ArcXA IBM Power
Schema-Mapping Service
Equitus.ai
· ArcXA · May
2026
"ArcXA
removes migration bottlenecks with an Intelligence Context Layer"
![]()
ArcXA introduces an intelligent
context layer and robust data governance to bridge the gap between separate
infrastructure silos. Enterprise transformation initiatives — such as migrating
core databases from Oracle to IBM SAP/Rise — face organizational misalignment,
data evolution tracking challenges, and governed data movement bottlenecks.
ArcXA (an
open-source semantic mapping and data migration platform by Equitus.ai), paired
with Knowledge Graph Neural Networks
(KGNNs), provides a technical architecture to solve these problems.
It can be systematically applied to assist IBM groups using
P11 methodology across:
• Passport
Advantage
• Lab
Services
• Tech
Life Services (TLS)
![]()
1. ArcXA — Addresses Misalignment, Evaluation
Sets, and Data Selectors
ARCXA resolves friction between business definitions (the
semantic layer) and technical realities (physical database tables) through
data-centric governance.
Organizational Misalignment
Misalignment typically occurs
because database administrators, ERP functional consultants, and
risk/compliance officers speak different technical languages and pursue
different goals.
The ArcXA Solution:
ArcXA implements an ontology-aware
semantic mapping engine. Rather than mapping columns directly from Oracle
to SAP HANA, it maps Oracle source schemas to a unified ontology (business concept layer), which then maps cleanly into
SAP/Rise schemas. This creates a single source of truth where stakeholders
align on business logic, not raw SQL.
Evaluation Sets
During migration, validating that
data has not been corrupted or misaligned is essential.
ArcXA Solution:
ArcXA abstracts complex migrations into repeatable workflows with integrated
System-of-Systems (SoS) validation. It materializes and freezes
specific snapshot evaluation sets (managed
datasets), enabling validation teams to test target-side transformation
outcomes against baseline policies before executing production cutovers.
Data Selectors and Intelligent Analytics
Moving massive legacy Oracle
footprints into SAP/Rise requires migrating only what is necessary.
ArcXA Solution:
ArcXA utilizes intelligent analytics via its model-assisted inference service
(arcxa-model-service).
Using embedding models, it suggests relevant data selectors — identifying which legacy tables, rows, or
historical segments match specific SAP modules (Finance, Supply Chain, etc.).
Combined with KGNNs, the system
builds an entity graph of database relationships, alerting architects to
downstream impacts when certain data selectors are excluded.
![]()
2. Use Case: Oracle to IBM SAP/Rise Migration
Migrating off Oracle to RISE with SAP on IBM Power Virtual Server involves heavy database
refactoring — converting to SAP HANA or AnyDB. ArcXA accelerates this lifecycle
in three phases:
[Oracle DB Schema] ■■> [ARCXA
Semantic Mapping Engine] ■■> [SAP
S/4HANA (RISE)]
■ (Graph
Lineage & KGNNs)
[Governance Context Layer]
Schema Evolution & Traceability
ArcXA doesn't just pipe data — its graph-native RDF engine
(arcxa-shard)
maps row, column, and schema evolution. If an Oracle stored procedure relies on
a specific data hierarchy, ArcXA highlights the transformation lineage so
developers know exactly how it translates to the target SAP environment.
Semantic Normalization
ArcXA auto-aligns Oracle-native fields with SAP S/4HANA's
standardized global ontologies via R2RML
(W3C standard mapping), ensuring structural and semantic consistency.
Automated Data Validation
Dry-runs and automated approval gates ensure that when data
lands in the SAP/Rise environment, it complies with pre-set security and
organizational governance rules.
![]()
3. Deployment via IBM Services Groups
(Leveraging P11 & KGNNs)
IBM can deploy ArcXA and KGNN capabilities across its major
commercial and technical delivery frameworks — guided by P11 programmatic governance models (standard phased migration
playbooks or classification standards).
A. Passport Advantage (PPA)
Role: Soft licensing, procurement, and software lifecycle
optimization.
ArcXA Integration:
Passport Advantage teams can use ArcXA's cataloging views and managed dataset
profiles to inventory existing database footprint entitlements. By adding a
KGNN context layer to a client's software asset registry, IBM can visualize how
Oracle workloads map to IBM Db2 or SAP/Rise cloud options — identifying cost
optimizations and proving TCO reduction prior to migration.
B. Lab Services
Role: Deep-dive technical product implementation, architecture
design, and first-of-a-kind engineering.
ArcXA Integration:
Lab Services engineers can deploy arcxa-coordinator
and arcxa-shard
(the RDF/SPARQL graph data plane) directly into client sandbox environments.
Using KGNNs, Lab Services can train graph networks on historical migration
patterns. The network learns how custom Oracle schemas typically map to SAP
tables, automating 70–80% of legacy schema conversion tasks.
C. Technology Lifecycle Services (TLS)
Role: Long-term infrastructure optimization, performance tuning,
and lifecycle maintenance for IBM Power VS hosting SAP workloads.
ArcXA Integration:
Post-migration, TLS can maintain ArcXA as a persistent governance context layer. As business needs evolve under a P11
operational model, TLS uses the platform's active lineage graph to trace data
compliance, monitor policy-driven validation drift, and ensure operational
databases running under RISE with SAP remain optimized and aligned with
enterprise governance models.
![]()
Published May 19, 2026 ·
arcxa.blogspot.com · equitus.ai
ArcXA is an open-source semantic mapping
and data migration platform by Equitus.ai. KGNN, EVS, ARCXA, and related marks
are property of Equitus Corporation.

No comments:
Post a Comment