Automated ETL Pipeline for Business Reporting
Build a reliable ETL pipeline that extracts business data nightly, transforms it for reporting, and loads it to your analytics layer.
Nightly Schedule
Runs at 2 AM every night
Extract Sources
APIs, databases, and flat files
Transform Data
Aggregations, joins, calculations
Load to Analytics DB
BigQuery / Snowflake / PostgreSQL
Run Report
Slack: records loaded, errors, duration
Trigger
Nightly Schedule
Runs at 2 AM every night
Action
Extract Sources
APIs, databases, and flat files
Action
Transform Data
Aggregations, joins, calculations
Storage
Load to Analytics DB
BigQuery / Snowflake / PostgreSQL
Output
Run Report
Slack: records loaded, errors, duration
Modern businesses need reliable data pipelines but building them traditionally requires a data engineering team. This workflow implements a production-grade ETL pipeline using n8n: it extracts data from your operational databases and SaaS tools, applies transformation logic (aggregations, joins, calculated fields, denormalization for reporting), handles data type conversions and null management, and loads the clean transformed data into BigQuery, Snowflake, Redshift, or a PostgreSQL analytics database. The pipeline runs nightly, handles errors with retry logic, sends a run report to Slack with records processed and any errors, and maintains a run log for auditing.
- Production-grade ETL pipeline at a fraction of Fivetran or Airbyte cost
- Custom transformation logic specific to your business rules
- Nightly data freshness ensures daily reports are always current
- Error handling and run logging provide pipeline reliability and observability
- Scales from startup (Sheets → BigQuery) to enterprise (multiple source databases)
Startups, SMBs, and teams who need a data pipeline and analytics infrastructure but can't justify a full-time data engineer or the cost of enterprise ETL tools like Fivetran or Airbyte.
Template
$89
One-time · you import & run it
- n8n workflow JSON file
- Setup documentation
- Video walkthrough
- Free bonus workflow included
Done for you
from $999
I configure & install it on your accounts
- Set up on your own accounts
- Configured for your business
- Video walkthrough + written docs
- 30-day support after go-live
Want this running on your accounts?
Book a free 20-minute audit — complete the call and the full gift bundle is yours, whether or not we work together. Or grab the template and self-install.
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