Finance data pipelines and dashboards

A working pipeline from your accounting, billing and payment systems into a cloud warehouse, configured through Fivetran or Airbyte and scheduled to refresh on a cadence that matches how time-sensitive each source actually is. On top of that sits a defined metric layer, revenue, margin, cash position and whatever else matters to your business, built once and reused across every dashboard rather than recalculated per report. Dashboards themselves are built in Power BI, Looker Studio or Metabase depending on what fits your team, with role-based access so each viewer sees the slice of data appropriate to them.

We start by mapping which systems actually hold the data that matters, accounting platform, billing or subscription system, payment processor, payroll, and confirming which questions the dashboards need to answer before touching any tooling. Connectors get configured and a first sync runs to validate the data looks right in the warehouse before anything is built on top of it. Metric definitions get agreed with you explicitly, in writing, before the first dashboard goes live, since a dashboard built on an undefined metric just moves the ambiguity downstream instead of resolving it.

SaaS and subscription businesses juggling billing data in Stripe alongside accounting data in QuickBooks or NetSuite get immediate value, since those two systems rarely agree without a real join. Ecommerce sellers combining Shopify or marketplace data with accounting records, and startups needing investor-ready reporting pulled from multiple systems on demand rather than assembled by hand before every board meeting, are also strong fits. A business running on one system with straightforward monthly reporting needs usually gets more value from standard management reports than from a dedicated pipeline.

The most common problem is multiple dashboards reporting different numbers for the same metric because each one calculates revenue or margin independently instead of pulling from one shared definition. The second is reporting that only reflects one system at a time, accounting numbers in one tab and billing numbers in another, with someone manually reconciling the two before a board meeting. The third is a dashboard nobody can maintain because it was built by a contractor who left, using tooling nobody in-house understands; we build under your own account with documentation specifically so that risk does not repeat. The fourth is a flat, unrestricted export link standing in for real access control, exposing full financial detail to anyone with the link.

Pipelines run through Fivetran or Airbyte, chosen based on connector fit and budget, into a warehouse most commonly BigQuery, Snowflake or Postgres, sized to your data volume. Dashboard tooling is Power BI, Looker Studio or Metabase, selected based on your team's existing familiarity and licensing, since forcing a new BI tool on a team that already knows another one adds friction without adding value. Source connectors most often used are QuickBooks Online, Xero, NetSuite, Stripe, Shopify and common payroll platforms.

Setup is scoped by the number of source systems and the complexity of the metric definitions needed, and is priced and published on our pricing page rather than quoted as a single flat number that ignores how different a two-system pipeline is from a six-system one. Ongoing costs include the Fivetran or Airbyte subscription itself, which scales with data volume and is billed directly to your own account, plus our time for maintenance if that stays part of the engagement.

The core measure is whether every dashboard viewing the same metric, revenue, margin, cash, shows the same number, checked explicitly during setup and spot-checked afterward. Pipeline reliability is tracked by sync success rate and how quickly a broken connector gets flagged and fixed, since a silently stale dashboard is worse than one that is visibly down. Access is reviewed periodically to confirm each viewer still sees only what their current role should show.

The warehouse, the pipeline configuration and the dashboard workspace are all set up under your own cloud accounts, Fivetran or Airbyte, the warehouse provider, and the BI tool, rather than a platform we host and control. That means if the engagement with us ever ends or changes scope, you keep the infrastructure, the historical data and the dashboards exactly as built, with documentation handed over so your own team or a future provider can pick up maintenance without starting over.