Your Saint John dashboards are only as honest as the four exports feeding them at 6am

Most builds run CAD $35k to $110k, with integration as the main driver. Dashboards on one already-clean source start near $35k.

They visualise whatever you feed them, so if the data comes from manual exports it is stale before lunch. The value is in building the integration underneath, which those tools do not do for you.

Yes, an integration layer pulls those sources into one live model so a single number is trustworthy. That directly addresses the consolidate-into-one-dashboard problem operators describe here.

Yes, refresh is automated on a schedule or live, so nobody spends the morning rebuilding a spreadsheet. Data updates on its own.

Plan for 2 to 6 months from discovery to launch. The number of sources to integrate drives the timeline.

Yes, threshold alerts and exception views mean you are told, not left to spot it on a chart. That turns dashboards into an early-warning system.

Yes, it sits over your ERP and inventory so reporting draws from one reconciled layer. Other tools can reuse that layer too.

Yes, you own the integration pipelines and dashboards, not just a report file. Any developer can maintain them.

Dashboard skills are common, but the integration and data-engineering side is worth screening for specifically. Many operators use an agency with data-engineering depth. Ask for a multi-source integration reference.

The common stack is React or Next.js with a charting library such as ECharts, Recharts, or Highcharts, an API in Node.js or Python, and data in Postgres for smaller builds or BigQuery or Snowflake at scale, with dbt handling transformations. The stack choice matters less than buyers expect; what separates good builds is the data modeling underneath the charts. Push back only on niche frameworks your own team could never hire for later.

Ask them to walk you through the data model of a past project, not a portfolio of pretty charts, because dashboard failures are almost always data modeling failures. Good answers mention specifics like star schemas, dbt, incremental refresh, and how they handled a source schema change after launch. Then ask for a fixed-scope discovery phase with a written data audit as the deliverable, so you judge their real work for a small spend before committing to the build.

The reliable signal is when someone spends more than a few hours a week copying data between spreadsheets, or when two teams arrive at a meeting with different numbers for the same metric. At that point the spreadsheet is acting as an unversioned, single-person database, and a costly error is a matter of time. A first dashboard that automates those recurring reports typically pays for itself in recovered hours within the first year.

For a focused first build, most small businesses land between $8,000 and $60,000: roughly $8,000 to $45,000 for a custom website and $25,000 to $60,000 for an internal tool or simple web app, based on Digital Heroes delivery across 2,000+ projects. Customer-facing products with payments, logins, or a mobile app start around $40,000. Quotes far below these bands usually mean a template with your logo on it, not software shaped around your workflow.

If you have analysts who explore data visually all day, Tableau Creator at $75 per user per month earns its price, and Viewer seats at $15 keep the total reasonable for a small team. The math flips once you have hundreds of viewers or need dashboards inside a customer-facing product, because per-seat pricing scales with your audience while a custom build does not. Run the 3-year seat cost before deciding; that horizon usually makes the answer obvious.

Keep Power BI for internal reporting; at $14 per user per month for Pro it is hard to beat for employee-facing analytics. Custom wins in three cases: you are showing dashboards to customers, since embedded Power BI is priced on capacity and gets expensive fast, you need a fully white-labeled experience inside your own product, or your team keeps fighting the tool to support a specific workflow. Most companies we build for keep Power BI internally even after launching a custom customer-facing dashboard.

Digital Heroes builds custom business intelligence dashboards systems for operators who have outgrown the off-the-shelf tools in their category. The work is delivered remotely: our engineers work from Delhi and Lucknow, leadership is in New York, and some team members live in London and Sydney and work remotely from there. We have no office in Saint John. You can chat with the team directly, and every form gets an email reply within 24 hours.