App data to a warehouse
Clean, validated data from every app in one warehouse, updated on schedule.
How it works · App data to a warehouse
STEP BY STEP
In
HubSpot
Stripe
Shopify
- 1
Extract01
Data pulled from each app
4 sources
- 2
Clean02
Types and duplicates fixed
Cleaned
- 3
Validate03
Row counts and rules checked
Passed
Human checkpoint
- 4
Load04
Loaded to the warehouse
Loaded
Out
BigQuery
PostgreSQL- Dashboard
How it works
01
The problem
Data is split across apps, so nobody sees the full picture.
Step by step
- 01Extract. Data pulled from each app.
- 02Clean. Types and duplicates fixed.
- 03Validate. Row counts and rules checked.Human checkpoint
- 04Load. Loaded to the warehouse.
Tools and control
02
Connects
- BigQuery
- PostgreSQL
Snowflake- HubSpot
Built on n8n. Equivalent tools can be swapped in.
Human control
A person stays in control at the "Validate" step. Everything else runs on rules you agree, with every run logged.
More in Data and reporting
03
Data and reporting
KPI dashboards and anomaly alerts
Key numbers watched daily, with an alert when one moves outside its range.
See the workflowData and reporting
Market and competitor monitoring
A weekly digest of competitor and market changes from public sources.
See the workflowData and reporting
Learner progress reports
Regular progress summaries for learners, tutors, and managers.
See the workflow
Next step
What would you like to improve?
Tell us what is taking too much time, what is difficult to manage, or what you would like your systems to do differently. You do not need a technical specification to start.