Product · Orchestration
Move37 Pipeline
Automated data orchestration, aggregation and formatting. Pipeline gets data from A to B, in the format you need — reliably, on schedule, and without anyone opening a spreadsheet at 7am.
How it moves
A route your data follows every single time.
Each stage is explicit, testable and logged. Nothing about your data flow should be a mystery.
Collect
Scheduled or event-driven pulls from databases, SaaS APIs, SFTP drops, spreadsheets and legacy exports.
Aggregate
Join records across systems, deduplicate, reconcile identifiers and build the single view you've been assembling by hand.
Format
Typed, validated output in whatever shape the destination expects — CSV, JSON, Parquet, a warehouse table or an API payload.
Deliver
Pushed to the destination, every time, with retries. Email, S3, SFTP, warehouse, or straight into your line-of-business tool.
Capabilities
The unglamorous details that keep it trustworthy.
Idempotent runs
Re-run any window safely. No duplicated rows, no double-counted revenue.
Schema drift alerts
When a source adds or renames a field, you hear about it before the report breaks.
Validation gates
Rules you define block bad data from ever reaching the destination.
Observability
Every run logged with row counts, duration and diffs. One place to see health.
Backfills on demand
Load three years of history as easily as last night's batch.
Human-readable config
No black box. The logic that moves your data is documented and reviewable.
In practice
“Every Monday, the numbers are just there.”
A typical Move37 Pipeline for a 40-person UK business: nightly pull from the accounting system and CRM, joined to EPOS takings, reconciled against bank feeds, formatted into the finance team's template and dropped in a shared folder before anyone's awake.
// pipeline: finance-weekly
source xero.invoices (incremental) source hubspot.deals (incremental) source epos.takings (daily) join on customer_ref validate revenue >= 0, currency == "GBP" format csv (finance_template_v3) deliver sharepoint://finance/weekly/ deliver email → finance@yourcompany.co.uk schedule 0 3 * * *
✓ last run 03:00 · 18,402 rows · 41s
Tell us where your data is stuck.
We'll map the route on a 30-minute call and tell you honestly whether Pipeline is the right fit.