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Data engineering·
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00Data engineering
Numbers you can reconcile

Data engineering
and analytics platforms

Pipelines, warehouses and dashboards that turn scattered product data into numbers the business trusts and can reconcile.

What data engineering covers

Four areas where reporting breaks as a product grows.

01

Pipelines and ingestion

Reliable ETL and ELT from your product database, payments and third-party tools, with retries and alerts when a load fails.

02

Warehouse and modelling

A warehouse with clear models for the business — one definition of a user, a deposit or a revenue — instead of ten spreadsheets.

03

Real-time analytics

Event streams and low-latency queries for dashboards, alerting and features that need fresh data, not yesterday's export.

04

BI and reporting

Dashboards for product, finance and operations that reconcile against the source systems, with access control on sensitive data.

From scattered data to trusted numbers

We start with the questions the business asks and work backwards to the data.

01 / 03

Map sources and questions

We list where the data lives, what decisions depend on it and where the numbers already disagree.

Source auditMetric definitionsData quality
02 / 03

Build the pipeline

Ingestion, modelling and tests in version control, so a change to a metric is reviewed like code.

ETL/ELTdbt modelsData tests
03 / 03

Serve and monitor

Dashboards and APIs on top, with freshness checks and alerts so a silent pipeline failure does not become a wrong decision.

BIMonitoringAccess control

What we work with

We pick the lightest tools that fit your volume, not the biggest on the market.

Storage
PostgreSQLClickHouseBigQuerySnowflake
Pipelines
AirflowdbtKafkaAirbyte
BI
MetabaseSupersetGrafanaLooker Studio

Which number
is right?

Tell us which reports disagree. We will start by tracing one number back to its source.

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