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Migrate your data once. Prove it’s right.

DataPrep 360 is the workspace behind our migrations. AI profiles the source, suggests the mappings, finds the rules buried in legacy systems, writes and fixes the code, and reconciles every record. Your business owners approve each decision, and every go-live comes with the evidence.

ERP, CRM & core bankingAI in every stepEvery decision on record

Migrates from and to
Oracle EBS & FusionSAPDynamics 365SalesforceCore bankingMicrosoft Fabric
The problem

Migrations rarely fail at the load. They fail at the sign-off.

Moving the data is the part everyone plans for. What sinks timelines is everything around it: data that is less ready than people think, rules nobody wrote down, and differences nobody can explain on cutover weekend.

Readiness is a guess

Teams believe they are nearly done until mock loads surface duplicates, missing codes and broken references, weeks before go-live.

The rules live in old code

Years of logic sit in legacy procedures, reports and people’s heads. Miss one and the new system quietly calculates something different.

Totals match, reasons don’t

The trial balance agrees, but nobody can show why each difference was accepted or who approved changing a rule. Auditors ask, and the answer is a spreadsheet.

How DataPrep 360 works

AI does the heavy lifting. People make the calls.

One governed workspace from first profile to signed-off cutover. Every mapping, rule and reconciliation result is versioned and traceable. Mapping, code generation and data quality checks run in the workspace today. Rule discovery and reconciliation are run by our migration specialists with AI-assisted tooling, and every result is recorded in the workspace.

01 / PROFILE

See how ready the data really is

Scan source systems for duplicates, gaps, invalid references and unmapped fields, and get a plain readiness score per data object before the project plan is set.

02 / MAP

Map with AI and a proven library

AI suggests source-to-target mappings, drawing on our library of ERP, CRM and core banking mappings. Data owners review and approve them, not write them from scratch.

03 / DISCOVER RULES

Surface the rules in legacy systems

AI reads legacy code, reports and configurations and proposes the business rules they contain, each with its source, confidence and impact, so nothing important is lost in the move.

04 / DECIDE

Record every decision

Owners keep, correct or retire each rule. Every choice becomes a decision record with the reason, the approver and the evidence, ready for audit.

05 / BUILD & FIX

Generate the code, fix it in place

Once mappings are approved, AI writes the transformation code and data quality checks, runs them, and fixes failures straight away, with every change under version control.

06 / RECONCILE

Prove source and target agree

Compare legacy and new record by record and total by total. Each mismatch is resolved as a defect to fix or linked to a recorded decision, until cutover can be signed off.

Evidence built in

Every difference explained. Every decision signed.

When a legacy rule is changed on purpose, DataPrep 360 records what changed, why and who approved it, then links it to the reconciliation differences it explains. At cutover your controller signs off on evidence, not on trust.

Decision recordsLineageVersion controlAudit trail
What you can move

Built for every kind of migration.

Most inquiries are more than one job: a system move plus archival, history loads and a data platform to feed afterwards. DataPrep 360 handles them in one place.

Application migration

ERP and CRM moves, mergers and consolidations.

  • Oracle EBS to Oracle Fusion or Dynamics 365
  • SAP and Salesforce migrations and org consolidations
  • Customer and vendor merge rules agreed with owners
  • Opening balances and open items reconciled
Used in the merger of two GCC real estate groups
Banking & financial services

Banking migrations with nothing left to chance.

  • Core banking moves across Temenos T24 and Transact, Infosys Finacle, Oracle FLEXCUBE, Path Solutions iMAL, Finastra Equation and Midas, and ICS BANKS
  • Cards, lending, treasury and Islamic banking products
  • Banking data warehouses and regulatory reporting moved to banking data models
  • Customers, accounts and balances reconciled, with evidence packs for audit and regulators
Reference: iMAL to Temenos T24 for a GCC Islamic bank
Data platform modernization

From legacy warehouses to Microsoft Fabric.

  • Synapse and legacy warehouses moved to Fabric
  • Old reports and pipelines read for hidden rules
  • Legacy and new outputs proved equivalent
  • Data made ready for Copilot and AI agents
Starts with the Data Platform Assessment
Archival & history

Keep the past reportable after go-live.

  • Closed transactions archived with keys and lineage
  • Historical loads into the new system where needed
  • Retrieval tested before legacy is retired
  • Legacy licenses retired on schedule
Often run alongside an application migration
What changes

Fewer surprises. Faster sign-off. Work you keep.

What teams get when migrations run through DataPrep 360.

Day one

Real readiness

Duplicates, gaps and unmapped fields counted at the start, not discovered at mock load three.

Every

Mismatch explained

Each reconciliation difference is a defect fixed or a decision recorded, so cutover sign-off is quick and defensible.

Reused

After go-live

Definitions, merge rules and mappings carry on as business context for reporting, data quality and AI agents.

Timelines and effort vary with data volume, source quality and the number of systems involved.

Enterprise fit

Runs alongside the platforms you already own.

DataPrep 360 isn’t another platform to run. Generated pipelines and checks are deployed into your own environment; DataPrep 360 keeps the mappings, decisions and evidence.

Talk to an expert

Source systems

Oracle EBS, SAP, Dynamics AX and NAV, Salesforce, core banking platforms such as Temenos T24 and Temenos Transact, Path Solutions iMAL, Infosys Finacle and Oracle FLEXCUBE Universal Banking, legacy SQL Server and Oracle databases, Azure Synapse.

Targets

Oracle Fusion, Microsoft Dynamics 365, SAP S/4HANA, Salesforce, modern core banking platforms such as Temenos Transact, and Microsoft Fabric.

Engineering

SQL, PySpark and data quality checks generated for deployment into your own environment, under version control, with lineage and history.

Security and compliance

SOC 2 Type II · ISO 27001 · GDPR. Role-based access and every decision and change logged. See the DS Trust Center.

Where to start

Find out how ready your data really is.

Before you budget the migration, see the numbers. We profile a sample of your source data and give you a readiness view per data object, with the decisions you’ll need to make.

Talk to an expert
  • Duplicates, gaps and invalid references, counted
  • Mapping coverage against your target system
  • Legacy rules that need an owner’s decision
  • A realistic plan for mock loads and cutover
  • For Fabric programs: the fixed-price Data Platform Assessment
Delivery

Delivered by the team that built it.

DataPrep 360 comes with Data Semantics migration specialists. See our application data migration and data platform modernization services.

Assess

Profile the sources, score readiness and agree scope, owners and tolerances.

Map and decide

AI proposes mappings and legacy rules; your owners approve, correct or retire them.

Build and rehearse

Code is generated, tested and fixed across mock loads until results hold.

Prove and cut over

Reconcile, sign off with the evidence pack, archive history and retire legacy.

Frequently asked questions

Questions migration and finance teams ask.

About DataPrep 360

What is DataPrep 360?

DataPrep 360 is Data Semantics’ governed migration workspace. It profiles your source data, suggests mappings with AI, uncovers the business rules hidden in legacy systems, records who decided what, generates and fixes the migration code, and reconciles source to target, so every go-live comes with evidence, not just a load log.

What is data migration reconciliation, and what does 0.5% variance mean?

Reconciliation proves the data in the new system matches the old one: record counts, balances and open items, checked at every mock load and at cutover. With DataPrep 360, opening-balance variance at cutover is within 0.5%, and every remaining difference is either fixed as a defect or explained by a recorded, approved decision.

We already reconcile trial balances. What’s different?

Matching totals tells you the numbers agree. It doesn’t tell you why a difference was accepted, which legacy rule was deliberately changed, or who approved it. DataPrep 360 links every mismatch to either a defect to fix or a recorded decision, so auditors and business owners can see the reasoning.

Which migrations

Can DataPrep 360 migrate Oracle EBS to Oracle Fusion or Dynamics 365?

Yes. DataPrep 360 profiles, maps, cleanses and reconciles customers, suppliers, items, open receivables and payables, general ledger balances and history from Oracle E-Business Suite to Oracle Fusion or Microsoft Dynamics 365, starting from our mapping library rather than a blank sheet.

Does DataPrep 360 support SAP ECC to S/4HANA migration?

Yes. DataPrep 360 prepares, maps and reconciles master and transactional data for SAP moves, including ECC to S/4HANA, working alongside your SAP implementation partner.

Can it consolidate Salesforce orgs or migrate CRM data?

Yes. DataPrep 360 merges CRM orgs and migrates CRM data using merge rules agreed with the data owners, for example matching customers on tax number and trade license, so the target holds one record per customer.

Do you migrate core banking systems, such as iMAL to Temenos T24?

Yes. DataPrep 360 covers core banking migrations across Temenos T24 and Temenos Transact, Path Solutions iMAL, Infosys Finacle and Oracle FLEXCUBE Universal Banking, older Temenos T24 releases, Finastra Equation and Midas, and ICS BANKS and in-house systems, plus cards, lending, treasury and regulatory reporting data. A Gulf bank’s iMAL to Temenos T24 migration is a named reference.

Can it migrate a legacy data warehouse to Microsoft Fabric?

Yes. DataPrep 360 supports moves from Teradata, Netezza, Oracle, SQL Server, Azure Synapse and other warehouses to Microsoft Fabric, Databricks or Snowflake, with old and new reconciled before the switch-off. Our Data Platform Modernization service runs these programs end to end.

Can we archive legacy data and keep it reportable?

Yes. Closed history is archived to Microsoft Fabric with its keys and lineage preserved, retrieval is tested, and the legacy system can then be retired while the history stays reportable.

How it works

Where does AI help?

At every step: profiling and spotting duplicates and gaps, suggesting source-to-target mappings from our mapping library, reading legacy code and reports to propose business rules, generating SQL, PySpark and data quality checks, fixing failed transformations straight away, and explaining reconciliation differences. People approve the mappings, rules and sign-offs.

Which steps run in DataPrep 360, and which do your specialists run?

Mapping suggestions, migration code generation and data quality checks run in the DataPrep 360 workspace. Rule discovery and reconciliation are run by our migration specialists with AI-assisted tooling, and every result is recorded in the workspace.

How does DataPrep 360 handle data quality before go-live?

A data quality phase, typically 4 to 6 weeks, profiles the source for duplicates, gaps and invalid references. Issues are ranked with Pareto charts and an urgent-versus-important (Eisenhower) matrix, so business owners fix the few issues that matter most first, and we support their corrections and track progress until go-live.

Is DataPrep 360 another platform we have to run?

No. DataPrep 360 works alongside the platforms you already use. Generated pipelines and checks are deployed into your own environment, such as your Microsoft Fabric tenant, under version control. DataPrep 360 holds the mappings, rule decisions and reconciliation evidence.

Can DataPrep 360 work alongside our implementation partner?

Yes, and that is the most common setup. Your implementation partner configures the new system; we own the data: profiling, mapping, cleansing, mock loads and reconciliation evidence, on a plan aligned to the program’s test cycles and cutover.

What happens to the work after go-live?

It is reused. The agreed definitions, merge rules and mappings become the business context for reporting, data quality monitoring and AI agents such as Serina and Zebo, instead of being left in project spreadsheets.

Getting started

How long does a data migration take?

From 6 weeks for a focused migration, and longer for larger programs, because the plan is aligned to your implementation program, its mock loads and its cutover. A data quality phase on its own typically takes 4 to 6 weeks.

How do we start with DataPrep 360?

With a Migration Readiness Check. We profile a sample of your source data and show, in plain numbers, how ready it really is: duplicates, gaps, unmapped fields and open decisions. For data platform programs, the fixed-price Data Platform Assessment covers your current platform and a plan to move, including to Microsoft Fabric.

How is DataPrep 360 priced?

As a fixed-bid project, priced on the number of data objects in scope, such as customers, suppliers, items, open balances and history. You know the cost before the work starts.

How is our data protected in DataPrep 360?

Data Semantics holds SOC 2 Type II and ISO 27001 and handles data in line with GDPR. Work can run inside your own cloud tenant, access is role-based and every decision and change is logged. Details are in the DS Trust Center.

See DataPrep 360 in action

See your own data through DataPrep 360.

Book a 30-minute session. We’ll walk a sample of your data from profile to reconciliation and show where your owners make the calls.

Talk to an expert
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