Data Science Dashboard
Reporting was assembled manually from exports of several systems. By the time figures were agreed they described a period that had already closed, and definitions differed between departments.
- Project type
- Analytics platform
- Industry
- Multi-sector
- Domain
- Data
- Delivery
- Pipelines, then dashboards and forecasting
Technologies
- Python
- Pandas
- FastAPI
- PostgreSQL
- React
- Scheduled ETL
- Metric definitions
- Single source
- Refresh
- Scheduled
- Drill-down
- To source record
These describe scope and architecture. We do not publish performance figures we cannot substantiate.
Business problem
Reporting was assembled manually from exports of several systems. By the time figures were agreed they described a period that had already closed, and definitions differed between departments.
Our approach
We built pipelines that consolidate source systems on a schedule into a modelled warehouse with a single agreed definition per metric, then exposed it through dashboards that drill from summary down to the originating transaction.
Result
Departments work from one definition of each metric, figures refresh automatically, and any number on a dashboard can be traced back to the records behind it.
Key features
The capabilities that mattered most to the outcome.
- Scheduled pipelines consolidating multiple source systems
- Executive summary with drill-down to transaction level
- Cohort, trend and variance analysis views
- Forecast overlays with confidence bands
- Scheduled report delivery by email
Technologies used
Chosen for the requirement rather than by habit — we explain the trade-offs before building.
Your project would not necessarily use the same stack. We choose per requirement, and we will explain the reasoning before anything is committed.
Need something like this?
Tell us how your situation compares. We will outline what would carry over, what would differ, and what it would take to deliver.
Related work
Other systems in the same domain.
Business
Operations platform
Business Management Platform
Professional services
- Business problem
- Operations ran on a growing set of spreadsheets shared over email. Status was whatever the last person remembered, approvals happened in chat, and monthly reporting took several days of manual consolidation.
- Result
- Operations now run from one system with a live status view and an audit trail. Management reporting is generated from source records rather than rebuilt each month, and process knowledge lives in the software rather than in individual memory.
Key features
- Configurable modules for enquiries, projects, vendors and payments
- Maker-checker approval flows with delegation
- Role-based dashboards from executive summary to task level
- Java
- Spring Boot
- React
- PostgreSQL
- Docker
- +1 more
Business
Headless commerce
E-Commerce Application
Retail & D2C
- Business problem
- A hosted storefront could not express B2B price tiers alongside retail pricing, and plugin sprawl had pushed page load times to the point where mobile shoppers abandoned before the catalogue rendered.
- Result
- One storefront now serves both retail and trade customers with correct pricing for each. Product pages render fast on mid-range mobile devices, and the business owns its customer and order data outright.
Key features
- Catalogue with variants, bundles and customer-specific price lists
- Multi-warehouse inventory with reservation logic
- Payment gateway integration with retry and reconciliation
- Next.js
- Node
- PostgreSQL
- Redis
- Cloud storage
- +1 more
Business
Point of sale
Billing & POS System
Retail & pharmacy
- Business problem
- Peak-hour queues were driven by billing software that required mouse navigation for routine actions, and any internet interruption stopped sales entirely. Stock and sales data only reconciled at long intervals.
- Result
- Counters keep operating through network outages, billing is faster per transaction, and stock, sales and tax records agree by construction rather than by periodic reconciliation.
Key features
- Keyboard-first billing with barcode scanning
- Offline mode with automatic reconciliation on reconnect
- Configurable tax slabs and compliant invoice formats
- React
- FastAPI
- PostgreSQL
- Redis
- Linux
- +1 more
Have a Project in Mind? Let’s Build It.
Tell us what your business needs. We scope the solution, recommend the right architecture and give you a clear plan — design, build, deploy, maintain and grow.