Databricks consulting · Miami, FL
Databricks consulting for Miami companies
If your tables carry different rules per country or per customer, a migration that copies everything to one region has already broken one of them, and governance stalls it. We move warehouses onto Databricks with Unity Catalog grants per tenant and Lakehouse Federation for data that has to stay put, so cost and compliance don't fork. Brickell's banks with clients across Latin America are Miami's version, and a cruise line has its own.
Founded
2017, and still independent
Bench
115+ engineers, 80 Databricks-certified
Experience
Fifteen years average, per engineer
Serving
Miami, Fort Lauderdale, Coral Gables, Doral
Trade and banking between the United States and Latin America, a real estate sector beside them, and a technology base that has grown quickly since 2020. If your business is any of those, your data crosses a border and the rules change when it does.
AzureTechFabric is a Databricks partner with an award-winning Databricks engineering team, 80 of them Databricks-certified, and a Temporal partner. Where a system reaches past the workspace we build on Azure, AWS and Google Cloud.
Databricks Community Genie-Powered App Challenge, September 2026. Second place worldwide, judged and announced by Databricks.
What databricks consulting covers
Migration off Snowflake, Synapse and Teradata
Run through TechFabric Airlift, with executable playbooks for twenty-seven source platforms, signed migration certificates, and a cutover you can reverse at two in the morning.
Unity Catalog governance
Catalogue and schema design, a grant model expressed through groups, row filters and column masks, and lineage that survives a refactor. The boundary your agents and Power BI inherit.
Lakeflow pipelines
Ingestion and Lakeflow jobs with schema evolution handled rather than hoped for, medallion boundaries drawn on purpose, and jobs that recover instead of restarting from zero.
Databricks Apps and agents
Applications that run inside the workspace under their own service principal, and agents on Unity Gateway that inherit catalogue permissions instead of routing around them.
Genie and AI/BI
Metric definitions agreed with the person who owns the number, and a benchmark suite Genie has to keep passing, so the answer holds up when finance checks it.
Cost that somebody can defend
Cluster policies, warehouse sizing, file layout and the queries that actually pay. Instrumented at build time rather than discovered on an invoice.
Data does not cross borders freely
Miami's banks in Brickell and the freight forwarders around Doral serve clients across Latin America, and each country writes its own transfer rules. Brazil's LGPD allows data abroad only through approved mechanisms, such as the standard contractual clauses its regulator published in 2024, and Colombia keeps its own list of adequate countries. Florida's Information Protection Act then wants affected people told of a breach within 30 days.
The common shortcut is to copy everything into one US region with a policy document to cover it, which holds until a regulator or a client's counsel asks where a record has been. We think residency belongs in the data itself, a tenant and a jurisdiction on every row with grants that resolve at read time, because a rule kept in a config file is one somebody forgets.
We'd begin by listing each country you hold data for, what its law says about moving that data, and which tables carry it. That inventory decides the architecture. Some tables can sit in one US workspace with per-tenant grants in Unity Catalog, while others have to stay in-country and be queried in place through Lakehouse Federation, which is slower and sometimes the only lawful option.
Clients we have done this for
A trade, shipping or lending business that passes documents between several parties eventually has to show who sent what to whom. SmartCert's system was built for that, replacing email attachments with a traceable exchange of certificates and quality documents between manufacturers, distributors and their customers.
Supply chain
SmartCert
Aerospace distributors were scrapping good parts because the certificates proving what they were got lost in email attachments. With Aramid, our senior engineers built SmartCert on Azure and took it into production. A QR code on each package opens the documents for that exact shipment, and links to Epicor Prophet 21 and Dynamics 365 Business Central mean nobody retypes a certificate. Since launch, none have been lost.
How an engagement runs
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.
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.
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.
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.
Tell an engineer what you want to build
A senior engineer reads it and replies within one business day, usually with the questions that decide the first two weeks.
Around Miami
Data science from Coral Gables to Wynwood
The University of Miami's Frost Institute for Data Science and Computing in Coral Gables runs research in AI and machine learning and opens an AI Lecture Series to the public during the academic year. FIU teaches a 30-credit master's in data science and AI that ends in a capstone. On 3 February 2027, AI Loves Data brings its Enterprise AI Awards to Mana Wynwood for case studies.
Data at a Brickell bank or a Doral freight forwarder often belongs to more than one country. A trade finance table can hold rows from Colombia, Brazil and the US, each under its own privacy law, and a migration that copies everything to one region breaks one of them on day one. Model the rule as data, a tag on each row and a grant that reads it, and Unity Catalog enforces it on every query.
The Miami-Fort Lauderdale-West Palm Beach metro area. Florida: Broward, Miami-Dade and Palm Beach counties.
Lighter shape: the city itself. Dot: downtown. County boundaries from the US Census Bureau, 2023.
Conference · 3 February 2027
AI Loves Data Miami: Enterprise AI Awards Showcase
Enterprise data practitioners present real case studies here, so ask there how others governed data spread across several countries.
AI Loves Data, with FormulatedBy. Mana Wynwood, 320 NW 23rd St, Wynwood.
University · Degree programme, fall admission
Master of Science in Data Science & Artificial Intelligence, Florida International University
FIU's 30-credit data science and AI master's ends in a capstone, and its graduates are a bilingual pool of analysts a lakehouse will need.
FIU Knight Foundation School of Computing and Information Sciences. FIU, 11200 SW 8th St, Miami.
University · Ongoing, with lectures during the academic year
Frost Institute for Data Science and Computing (IDSC), University of Miami
Advanced computing resources and research programmes at the Frost Institute in Coral Gables make it a source of data talent and research partners.
University of Miami. University of Miami, 1552 Brescia Ave, Coral Gables.
Each listing was checked on its organiser's own page on 12 October 2026. Dates and venues move, so the link is the source.
FAQ
Databricks consulting in Miami: common questions
Do you work with Miami companies?
Yes, and with companies across the United States. Arizona does not observe daylight saving, so we are two hours behind you from November to March and three hours behind from March to November. That leaves most of your afternoon overlapping our morning, which is usually enough.
Do you have an office in Miami?
The office is in Gilbert, Arizona, with teams in Amsterdam, Dnipro and Hyderabad. Delivery is remote or hybrid, and we travel for discovery, workshops and the opening weeks of a build.
Can the platform handle data residency across countries?
Yes, and it is a grant question rather than a deployment question. Access resolves per tenant and per actor at the point of the read, so a rule that differs by jurisdiction is data the platform enforces rather than configuration somebody has to remember to update.
What makes you an award-winning Databricks engineering team?
In September 2026 Prove It, an app built by TechFabric engineer Ivan Vydrin, was named a winner in the Creativity & Originality track of the Databricks Community Genie-Powered App Challenge, placing second worldwide in a contest Databricks ran and judged. The announcement is on community.databricks.com and the code is public.
What level of Databricks partner are you?
TechFabric is a Databricks partner. We don't publish a tier, because tiers measure commercial relationship as much as engineering depth, and we would rather be judged on the bench and the work. Eighty of our engineers are certified, we run our own business on the stack, and the four accelerators we bring are open 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.
How to learn Databricks
A path from zero to production: what to read, what to build, which certification is worth sitting, and in what order.
Getting started on Free Edition
From a free account to a governed table, a dashboard, a Genie answer and a small agent, in about an hour and at no cost.
Gilbert Databricks User Group
The meetup we organise, with recordings of past sessions.
Also in Miami
What else we build for Miami companies.
AI consulting and development in Miami
Your customers write in Spanish and English, your data sits under several countries' rules, and the AI pilot that handled both in a demo still isn't in production.
Software development in Miami
A shipment held at customs for days shouldn't take your order system down with it, but the rebuild is waiting on engineers you haven't hired.
Databricks consulting elsewhere
The same work, in other metros. The full list is here.
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