cost, job reliability and Unity Catalog gaps, with what to fix first. You keep the document either way.

2. 02

   Scope you can defend

   For a migration, the two-week Migration Readiness Sprint inventories the estate, agrees exclusions and hands you a wave plan before anyone picks a date.

3. 03

   Build in your workspace

   The work runs in your workspace and your repository, with your engineers in it from the first week, so the pattern is one they can extend.

4. 04

   Hand over with the reasoning

   A written record of what was decided and why, which the next platform lead almost never gets.

Two weeks, fixed fee, and a written plan whether or not you build it with us.

Around Dallas

Two Dallas rooms for data teams

• User group · Roughly quarterly, weekday evenings

  Databricks User Group Dallas

  Talks on implementation and new releases come from people running the platform on local estates, so bring the migration questions you'd never put to a vendor.

  Volunteer organisers, part of the Databricks User Groups community. Venues vary around Dallas and Plano.

• User group · Monthly, usually the third Thursday evening

  North Texas SQL Server User Group

  Recent sessions on data quality in Microsoft Fabric make the Las Colinas evenings the place to hear the other side of a Fabric-or-Databricks decision.

  Volunteer organisers. Microsoft, 7000 N Highway 161, Las Colinas, Irving.

• University · Ongoing degree programme

  Online Master of Science in Data Science (DataScience@SMU), Southern Methodist University

  SMU's Decision Analytics specialisation suits the analyst who'll own a headquarters' single customer definition once the warehouses are merged.

  Southern Methodist University. Mainly online, with an in-person immersion in Dallas.

• University · Ongoing degree programme

  Master of Science in Data Science, The University of Texas at Arlington

  Arlington's applied master's is aimed at engineers working with manufacturing, logistics and energy data, which is what a distribution or industrial firm here holds.

  UT Arlington Department of Computer Science and Engineering. University of Texas at Arlington, and online.

Each listing was checked on its organiser's own page on 12 October 2026. Dates and venues move, so the link is the source.

Learn Databricks first, free

The engineers who do this work wrote a free manual for the platform, forty-three chapters from the account up, with a guided first hour on Free Edition. Most teams have somebody who needs it before anybody needs us.

Where to go deeper

Also in Dallas

What else we build for Dallas companies.

Databricks consulting elsewhere

The same work, in other metros. The full list is here.

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