dbt Consulting · Dundee
dbt Consulting in Dundee
dbt advice for Dundee organisations, where the recurring problem is a project that grew without a shape. Models accumulate one requirement at a time, each referencing whatever was convenient, until the dependency graph is a diagram nobody can read and no one is confident about what a change will affect.
Why this comes up
The problem
There are four hundred models, several compute the same figure differently, and nobody will delete one in case something depends on it.
What you get
What we deliver
- The existing project assessed for duplication, orphans and unnecessary depth
- Layering convention established and applied rather than merely documented
- Duplicate logic consolidated into models other models reference
- Unused models identified from lineage and actually removed
- Build time examined, since long runs delay every downstream consumer
- Ownership assigned, because a shared project with no owner drifts steadily
Want this scoped for your business in Dundee?
Thirty minutes, no charge, no sales script. You leave with a written summary of what dbt consulting would actually involve — whether or not you use us.
Working in Dundee
Scotland
Dundee has a games development cluster with a genuine international reputation, so the local talent pool and the local expectation of interface quality are both higher than the city's size suggests.
Interactive and games-adjacent development, plus life sciences data systems tied to the university research base.
Sectors we work with in Dundee
- Games & Digital
- Life Sciences
- Higher Education
- Healthcare
- Marine
What we work with
Technologies and platforms
- dbt
- Snowflake
- BigQuery
- SQL
Who we work with
Industries we serve
- Retail
- Financial services
- SaaS businesses
- Media companies
- Manufacturing
Why us
Why Dundee businesses choose Asionis
- Projects typically launched within 4–8 weeks
- No long-term contracts required
- All team members UK-based
- Dedicated account manager and development team
- Transparent reporting with monthly performance metrics
- Scalable from startup to enterprise
How we work
- Step 1
Free consultation
A 30-minute call to understand the problem. You keep the written summary either way.
- Step 2
Proposal
Scope, timeline and a fixed price, in writing, before anything starts.
- Step 3
Build
Short cycles with regular check-ins, so you see progress rather than hear about it.
- Step 4
Launch and support
We handle the go-live and stay available afterwards.
Other services in Dundee
Looking for the full picture? See our dbt Consulting services, everything we do in Dundee or browse everything we do.
dbt Consulting in Dundee — common questions
- How does a project get into this state?
- One reasonable decision at a time. Each new requirement adds a model referencing something existing, nobody removes anything, and after two years the graph reflects the order requests arrived rather than any structure somebody would design.
- How do we find unused models?
- From lineage and from what the reporting layer actually queries. Models with no downstream dependants and no consumer are candidates for removal, and the exercise usually finds a surprising proportion of a mature project falls into that category.
- Why does build time matter?
- Because everything downstream waits for it. A run that takes three hours means the freshest data anyone can have is three hours old at best, and it constrains how often you can rebuild — which quietly limits what the whole platform can offer.
- Does the project need an owner?
- Yes, or the conventions decay. Shared ownership across several analysts produces a project where each person's section follows different patterns, and a named owner reviewing changes is what keeps a convention real rather than a document nobody consults.
- Do you work with businesses across Dundee City?
- Yes. We are based in Leicester, United Kingdom and work with clients throughout Scotland, including Dundee and the surrounding Dundee City area. Most collaboration happens remotely, and we travel for kick-offs and key milestones.
- What kind of Dundee businesses do you usually work with?
- Interactive and games-adjacent development, plus life sciences data systems tied to the university research base. Beyond that we work across Games & Digital, Life Sciences, Higher Education, Healthcare and Marine.
- Do you cover the areas around Dundee?
- Yes — we work throughout Scotland, including Perth, Aberdeen, Edinburgh. Dundee is an urban area of roughly 150,000+, and we take on work across the wider Dundee City region rather than the city boundary alone.
Talk to us about dbt Consulting in Dundee
A 30-minute call with someone who would actually work on it. No sales script, no obligation.
- Projects typically launched within 4–8 weeks
- No long-term contracts required
- All team members UK-based
- Dedicated account manager and development team
- Transparent reporting with monthly performance metrics
- Scalable from startup to enterprise