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The Test Data Imperative: Towards SAP Autonomous Enterprise

Test automation

Test data for SAP test automation, fresh for every run

Automated SAP tests fail when the data they expect is used up, stale or missing. Synthesized subsets, masks and generates that data and hands it to Tricentis Tosca or UiPath before each run, so failures point to defects, not to data.

Book a health checkHow it fits
Available on SAP Store
Automated generation configured as YAML in the Synthesized platform
Tricentis
UiPath
It fills your tool, never replaces it
Data in the state each test expects
  • Your tool keeps the test cases and data store
  • Works alongside the testing tools SAP resells
Built for the SAP & Enterprise QA toolchain
SAP S/4HANASAP AribaSAP HANASalesforceUiPathTricentis

Why automation stalls

Four reasons SAP automation runs out of data

01
Used-up recordsA test that posts a goods issue can't post it again against the same delivery.
02
Stale dataAfter a system refresh, the document numbers in your test cases no longer exist.
03
Shared systemsManual testers change the records your automated tests rely on.
04
Missing scenariosProduction has no customer on credit hold or no blocked material when the test needs one.

Integrations

Keep Tosca and UiPath continuously data-ready

Your automation tool runs the test. Synthesized supplies the data behind it, in the state each test expects.

Tricentis ToscaNative integration

Tosca stores and manages test data for automated tests. Synthesized fills that store with masked or generated SAP data.

  • Fresh data for SAP regression packs on every run
  • References kept intact across SAP modules
  • Edge cases production doesn't contain
UiPathAPI / CLI driven

UiPath Test Suite and robots request data through the API or CLI before a run.

  • Provisioning triggered from the orchestrator
  • Masked data for attended and unattended runs
  • The same values across SAP and non-SAP steps in one flow
Find sensitive dataMask and generateProvision by API or CLITosca and UiPath run

What you get

Data in the right state, on demand

Test packTricentis Tosca or UiPath
Synthesized APIRequest by test case
Subset, mask, generateFrom production, in scope
Load the dataTosca test data service, SAP QA
Test runsUses the data up
Next runAsks for fresh data
records used up
Each automated run asks for the data it needs, so no run depends on what the last one used up.
ProvisioningData on requestTests ask for the data they need at run time, through the API or CLI.
ConsistencySame values everywhereA masked customer has the same name in SAP, the CRM and the warehouse, so end-to-end flows pass.
PrivacyMasked by defaultNo real personal data in the systems your robots and testers touch.

We've got you covered

Questions about test automation

Why do automated SAP tests fail on data?

Most failures come from used-up records, document numbers that no longer exist after a refresh, records other testers changed, or scenarios production doesn't contain. Each is a data problem, not a defect.

Can tests request data at run time?

Yes. A test or the orchestrator asks for the records it needs through the API or CLI before it runs, so each run starts from a known state.

Doesn't Tosca already manage test data?

Tosca stores and manages test data records for automated tests. It doesn't produce masked production data or generate new records. Synthesized produces that data and puts it where Tosca expects it.

Do we need Tosca or UiPath to use Synthesized?

No. The integrations are optional; you can refresh test systems without any automation tool.

Which SAP processes are covered?

Order-to-cash is the most developed today. See order-to-cash test data.

Next step

Stop SAP tests failing on data

Bring one test pack that fails because of data. We'll feed it from a masked subset and show the rerun.

Runs in your environmentNothing installed in SAPRead-only access to SAPSecurity and deployment
Book a health checkThe 10-day validation

Related SAP pages

ProjectRegression test data for S/4HANA upgradesUpgrade testingProcessOrder-to-cash test data for S/4HANAOrder-to-cashProjectSAP user acceptance testing and training dataUAT and training

Learn more about Synthesized

AutomationWhat are the biggest test data blockers for test automation?Read more
NewsSynthesized is now on SAP StoreRead more
TDMWhat the AI-ready enterprise needsRead more
Updated October 2026

SAP, S/4HANA, SAP HANA, SuccessFactors, Ariba, Concur and other SAP products and services mentioned herein, as well as their respective logos, are trademarks or registered trademarks of SAP SE (or an SAP affiliate company) in Germany and other countries. All other product and service names mentioned are the trademarks of their respective companies.