Move and shape data,
on a schedule
Extract from your databases, files, and APIs, transform and reconcile the data, and load it where it belongs, all on durable workflows. Connect MySQL, MongoDB, and Snowflake, pick up CSV, JSON, and XML over FTP, and let AI handle the messy reconciliation no rigid script can.
- On a scheduletrigger
- Extract from sourceaction
- Clean and reconcileAI
- Load to destinationaction
- Log the rundone
From source to destination
Extract
Pull from a database, an FTP drop, or an API, on a schedule or a trigger. CSV, JSON, and XML all parse cleanly.
Transform
Map fields, reshape records, and reconcile mismatches, with AI for the cases a fixed rule cannot cover.
Load
Write to your warehouse, database, or the next system, with the run logged and retried if a step fails.
Why Spojit for data pipelines
Connect your data stores
Read and write MySQL, MongoDB, and Snowflake, and reach Postgres or another store through its API.
Files over FTP
Pick up and drop CSV, JSON, and XML on FTP and SFTP, the way most data still moves between systems.
Transform and map
Reshape records, rename fields, and convert formats as a step, with formula functions for the precise bits.
AI for the messy data
Reconcile, dedupe, and classify records that no fixed rule handles, without a brittle script per edge case.
Scheduled and backfillable
Run nightly, hourly, or on demand, and re-run a window to backfill without doubling up.
Durable, no half-loads
Every run is retried and resumable, so a failure midway does not leave the destination half-written.
What you can build
Database to warehouse sync
Move records from an operational database into Snowflake or your warehouse on a schedule.
File-based imports
Pick up vendor CSV or XML drops from FTP, validate them, and load them into your systems.
API to database
Pull from a SaaS API on a schedule and land it in a database for reporting and analysis.
Scheduled exports
Build and deliver recurring extracts to a partner, a sheet, or a downstream tool.
Durable pipelines vs brittle cron scripts
Run your extracts and loads on retried, observable workflows, instead of a cron job and a script that fails silently at 3am.
Spojit fits when
- Data moves between databases, files, and APIs that do not agree
- A failed load must not leave the destination half-written
- You want the reconciliation done, not just the copy
Cron and scripts mean
- A job that fails silently until someone notices bad data
- No clean record of what ran or what it moved
- A new brittle script every time a source changes shape
Build a pipeline that holds up
Start free and run your first extract, transform, and load on durable workflows. No card needed.