We handle the implementation
We review the selected workflow, build it on Mage, and check its required output.
Modernize an Azure Data Factory feed. Keep your rollout moving.
Our system rollout needs a customer feed, but our small data team is busy maintaining ADF pipelines. Can you build the replacement, check what lands in the new system, and keep it running?
Mage
Yes. We’ll scope the workflow, implement it on Mage, check the output, and take on agreed ongoing operation.
- Build the selected ADF feed and its destination checks
- Test changed fields and partial-load recovery
- Operate the feed and flag decisions for your team
- Explore customer updates 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 your rollout needs while your data team stays focused on the rest of the launch.
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 ADF activities to a feed your new system can use.
Linked services, mappings and pipeline activities get the data moving. Your rollout needs the right customer records at the destination. We rebuild one agreed feed on Mage, including its delivery checks.
ADF pipelineFrom customer database
Map fields
New system
Each morning
Trace the feedWe review links and mappings. We check destination rules.
Build this customer feed on Mage
Selected workflowCustomer updatesCustomer DB → new system
Mapped fields · each morning
Build the feedWe rebuild the chosen feed. We keep its agreed schedule.
| Field | ADF output | Mage output |
|---|---|---|
| Customer ID | C1042 | C1042 |
| Status | Active | Active |
| Batch | Daily | Daily |
Values agree
Check the recordsWe compare IDs and fields. We check the loaded updates.
Then runs on MageWe operate it each morning
Approve the moveWe plan for partial loads. 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 feedAgreed response
Write updates
Connection lostRecovery checked
Missing records retried · output checked
Recover a partial loadCheck which records arrived. Retry the agreed missing records.
Check the customer updates
updates ready
updates held
Load checked
Check destination dataCheck required fields. Hold invalid updates.
Plan the delivery windowAgree the data volume. Plan its delivery window.
Put your data to work.
Ask which customer updates are ready, chart records held for review, and use the maintained data for 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 feed your rollout needs.
Which ADF pipeline feeds the new system, and what must arrive? Share the mappings, schedule and delivery blocker. We’ll scope implementation, result checks and ongoing operation.