Stripe Revenue Dashboard

An automated ETL pipeline that ingests Stripe payment events, flattens nested JSON data into a relational schema, and generates materialized aggregates for daily and monthly revenue reporting.

Source
Stripe API
Destination
PostgreSQL
Schedule
Hourly
Status
Active
Pipeline Architecture
💳
Stripe API
Source of payment events
→
📥
Raw Events
JSONB storage
→
⚙️
Normalization
Extract & convert
→
📊
Aggregation
Daily/monthly metrics
→
📈
Dashboard Tables
BI-ready data
Pipeline Details
PostgreSQL Schema 

                

            


            

                

                    

                        SQL Transformations
                        
                    

                    

                

            


            

                

                    

                        Cron Configuration
                        
                    

                    

                

            


            

                

                    
API Endpoints

                    

                        

                            Express.js
                            
                        

                        

                    

                

            

        


        
        

            
Summary & Recommendations

            

                
An automated ETL pipeline that ingests Stripe payment events, flattens nested JSON data into a relational schema, and generates materialized aggregates for daily and monthly revenue reporting.

                

                    
Recommendations

                    
Use Stripe Webhooks for real-time updates instead of just polling to reduce latency.

                    
Implement 'Idempotency Keys' when writing to the raw table to prevent duplicate records on retry.

                    
Partition the 'stripe_raw_events' table by month if transaction volume exceeds 1M/month.

                    
Use Materialized Views with 'REFRESH MATERIALIZED VIEW CONCURRENTLY' for complex dashboard queries.

                    
Store Stripe API keys in AWS Secrets Manager or HashiCorp Vault, never in environment variables directly.

                

            

        

    


    
    

        

            

                
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