[Move the data. Preserve the meaning. Prove the result.]
Arcxa can reduce the significant economic and delivery challenges SIs face with mapping automation.
Legacy SQL Migrations can take 2-3 years, be very expensive with: unpredictable timelines, high risk, heavy reliance on specialized billable hours, and client pushback on cost overruns.
Arcxa mapping intelligence and automation layer, allows SIs to shift from unpredictable, labor-heavy consulting to a repeatable Services-as-Software delivery model across Databricks, Snowflake, and AWS.
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1. Speed: Accelerating Time-to-Value
Arcxa automates the discovery and transformation process: significantly reduce the cost of Traditional migrations requiring hundreds of engineering hours spent deciphering legacy code, profiling fields, and manually translating SQL dialects.
Instant Semantic Profiling: Automatically parses source schemas, stored procedures, and ETL pipelines (e.g., Teradata, Oracle, legacy SQL) to extract schema relationships and business intent using hybrid AI matching.
Automated Target Dialect Translation: Converts legacy code into target-native formats—such as Spark SQL/PySpark for Databricks, ANSI SQL for Snowflake, or native code for AWS Glue—reducing code-rewriting cycles from months to days.
Compounding Acceleration: Because Arcxa stores business mappings in a centralized ontology, domain knowledge persists across projects.
SIs can deploy pre-built transformation rules for subsequent client engagements, making the 10th migration drastically faster than the 1st.
2. Cost: Shift from High-Risk Hours to Fixed-Margin Automation
Arcxa enhances traditional consulting, Legacy SQL Migrations often experience scope creep, driving up client costs and squeezing SI margins on fixed-fee contracts.
Lower Delivery Cost per Migration: Automating schema translation, rule-level lineage mapping, and data profiling reduces the required number of senior data engineers per engagement.
Productized Pricing Models: SIs can move away from pure time-and-materials billing toward repeatable, high-margin fixed-price software service packages (e.g., "Modernize to Snowflake in 30 Days").
Predictable License Overhead: Arcxa operates on flat commercial licensing without usage meters or per-row taxes, giving SIs clear, predictable cost structures when delivering workloads to AWS, Snowflake, or Databricks.
3. Risk: Deterministic Execution & Built-in Governance
Enterprise Legacy SQL Migration clients (ORACLE, SAP, IBM) are frequently hesitant to migrate due to fears of data loss, breaking downstream reporting, or failing regulatory compliance during cutover. Furthermore, Arcxa implements Zero-Trust-Systems security principles directly into the semantic plane.
Rule-Level Lineage & Auditability: Arcxa logs every field transformation with explicit rule lineage and tamper-evident audit records.
SIs can prove data integrity to enterprise compliance officers (e.g., for HIPAA or SOX standards) out of the box. Simulation & Anomaly Detection: Run full migration simulations prior to deployment to catch type truncations, missing fields, or dialect incompatibilities before data reaches target systems.
Target Ecosystem Alignment: Ensures target data architectures seamlessly map directly into native ecosystem governance models, such as Databricks Unity Catalog, Snowflake RBAC, and AWS IAM/Glue Data Catalog.
Section II - SI Business Impact: Delivering the "Margin Multiplier"
Arcxa transforms how SIs pitch, win, and execute enterprise legacy migrations:
Win High-Value Fixed-Price Contracts: Because Arcxa's hybrid AI engine automates up to 80% of legacy schema discovery and mapping, SIs can aggressively bid fixed-fee contracts with shorter timelines and significantly higher profit margins.
Package "Vertical Accelerators": SIs can build, save, and reuse domain-specific RDF ontologies (e.g., SAP ERP to Snowflake for Manufacturing) across multiple clients, compounding their intellectual property over time.
Minimize De-risking Costs: Zero-trust security and cryptographically signed provenance eliminate the expensive post-go-live data reconciliation phases that typically drain SI profitability.
https://github.com/equitusai/arcxa
1. Unified Assessment & Dependency Mapping (Service as Software)
Enterprise migrations fail not from moving data, but from breaking hidden dependencies.
Services-as-Software approach automates the pre-migration audit:
Source Code & Schema Translation: Automatically scan legacy data warehouses (e.g., Teradata, Oracle, or SQL Server) or cross-platform setups (moving between Snowflake and Databricks).
Dependency Graphing: Map out AWS S3 buckets, IAM roles, AWS Glue/Lambda jobs, Snowflake stored procedures, or Databricks notebooks to expose upstream and downstream impacts before a single row moves.
Cost & Performance Modeling: Simulate the target state (e.g., estimating AWS infrastructure costs combined with Databricks DBU consumption or Snowflake credit usage) to give enterprises an automated business case.
2. Arcxa Four SAS Resalable Offers
Arcxa proposed planning ranges, Final pricing should follow measured delivery costs, customer willingness to pay, and approved licensing terms.
Arcxa timetable for a practical assessment target is two to four weeks after authorized access and required artifacts are available. Treat that as a proposed delivery commitment for qualified scopes—not a universal product promise.
SECTION IV - Package the assessment around a business object
“Free deployment assistance - no need to scan the entire enterprise”
Start with something bounded:
A customer or supplier dataset.
A finance reporting flow.
A SAP sales-order object.
One critical Oracle reporting workload.
A selected IBM database domain.
Arcxa’s public evaluation approach likewise recommends starting with one disputed object, named reviewers, authorized access, and independent output checks. arcxa
Mapping and Tracing Enhanced Security: control evidence, not a security guarantee
Market the security-related package as “migration control and evidence review.” The proposed service can examine:
Whether evaluation access is authorized and bounded.
Whether sensitive fields have agreed handling requirements.
Whether mapping changes and exceptions have identifiable reviewers.
Whether evidence packets verify correctly.
Whether required access and policy checks are enforced by the responsible systems.
Arcxa supports and enhances: IAM, masking, DLP, encryption, SIEM, or compliance assessment. Its signed evidence packets and SAP read checks support an evidence proposition, not a general security or compliance guarantee. arcxa
3. Explain the economics separately for the enterprise and the SI
Enterprise value: reduce the cost of proving correctness
Validate through pilots, not established Arcxa savings figures.
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SECTION V - Enterprise Pilot Business Cases:
Assume a selected migration workstream has the following baseline costs:
Arcxa-enabled package costs $80,000 incremental to that baseline:
Net modeled benefit: $65,000.
Net ROI: approximately 81%.
Break-even: $80,000 of validated savings.
Arcxa example excludes early business value, outage avoidance, legacy-platform retirement, and regulatory penalties. Those should only enter a customer business case when the customer supplies a defensible baseline and Arcxa’s contribution can be separated from other project factors.
SI value: improve fixed-price economics
Illustrative fixed-price migration workstream:
Under these assumptions, gross profit increases by $50,000 and gross margin improves by approximately 8.3 percentage points.
The delivery-cost reduction is an assumption, not a proven result. The commercial lesson is that Arcxa’s value depends on actual labor and rework avoided relative to its incremental cost.
For time-and-materials engagements, fewer billable hours can reduce revenue. Therefore, target fixed-price assessments, fixed-price migration waves, managed services, or clearly defined gain-sharing arrangements first.
4. How Arcxa should monetize through systems integrators
A. Wholesale platform licensing - White Label Arcxa to serve customers;
Give qualified SIs a defined wholesale price for the software entitlement they resell within a service package.
Recommended structure:
Tenant or environment base fee.
Capacity bands tied to explicitly defined mapping or workload scope.
Separate production, nonproduction, and support entitlements.
Transparent overage rules.
Enterprise annual commitment for ongoing usage.
Avoid charging solely by rows moved: Arcxa’s published positioning centers on evidence rather than being another execution engine in the data path. arcxa
B. Partner-delivered assessment packs
License a standard assessment method, templates, software access, and enablement to certified partners.
Illustrative arrangement:
Enterprise assessment price: $25,000.
Arcxa fee to SI: $7,500.
SI delivery cost: $10,000.
SI gross profit: $7,500, or 30%.
Arcxa earns productized revenue without staffing the entire engagement. The SI earns delivery margin and a qualified follow-on opportunity.
C. Migration-wave entitlements
Sell bounded project access matched to the SI’s statement of work.
Define the commercial scope using:
Named source and target environments.
Selected business objects and SQL artifacts.
Mapping complexity.
Required checks and evidence volume.
Project duration.
Support tier.
Use contractual acceptance of the scoped deliverables—not “migration succeeded” as an undefined billing trigger.
D. Annual subscriptions
After cutover, offer continued software access for useful, verified capabilities: value explanations, lineage, evidence retention, and support investigation.
Separate current capabilities from planned ones. Arcxa lists program dashboards for exceptions and drift, reusable control packs, and cross-engagement evidence templates on its roadmap; those should not be sold as generally available today.arcxa
E. Managed-service attachment
Let the SI separately charge for:
Periodic mapping reviews.
Exception triage.
Change assessment.
Support investigation.
Evidence preparation for agreed reviews.
Arcxa receives the underlying subscription revenue; the SI receives recurring service revenue.
F. Advanced support and enablement
Charge for optional:
Partner training and certification.
Solution-design assistance.
Product support tiers.
Approved custom engineering.
Specialized deployment assistance, where supported.
Keep these fees distinct from ordinary resale rights and avoid creating a channel model that requires Arcxa consultants in every engagement.
4. Make the partner program commercially safe
Recommended partner terms
Arcxa’s Source License 1.1, that evaluation and production terms differ, and that Aimlux provides Arcxa licensing. Resale, managed-service hosting, sublicensing, and white-label rights therefore need an explicit approved agreement; access to public code is not sufficient authorization. arcxa
5. A 90-day marketing and channel launch plan
Days 1–30: establish the offer and proof discipline
Publish one verified source/target/operation matrix.
Define the assessment scope and acceptance checklist.
Build the enterprise ROI worksheet and SI margin worksheet.
Draft reseller, support, and data-handling terms.
Recruit two or three design partners with active migration opportunities.
Produce these assets:
Executive one-pager.
SI resale and margin brief.
Architecture diagram distinguishing execution, governance, and evidence.
Assessment statement-of-work template.
Demo that follows one value through its rule, check, exception, and approval.
The website’s browser sample is explicitly synthetic and is not an Arcxa runtime or proof of production connectivity. Keep that distinction visible in demonstrations. arcxa
Days 31–60: run bounded paid pilots
Prioritize:
A verified SAP use case, since Arcxa lists SAP HANA, S/4HANA, and ECC read checks as available.
A legacy SQL workload whose exact source, target, and required operations have been confirmed.arcxa
Measure:
Mapping-review effort.
Evidence-preparation effort.
Time to resolve a disputed value.
Exception-resolution effort.
Independent check results.
Total SI delivery cost, including Arcxa and enablement.
Document scope limitations alongside outcomes.
Days 61–90: launch partner-led campaigns
Use account-based outreach to:
SI migration-practice leaders.
Alliance directors.
Fixed-price delivery executives.
Enterprise data-platform owners.
Governance and migration-acceptance owners.
Campaign themes:
“Improve fixed-price migration margins.”
“Explain the migrated value.”
“Keep your stack. Strengthen your acceptance evidence.”
“Turn migration handoff into a recurring support service.”
The call to action should be:
Scope one migration object. Establish the baseline. Test whether Arcxa reduces the effort needed to explain and accept the result.
6. Success metrics and publishable claims
Track two scorecards.
Enterprise scorecard
Hours per reviewed mapping.
Hours per evidence package.
Time to resolve a data dispute.
Acceptance-cycle duration.
Rework attributable to mapping ambiguity.
Independent-check coverage and exceptions.
Channel scorecard
Paid-assessment conversion.
Assessment-to-migration conversion.
Delivery gross margin after software costs.
Subscription attachment and renewal.
Partner support burden.
Time to enable a new partner.
Repeat purchase across migration waves.
Suggested executive marketing copy
Legacy modernization requires more than moving records. Delivery teams must explain the mapping, preserve business meaning, resolve exceptions, and provide evidence for acceptance.
Arcxa gives systems integrators a software-backed way to organize that work alongside existing migration, integration, and governance tools. Start with a scoped assessment, deliver a reviewable mapping and evidence package, and retain useful explanations after cutover.
For enterprises: a clearer basis for accepting modernized data.
For systems integrators: repeatable service packages, more predictable delivery economics, and a path to recurring support revenue.
This copy reflects Arcxa’s published evidence-layer positioning without promising unsupported integrations, autonomous cutover, or guaranteed compliance.
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Until measured evidence exists, use “designed to reduce,” “supports,” and “helps teams review.” Publish quantitative savings only with the baseline, project scope, measurement period, and limitations.
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