
Ontology for AI Database Agents: Why Model Size Matters Less Than You Think
A free 7B model with an ontology matched a 120B cloud model on a Databricks text-to-SQL test: 17 of 17 against 15. Setup, results and limits.
We build the environment, the exercises and the support for classes and team training, and we handle the upgrades and migrations your team has no time for. Fixed price, no surprise cloud bills. Built for Fortune 500 training programs, now available to colleges and growing teams.
Virtual labs for your courses, built, run and torn down for you. Moving class labs off Azure Lab Services before June 28, 2027?
See the labsUpgrades and migrations done for you before the deadline: Windows Server 2016, RDS MySQL and PostgreSQL, VMware vSphere 7 and Azure Front Door classic.
See the deadlinesFixed-price AKS and EKS setup, OpenShift to EKS migration and cluster upgrades for teams on Azure or AWS.
See the serviceHands-on workshops for engineering teams, and DevOps training with the stories of engineers who got hired.
See the DevOps training
3 DevOps engineers trained by beCloudReady, placed on ShyftLabs' infrastructure team
“Having those training and being able to leverage those people for our wider infrastructure actually helped us a lot. So we look forward to working with you again in the future.”

Databricks Registered Partner. Other logos show technologies we teach, not partnerships.
Not testimonials we wrote for them. Unscripted stories from engineers who changed their trajectory.
The bootcamp didn't just teach me tools — it taught me how to think like an engineer. I shipped real infrastructure before I even finished the course.
I'd tried three other online courses. beCloudReady was the first one where I actually felt challenged and supported at the same time.
I was looking for career growth from my educational background, DevOps course gave me experience working in real world projects, I never looked back
Self learning through Youtube and Udemy was not helping me achieve my career goals. beCloudReady's program provided the structured learning and mentorship I needed.
Have worked as DevOps before, however, I was lacking depth in my knowledge. beCloudReady's program filled those gaps and helped me land a paid internship.
Talent trusted by fast-moving startups and high-growth companies




Every lab came from a production consulting project — not a course template.
Every session runs in a live cloud environment. No toy datasets, no mocked APIs.
db-agent and our workshops repo are Apache-2.0 licensed and used in the workshops we deliver.
Engineering deep-dives, hiring intelligence, and career strategy.

A free 7B model with an ontology matched a 120B cloud model on a Databricks text-to-SQL test: 17 of 17 against 15. Setup, results and limits.

I went back through about 200 training outlines I have built since 2019 and charted five technology waves, from Hadoop to cloud, digital transformation, data platforms and AI, against real market data.
We track hourly GPU prices across 25 clouds every night. The cheapest H100 on our list is out of stock, and most providers do not publish stock at all. Here is what the data shows and how we handle it.
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