Quantum Edge · Data platforms ELT · Warehousing · Forecasting · BI

Growth has a shape.

We build idempotent pipelines, a governed warehouse and tested forecasts, so every metric has lineage, a freshness SLA and one definition.

Fig. 1 n = 144 noisy observations, one fitted model. The spiral in our mark grows ×1.618 (φ) per quarter turn.

§ 01
Premise

Most organisations are not short of data. They are short of a contract: one versioned definition per metric, with lineage to source and a freshness SLA. We build that contract, and the pipelines that enforce it.

§ 02
Method

Three layers, shipped in dependency order.

  1. 2.1

    Ingest

    CDC and batch ingestion from every source, landed idempotently and modelled in the warehouse, so analysts query marts, not raw tables.

    • CDC & batch ELT
    • Dimensional marts
    • Freshness & schema tests
  2. 2.2

    Forecast

    Forecasts and anomaly detection, backtested on your history and shipped with prediction intervals. A point estimate is an opinion.

    • Backtested demand forecasts
    • Metric anomaly alerts
    • Scenario planning models
  3. 2.3

    Serve

    A semantic layer so every dashboard resolves to one governed definition, and reporting that surfaces the one metric that moved.

    • Semantic layer & metric store
    • Executive dashboards
    • Scheduled board pack

§ 03
Practice

Reference engagement, drawn to scale.

AuditInventory sources, lineage and SLA gaps per metric.
ModelLock metric contracts; design warehouse schema.
BuildIdempotent pipelines, tests and marts, shipped behind CI/CD.
OperateIncident runbooks, cost tuning, team handover.

§ 04
SLAs

SLAs we hold every engagement to.

Freshness SLA
< 15min
P95 target, source commit to dashboard refresh.
Metric contracts
1per metric
One versioned definition, owner and lineage graph.
Test coverage
100%
No model merges without schema, null and freshness tests.
Ownership
Yours
Code, IaC and state live in your cloud accounts.

§ 05
Contact

Tell us what you are trying to measure.

  1. 01Reply from a platform engineer within 1 business day.
  2. 0230 min call: sources & SLAs.
  3. 03Written proposal: fixed scope, target architecture.