We handle the implementation
We review the selected workflow, build it on Mage, and check its required output.
Modernize an AWS Glue job. Get the next feed delivered.
Our system rollout needs an incremental customer feed. Our small data team is tied up with Glue jobs and replay issues. Can you build the feed, check repeat runs, and keep the data arriving?
Mage
Yes. We’ll scope the workflow, implement it on Mage, check the output, and take on agreed ongoing operation.
- Rebuild the selected Glue job and incremental load
- Check new data, replays and destination duplicates
- Operate the feed and flag exceptions for your team
- Explore loaded data with questions, charts and AI
Start with one workflow and the rollout it needs to support.
Overview
We do the work. You get on with yours.
Get the customer feed built and operated while your data team works on the rest of the rollout.
We take on the operation
We maintain the agreed workflow and bring your team decisions that need approval.
Your team uses the results
Inspect the work, explore its data, and make approved changes with access you control.
From Glue job state to customer updates you can trust.
A Glue job can track processed input with bookmarks. A replay still needs a plan for existing destination data. We rebuild the selected feed on Mage and agree how new and repeated records are written.
Glue jobFrom customer files
Select input
Customer table
Each morning
Trace the job stateWe review jobs and bookmarks. We check target write rules.
Build the customer load on Mage
Selected workflowCustomer loadCustomer files → target table
Select input · check duplicates
Build the new feedWe rebuild the chosen load. We define safe replay rules.
| Field | AWS Glue | Mage |
|---|---|---|
| Customer IDs | Match | Match |
| Duplicates | None | None |
| Period | Checked | Checked |
Values agree
Check repeat runsWe compare new and past data. We check for duplicate IDs.
Then runs on MageWe operate the morning load
Approve the switchWe plan the first load. Your team approves the move.
We keep it running after the move.
We operate the agreed workflow on Mage. Safe recovery steps are checked; unclear results and changes outside the agreed rules go to your team.
Customer loadAgreed response
Write records
Partial writeRecovery checked
Agreed replay · duplicates checked
Recover without duplicatesCheck the affected input period. Replay safely and verify writes.
Check the customer load
records ready
records held
Target checked
Check the written recordsCheck IDs and periods. Hold invalid records.
Plan for larger batchesAgree the input volume. Plan its delivery window.
Put your data to work.
Ask which customer files were loaded, chart replay exceptions, and use the checked customer data in approved AI work.
Ask a question and explore the data behind the answer.
Fits your systems. Keeps you in control.
Choose where your data work runs and who can see or change it.
Runs where you need it
Team spaces
Access you control
Draft
Review
Live
Your systems
Keep your systems
Use agreed sources. Choose where it runs.
Your team
Control team access
Set the team’s access. Review each change.
Our support
Get ongoing help
Get help with issues. Plan agreed changes.
Start with the Glue job your rollout needs.
Which job delivers the customer feed, and how do you handle bookmarks and replays today? We’ll review the write rules, check fit and scope implementation and ongoing operation.