SaaS dashboard and analytics platform development
Dashboards look simple and are not. The hard parts are pulling data from systems that disagree with each other, keeping queries fast as rows accumulate, and designing a screen that answers a question instead of displaying every number you have. I build analytics products that stay fast and stay useful.
- creators using CreatorDash analytics
- 500+creators using CreatorDash analytics
- role-based dashboard system for Neuron
- 8 rolesrole-based dashboard system for Neuron
- daily transactions tracked in Genflix
- 500+daily transactions tracked in Genflix
Where teams get stuck
Your data lives in five different tools
Stripe, your database, an ad platform, a CRM, a spreadsheet someone maintains by hand. Each has a different API, different rate limits, and a different idea of what a 'user' is.
The dashboard got slow
Queries that were instant at 10,000 rows time out at 10 million. Fixing that means aggregation tables, incremental rollups, and caching — architecture, not a faster server.
Nobody uses the dashboard you built
A screen with forty metrics answers nothing. Useful dashboards start from the decision the viewer needs to make and show only what informs it.
What you get
- Integrations with the platforms your data actually lives in — Stripe, YouTube, Gumroad, internal APIs
- A scheduled sync pipeline with retries, backfill, and failure alerting
- Pre-aggregated metrics so charts load instantly regardless of data volume
- Charts, filters, date ranges, and segment comparison that feel instant
- Role-based access so clients, staff, and admins each see the right slice
- CSV and scheduled email exports for the people who still live in spreadsheets
- Multi-tenant architecture if you are reselling the dashboard to your own clients
How it works
- 01
Decide what the dashboard is for
We name the three decisions this dashboard should drive. Everything that does not support those decisions gets cut before a line of code is written.
- 02
Data plumbing first
Integrations, normalisation, and the sync pipeline. Unglamorous, and the part that determines whether the product works six months from now.
- 03
Interface and performance
The visible layer, built against real data volumes rather than seed data — so it is fast on launch day, not just on your laptop.
- 04
Access control and rollout
Roles, permissions, and multi-tenancy configured for how your team and clients actually use it.
Frequently asked questions
Can you integrate the platforms my data is already in?
Will the dashboard stay fast as our data grows?
Can I resell the dashboard to my own clients?
Do you handle the design as well?
Related work
Need a dashboard people actually open?
Tell me what data you have and what decision it should drive. I will map the integrations and scope it out.
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