Services · Consolidation

Consolidate databases without losing the nuance operators need

Leaders want a single pane of glass; analysts still need drill-downs to the row level. We architect consolidation paths that honour both—grounded in your schemas, refresh windows, and access policies.

Source graph · reconciledBillingCRMWarehouseUnifiedmetric layerCockpitviews
Representative source graph · illustrative

What is data consolidation for forecasting? Unifying authoritative CRM, billing, warehouse, and spreadsheet sources into one governed dataset — with documented transformation rules so dashboard metrics reconcile with finance.

The phrase consolidate your databases is easy to say and expensive to get wrong. We catalogue authoritative sources, identify stale copies, and document transformation rules so the metrics in your forecasting dashboard reconcile with finance’s numbers.

Pragmatic ingestion, not magic ETL

Depending on readiness, we may land data in a warehouse you already operate, stage it in governed marts, or stream incremental updates where latency matters. The right answer emerges from discovery; we do not publish a fixed connector matrix.

Where forecasting fits

Once consolidation is trustworthy, we layer MRR forecasting and executive summaries so operators and leadership share the same facts. Read security & data handling for how we think about access and retention.

Let’s inventory your sources and chart a consolidation path.