Challenge
Data lived in spreadsheets and one-off scripts, making reporting slow, inconsistent, and impossible to automate at scale.
Solution
A Python analytics platform with FastAPI endpoints, scheduled pipelines, and ML models exposed through a unified reporting layer.
Technology Stack
- Python
- FastAPI
- Pandas
- scikit-learn
- PostgreSQL
- Redis
- Airflow
Architecture Diagram
Access
Dashboard UIREST APIScheduled Exports
Analytics
ETL JobsFeature StoreModel Serving
Pipelines
AirflowBatch ProcessingAlerting
Data
PostgreSQLWarehouseMetrics Cache
Results
- Reporting turnaround cut from days to under an hour
- Automated 80% of recurring executive reports
- Prediction accuracy improved campaign ROI by 22%
Client Feedback
“Python was the right fit for our data team. InsightFlow finally let us ship models and dashboards on the same platform.”
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