Data & analytics
One version of the numbers. We build pipelines that pull data from your tools into one warehouse, model it so finance and product agree, and put it in dashboards people trust enough to act on.
- Typical length
- 3 to 10 weeks
- Team
- Data engineer and an analyst
- Starts with
- A list of the questions you cannot answer today
If any of these sound familiar.
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Two reports show two different revenue numbers.
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Monthly reporting takes someone three days of copy and paste.
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You cannot say which features your customers actually use.
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You want AI on your data but the data is not ready.
What you get.
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Data pipelines
Scheduled syncs from your apps, payments and CRM into a single warehouse.
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Data models
Clear definitions of revenue, active users and churn, written once and used everywhere.
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Dashboards
A few dashboards that answer real questions, instead of fifty nobody opens.
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Product analytics
Event tracking planned with your team, so you know which features get used.
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Data quality checks
Automated tests that flag missing or strange data before it reaches a report.
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Privacy by design
UK GDPR considered from the start: minimal data, clear retention and access control.
How it runs.
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Step 1
Question
We start from the decisions you need to make, not from the tables you have.
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Step 2
Connect
Sources flow into the warehouse on a schedule, with tests.
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Step 3
Model
Shared definitions agreed with finance, product and operations.
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Step 4
Show
Dashboards and alerts, plus training for the people who use them.
Tools we reach for
- dbt
- BigQuery
- Snowflake
- PostgreSQL
- Airbyte
- Metabase
- PostHog
Plain SQL and tested models, so your analysts can read and change what we build.
Questions about this work.
Which warehouse should we use?
It depends on your volume and tools. For most small and mid-sized companies PostgreSQL or BigQuery is enough.
Is our data ready for AI?
Often not yet. Clean, well-defined data usually matters more than the choice of model.
How do you handle personal data?
We collect only what is needed, document where it lives and agree retention periods with you.
Tell us what you are building.
A short call, a clear next step. We reply within one working day.
