Data Engineering & Analytics
One version of the numbers, updated automatically.
Data pipelines, warehousing, and business intelligence — consolidating the systems you already run into reporting the whole company can trust.
Overview
Most companies do not have a data problem so much as a reconciliation problem: the CRM, the billing system, and the ops spreadsheet each report a different number, and someone spends a day a week merging them by hand. We build the pipeline that consolidates them, define the metrics once, and put the result somewhere everyone can see.
What's included
- Data pipeline and ETL development
- Data warehouse design and implementation
- System and database migrations
- Business intelligence dashboards
- Reporting automation
- Data quality and validation
How the engagement runs
- 1
Source mapping
An inventory of where data actually lives today, how it moves, and where the definitions conflict between systems.
- 2
Pipeline implementation
Scheduled, monitored extraction and transformation with validation checks that flag anomalies rather than silently loading bad data.
- 3
Metric definitions
Agreed, documented calculations for the numbers that matter — so 'active customers' means one thing across the business.
- 4
Dashboards
Role-appropriate views for operations, finance, and leadership, built to answer specific recurring questions.
What you get out of it
- Reporting that reconciles across departments
- Manual spreadsheet consolidation eliminated
- Dashboards decision-makers actually open
- Historical data preserved through migrations
This is a good fit when
- Two systems report different numbers for the same thing
- Monthly reporting is a manual spreadsheet exercise
- You are migrating systems and cannot afford to lose history
- Leadership asks questions the current tooling cannot answer
Typical stack
- PostgreSQL
- BigQuery
- Python
- dbt
- Metabase
- Airflow
Industries we deliver this for
Ways to buy this
- Discovery SprintAgreed before we start1–2 weeks · Fixed fee
- Fixed-Scope BuildAgreed in writing, then fixed4–16 weeks · Milestone-billed
- Dedicated TeamReserved capacity, agreed monthly3 months minimum · Monthly retainer
- Care & Support RetainerRolling monthly, cancel any timeRolling monthly · Monthly retainer
Every project is worked out from your requirements — how we work with you.
Other services
Need data engineering & analytics?
Tell us what is in your way. Thirty minutes, no pitch — and an honest answer on whether we are the right team for it.
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