Data: Analytics & Intelligence
Data Engineering & Pipelines
A dependable data foundation: tested pipelines, documented models and a warehouse your analysts can build on.
The problem
Signs you need this
- 01
Data lives in many systems and spreadsheets with no single source
- 02
Reports break whenever a source system changes
- 03
Analysts spend most of their time preparing data
- 04
Data volumes have outgrown the current setup
Deliverables
What is included
Scope is confirmed during discovery. A typical engagement includes:
- Source inventory and target architecture
- Ingestion pipelines with scheduling and monitoring
- Warehouse or lakehouse data models
- Transformation code with tests and documentation
- Data quality checks and alerting
- Access controls and cost management
How we deliver
A clear path from first conversation to results
- 01
Assess
Map data sources, owners and quality, and agree the questions the business needs answered.
- 02
Model
Define metrics, a clean data model and the logic behind every number.
- 03
Build
Pipelines, warehouse tables and reports built iteratively with your analysts.
- 04
Validate
Reconcile figures against source systems and sign off definitions with stakeholders.
- 05
Adopt
Training, documentation and a support rhythm so the work is used, not shelved.
Typical technologies
- dbt
- Airflow
- Azure Data Factory
- Fivetran
- Snowflake
- BigQuery
- Databricks
- PostgreSQL
We choose tools to fit your team, licences and constraints, not the other way round.
Questions
Frequently asked questions
Do we need a data warehouse?
If you report across more than two or three systems, a warehouse usually saves time and errors. We will tell you if a simpler setup is enough.
How do you keep cloud costs under control?
We size compute to workloads, schedule jobs sensibly and set budgets and alerts from the start.
More in Data: Analytics & Intelligence
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Focused analysis that answers specific business questions with clear findings and recommendations.
Data Visualization & BI Dashboards
Dashboards in Power BI, Tableau, Looker or custom web apps that people check daily and trust.
Business Intelligence & Reporting
Regular management, financial and operational reporting that is automated, accurate and on time.
Ready to talk about Data Engineering & Pipelines?
Tell us what you are trying to achieve. We will reply within one business day with questions, a suggested next step and an honest view of whether we are the right fit.