ERP Migration Using Unified Platforms

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Summary

ERP migration using unified platforms means moving a company's core business management software (ERP) onto a modern, integrated system that connects all tools, data, and processes in one place. This transition isn't just an IT project—it's a chance to streamline workflows, improve access to real-time information, and support new ways of working across the organization.

  • Align business goals: Make sure business and IT leaders work together to set clear objectives for the migration, so the new system supports overall company strategy and not just technical upgrades.
  • Prioritize clean data: Take time to review, clean, and standardize your data before the move to avoid reporting errors and disruptions in day-to-day operations.
  • Support user adoption: Invest in communication, hands-on training, and ongoing support to help employees adapt to the new system and see how it benefits their daily work.
Summarized by AI based on LinkedIn member posts
  • 𝗪𝗵𝘆 𝗱𝗼 𝘀𝗼 𝗺𝗮𝗻𝘆 𝗘𝗥𝗣 𝗺𝗶𝗴𝗿𝗮𝘁𝗶𝗼𝗻𝘀 𝗳𝗮𝗶𝗹? 𝗕𝗲𝗰𝗮𝘂𝘀𝗲 𝗰𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀 𝘁𝗿𝗲𝗮𝘁 𝗶𝘁 𝗹𝗶𝗸𝗲 𝗮 𝘀𝗶𝗺𝗽𝗹𝗲 𝘀𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗽𝗮𝘁𝗰𝗵, not the business transformation it truly is. Listening to my network, there seems to be a rush to complete ERP migrations, as fast as possible, with SAP S/4HANA plans driving most of it. But an ERP system is more than just an IT upgrade. It’s a chance to redesign how your business operates and build a solution architecture that supports agility and innovation. While necessary, these migrations often become redundant without proper alignment to business goals. Something, I've seen happen! Here some get rights to consider: ◉ 𝗔𝗹𝗶𝗴𝗻 𝗯𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗮𝗻𝗱 𝘁𝗲𝗰𝗵 𝗴𝗼𝗮𝗹𝘀 Ensure that IT and business leaders are on the same page. ERP systems serve broader business objectives, such as innovation, improving procurement strategies, and enhancing supplier relationships. ◉ 𝗙𝗼𝗰𝘂𝘀 𝗼𝗻 𝗼𝘂𝘁𝗰𝗼𝗺𝗲𝘀, 𝗻𝗼𝘁 𝗷𝘂𝘀𝘁 𝘁𝗼𝗼𝗹𝘀. Instead of getting caught up in the technology itself, be clear about the business benefits you'd like to achieve. New ERP functionality can be of support to achieve goals like efficiency, cost reduction, and agility. ◉ 𝗦𝗶𝗺𝗽𝗹𝗶𝗳𝘆 𝘄𝗼𝗿𝗸𝗳𝗹𝗼𝘄𝘀 𝗮𝗻𝗱 𝗽𝗿𝗼𝗰𝗲𝘀𝘀𝗲𝘀 𝗲𝗻𝗱-𝘁𝗼-𝗲𝗻𝗱 Don't just migrate complex, outdated processes but streamline them end-to-end. Reevaluate processes for efficiency and desired outcomes. ◉ 𝗜𝗻𝘃𝗲𝘀𝘁 𝗶𝗻 𝗰𝗵𝗮𝗻𝗴𝗲 𝗺𝗮𝗻𝗮𝗴𝗲𝗺𝗲𝗻𝘁 - 𝗻𝗼𝘁 𝗷𝘂𝘀𝘁 𝗶𝗻 𝘁𝗿𝗮𝗶𝗻𝗶𝗻𝗴 ERP migrations often fail due to poor user adoption. Beyond training, invest in communication & ongoing support showing the value and relevance of the system to users. ◉ 𝗜𝗻𝘃𝗼𝗹𝘃𝗲 𝗰𝗿𝗼𝘀𝘀-𝗳𝘂𝗻𝗰𝘁𝗶𝗼𝗻𝗮𝗹 𝘁𝗲𝗮𝗺𝘀 ERP impacts every area of the business, so cross-team collaboration is essential. Involve stakeholders from finance, procurement, IT, and operations ensures the system meets everyone’s needs. ◉ 𝗙𝗼𝗰𝘂𝘀 𝗼𝗻 𝗱𝗮𝘁𝗮 𝗾𝘂𝗮𝗹𝗶𝘁𝘆 - 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝗰𝗼𝗺𝗽𝗿𝗼𝗺𝗶𝘀𝗲 An ERP system is only as good as the data it processes. Ensure that data is clean, consistent, and reliable before migration. Dirty or incomplete data is one of the biggest challenges post-go-live. ◉ 𝗣𝗿𝗶𝗼𝗿𝗶𝘁𝗶𝘀𝗲 𝗦𝘆𝘀𝘁𝗲𝗺 𝗳𝗹𝗲𝘅𝗶𝗯𝗶𝗹𝗶𝘁𝘆 𝗮𝗻𝗱 𝗖𝗼𝗺𝗽𝗼𝘀𝗮𝗯𝗶𝗹𝗶𝘁𝘆 Choose an architecture which allows for future-proofing and integration of new features, scalability and integration. Business models evolve, and your ERP must evolve with them." ◉ 𝗦𝗲𝘁 𝗿𝗲𝗮𝗹𝗶𝘀𝘁𝗶𝗰 𝘁𝗶𝗺𝗲𝗹𝗶𝗻𝗲𝘀 - 𝗶𝘁'𝘀 𝗻𝗼𝘁 𝗴𝗼𝗶𝗻𝗴 𝘁𝗼 𝗯𝗲 𝗾𝘂𝗶𝗰𝗸 𝗶𝗳 𝘁𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝘃𝗲 Don’t rush an implementation. ERP migrations are complex and require time to integrate properly. A phased approach allows for troubleshooting and mitigates a risk for failure. ❓Any other "get rights" i missed and you would add from your experience. #erp #businesstransformation #migration #sap4hana

  • View profile for Rahul Deo

    Director, SAP Consulting @ Deloitte | Cloud, Technical Advisory & Enterprise Modernization

    6,955 followers

    Many SAP customers have initiated or are in the process of transitioning their SAP ERP to SAP S/4HANA on Rise with SAP. However, there is often missing information regarding the technical aspects of Rise with SAP's offerings, migration requirements, and its benefits. This information gap sometimes leads to misinformation in Requests for Proposal (RFPs), resulting in numerous irrelevant or out-of-scope tasks and deliverables being included in the scope of an SAP partner, necessitating subsequent amendments. In my experience, some of the common technical areas where gaps are evident and questions arise during client discussions include: 👉🏼 How will users connect to SAP in the cloud? Via the internet or an internal network? 👉🏼 What does the network architecture entail, including VPNs, WAN, or MPLS connectivity? 👉🏼 Which SAP instances (Sandbox, Dev, QA, Prod) can be migrated to Rise with SAP? 👉🏼 What is FUE, and why is there a need for a minimum of 135 FUE when actual requirements may be lower? 👉🏼 Why are SAP partner Basis consultants unable to perform traditional tasks such as backup/restore, system copy, and kernel update? 👉🏼 Who will configure HA/DR for SAP S/4HANA? 👉🏼 Is Rise with SAP a Software as a Service (SaaS) product? 👉🏼 Who is responsible for covering the cloud subscription expenses? 👉🏼 Does Rise with SAP provide unlimited data egress/ingress? 👉🏼 Can older versions of SAP S/4HANA be migrated and run on Rise with SAP? 👉🏼 How is their SAP infrastructure secured from external threats in Rise with SAP? 👉🏼 Is using SAP BTP services alongside SAP S/4HANA on Rise with SAP mandatory? To ensure that these queries are comprehensively addressed and to facilitate informed decisions with the right mindset during the transition of SAP ERP to Rise with SAP, I strongly believe customers must seek proper guidance, advisory, and consulting from SAP or their trusted SAP partners at the very beginning of the planning phase of the transformation journey. Feel free to share your thoughts and experiences too!! #risewithsap #saponcloud #s4hana

  • View profile for JASBIR SINGH KHANUJA

    Enterprise Solution Director-Consulting | Cloud & Digital Transformation Services | Global Services | IT Strategy | Business AI | Industry Solutions | Innovation | CIO AcceleratorXAwards2024 &2025 | Next100CIO2024 |

    16,805 followers

    🚨 𝗡𝗲𝘄 𝗖𝗜𝗢 𝗦𝘁𝘂𝗱𝘆: 𝟲𝟬% 𝗼𝗳 𝗦𝗔𝗣 𝗦/𝟰𝗛𝗔𝗡𝗔 𝗠𝗶𝗴𝗿𝗮𝘁𝗶𝗼𝗻𝘀 𝗦𝘁𝗿𝘂𝗴𝗴𝗹𝗲 𝘄𝗶𝘁𝗵 𝗕𝘂𝗱𝗴𝗲𝘁, 𝗧𝗶𝗺𝗲 & 𝗤𝘂𝗮𝗹𝗶𝘁𝘆 🚨https://lnkd.in/d634FzTJ We’ve all heard it: “Move to S/4HANA🔮 it’s the future of enterprise ERP.” But according to a new study cited by CIO.com, the reality is sobering: 👉 Over 60% of companies face budget overruns, delays, & post-migration quality issues. 👉 Only 8% complete the migration on time. 👉 And 65% report serious functional issues after go-live. This isn’t just a technical issue it’s a strategic & operational alarm bell🔔 Whether you're still on ECC or halfway through your conversion journey, you’ve likely felt the weight of this transformation. ➡️Despite the buzzwords->“modern ERP,” “real-time insights,” “simplified landscape”->the reality on the ground is far more complex. 🧠 After working with several organizations across manufacturing, life sciences, &public sector domains, here’s what I’ve observed &what I believe we need to talk about more openly. 🚧 Top 6 Reasons Why SAP Customers Struggle 1️⃣ Legacy Custom Code Overload Decades of ABAP make migrations risky. Companies fear losing functionality, but re-implementing everything isn’t viable. ✅ Use SAP Custom Code Analyzer early. Refactor only what’s essential. Embrace Fiori & standard processes. 2️⃣ Data Migration Complexity Multiple systems feed SAP,often with duplicates & outdated formats. Poor data derails reporting, compliance, & CX. ✅ Begin with data readiness. Clean & validate before cutover. Use Migration Cockpit & explore SAP MDG. 3️⃣ Underestimated Integration Effort Salesforce, Ariba, &other apps can’t be an afterthought. Delayed integration = delayed go-live. ✅ Treat integration as core. Use SAP Integration Suite & BTP. Involve architects from Day 1. 4️⃣ Change Resistance Users are attached to ECC. S/4HANA’s UI & processes feel unfamiliar. ✅ Run change impact assessments. Offer Fiori sandboxes. Build internal champions. 5️⃣ Skill Gaps Lack of hands-on S/4HANA, Fiori, & BTP knowledge stalls progress. ✅ Upskill with openSAP, Learning Hub. Balance internal & partner support. 6️⃣ Budget Overruns Scope creep turns upgrades into transformations. ✅ Choose the right path (Greenfield, Brownfield). Monitor KPIs, use RISE or cloud bundles to manage costs. 💡 What Successful Companies Do Differently 🔹 View S/4 as a business transformation, not just an IT project 🔹 Involve C-level sponsors & business SMEs from day one 🔹 Prioritize data, integration, & process harmonization 🔹 Invest in change management & user experience 🔹 Don’t rush but also don’t wait too long. ECC support ends 2027. Time is already ticking. ⏳ 🔍 Final Thought: The struggle is real. But so is the opportunity. S/4HANA is not just about systems it’s about building future-ready organizations. Follow me more such information JASBIR #S4HANA #DigitalTransformation #SAPMigration #CIO #ITStrategy

  • View profile for Carlos T.

    AI Engineers for Business

    2,501 followers

    Four old systems. 15,000+ patient records. One seamless integration-done on time, no data missed. This is what digital transformation looks like when precision matters. Our client-a biopharma leader in neurodegenerative disease diagnostics-needed to unify Alzheimer’s blood test ordering across legacy platforms. The challenge: deliver a secure, user-friendly portal, migrate all patient data, and launch within three weeks. Here’s how we approached it: 1. Dedicated Team Six developers and a project manager worked full-time, using Agile sprints to maintain speed and flexibility. 2. Portal Development We built a single ordering and registration portal on the lab informatics platform. Navigation was designed for both patients and staff, with custom workflows for the Alzheimer’s test. 3. Data Migration Every record from four legacy systems was migrated with zero loss. Specialized tools ensured data integrity and unified patient management-now, one “source of truth.” 4. Continuous Communication Daily stand-ups and weekly calls kept stakeholders aligned. Quick pivots addressed new requirements as they emerged. The impact: - Eliminated 72-hour manual order delays. Patients now see real-time order updates. - Patient inquiry calls dropped by 60%. - Consolidated 15,000+ records with zero data loss. - Achieved 100% system uptime throughout the transition. The result: streamlined, error-free workflows. Faster decisions. Lower operational costs. Better patient experience. If you want to see the full implementation process and outcomes, watch the complete case study walkthrough, send me a DM.

  • View profile for Jatin Tiwari

    Follow me for more Posts on SAP Trends, Technology & Transformations • Your #1 Solutions Partner Drops Daily SAP Insights • SAP Digital Transformation Professional • Creator and marketer • DM for collabs.

    60,066 followers

    S/4HANA Transformation: Greenfield, Brownfield, or Bluefield? Greenfield Approach: ✔️ A greenfield approach involves starting from scratch. It’s a fresh implementation of S/4HANA, where the system is built without carrying over any existing customizations, processes, or data. Companies use greenfield when they want to redesign their business processes entirely or when they are moving from a non-SAP system to S/4HANA. Brownfield Approach: ✔️ A brownfield approach involves a system conversion, upgrading the existing SAP ERP (ECC) system to S/4HANA. It retains most of the existing customizations, processes, and data, but moves them onto the S/4HANA platform. Companies opt for brownfield when they want to retain existing processes and customizations but upgrade to S/4HANA. Features: It's an in-place migration, where you upgrade the existing system rather than rebuilding or starting fresh . Keeps historical data, configurations, and custom developments in place Suitable for companies looking to maintain continuity and minimize disruptions. Less costly and faster than a Greenfield approach but may carry over technical debt or outdated processes Use Case: When an organization wants to preserve its existing investments and customizations while upgrading the core to S/4HANA. Bluefield Approach: ✔️ The bluefield approach is a hybrid of greenfield and brownfield. It involves selective data and process migration, allowing companies to retain some legacy processes and data while adopting new ones. When companies want to modernize certain parts of their processes but also preserve critical customizations and data from the old system. Features: It allows for selective data migration, enabling you to bring over relevant historical data and customizations without carrying over everything. Offers the flexibility to redesign and optimize parts of the system while retaining valuable aspects from the legacy system. Reduces downtime compared to Greenfield and allows better customization compared to Brownfield. Often involves the use of specialized tools to filter out unwanted data and processes, enabling selective transformation. Use Case: Ideal for organizations that want to take advantage of S/4HANA's new features while selectively transferring necessary custom developments, processes, and data. These three approaches (greenfield, brownfield, bluefield) cover the main strategies for S/4HANA migrations, and each organization chooses based on its specific needs, resources, and goals. So what to choose? My experience and industry recommendation is Bluefield, which offers more flexibility and the ability to modernize selectively, whereas Brownfield is faster but less transformative. #sap #greenfield #brownfield #bluefield Follow Jatin Tiwari for more insights and updates ✔️

  • View profile for Latha Mathuri

    SAP Consultant, SAP Freelancer, Sap Trainer, SAP Outsourcing, SAP Contractor

    14,421 followers

    What is S4 HANA implementation. In details SAP S/4HANA is an integrated enterprise resource planning (ERP) suite developed by SAP. S/4HANA implementation involves migrating from older SAP systems to the S/4HANA platform. It offers enhanced functionalities, a simplified data model, and a more modern user experience. Key aspects of S/4HANA implementation include: 1. Data Migration: Transferring data from existing systems to S/4HANA, ensuring data integrity and accuracy. 2. System Conversion or New Implementation: Organizations can choose to convert their existing SAP systems to S/4HANA (system conversion) or start fresh with a new implementation. 3. Simplification of Processes: S/4HANA streamlines and simplifies business processes, leveraging in-memory computing for faster data processing. 4. User Interface: S/4HANA introduces a new user interface called SAP Fiori, providing a more intuitive and responsive user experience across devices. 5. HANA Database: S/4HANA relies on the SAP HANA in-memory database, offering real-time analytics and improved performance. 6. Deployment Options: Organizations can opt for on-premise, cloud, or hybrid deployment based on their specific requirements. 7. Customization and Extensions: Adapting the system to meet unique business needs through customizations and extensions, often using SAP Cloud Platform. 8. Training and Change Management: Ensuring that users are trained on the new system and managing the organizational change associated with the transition. 9. Integration with Other Systems: Connecting S/4HANA with other applications and systems within the organization's IT landscape. 10. Testing: Rigorous testing to validate the functionality, performance, and data accuracy of the S/4HANA implementation. Successful S/4HANA implementation can result in improved business agility, enhanced analytics capabilities, and a more efficient and modernized ERP system. It's crucial for organizations to plan and execute the migration carefully to maximize the benefits of the new platform.

  • View profile for VINAY NAAGAR

    SAP S4 HANA| Digital Transformation | COFORGE

    5,903 followers

    SAP ECC** to **SAP S/4HANA** Here’s a simple, step-by-step guide that even non-technical people can understand — and why S/4HANA is worth it. 👇 1. **Why move?** ECC is reliable, but S/4HANA is *faster, simpler and smarter*. Think real-time reports, cleaner screens, and fewer workarounds. 2. **Check what you have (Discovery)** List your current processes, custom programs and data. This tells us what needs to move, change or be retired. 3. **Decide the path (Greenfield vs Brownfield)** * *Brownfield*: Upgrade your system and keep existing settings. * *Greenfield*: Start fresh and redesign processes. Pick the one that fits your business goals. 4. **Clean your data** Remove duplicates and irrelevant records. Clean data = fewer surprises and faster go-live. 5. **Prepare custom code & integrations** Convert or simplify custom programs and ensure external systems (payroll, banks, suppliers) will still talk to S/4HANA. 6. **Test, test, test** Run end-to-end tests with real business scenarios. Fix issues early — testing is where success is made. 7. **Go-live and support** Move to S/4HANA, then support users closely for the first few weeks. Monitor performance and user feedback. ✨ **The beauty of S/4HANA** * **Real-time insights:** Reports and dashboards refresh instantly — decisions happen faster. * **Simple UX:** Modern screens (Fiori) make daily work easier and more intuitive. * **Less custom chaos:** Built-in intelligent features reduce the need for complex customizations. * **Ready for future tech:** Easier to adopt AI, automation, cloud and advanced analytics. If your goal is faster decisions, simpler processes, and a future-ready ERP — S/4HANA delivers. #SAP #S4HANA #ERP #DigitalTransformation #SAPMigration

  • View profile for Alok Kumar

    32,000+ Students Trained | Helping SAP & Workday Professionals Transform Their Careers | Corporate Upskilling for TCS, EY, KPMG, LG

    96,989 followers

    SAP Central Finance vs. Full SAP S/4HANA Migration Choosing between Central Finance and full S/4HANA migration depends on the organization's specific situation: ✅ Central Finance Benefits: - Lower risk and faster implementation compared to full migration - Allows gradual transition while keeping existing systems - Provides consolidated financial reporting across multiple ERPs - Stepping stone to eventual full S/4HANA migration ✅ Full S/4HANA Migration Benefits: - Enables complete digital transformation across all business processes - Provides full access to all S/4HANA innovations and capabilities - Eliminates need to maintain legacy systems long-term - Potentially lower total cost of ownership in the long run ✅ Central Finance may be better for organizations with: - Complex multi-ERP landscapes - Immediate need for consolidated financial reporting - Desire for phased approach to S/4HANA ✅ Full S/4HANA migration may be better for: - Organizations ready for complete business process transformation - Those wanting to leverage full S/4HANA capabilities beyond finance - Companies with mostly standardized processes on a single ERP Ultimately, the choice depends on the organization's digital transformation goals, timeline, budget, and readiness for change. Many organizations start with Central Finance as a stepping stone to full S/4HANA migration in the future. ✅ Key KPIs for S/4HANA or Central Finance Migration While there aren't specific KPIs that absolutely prevent migration, some critical KPIs to measure and improve before migration include: 1. Data quality metrics - Accuracy, completeness, and consistency of master data and transactional data. Poor data quality can severely impact migration success. 2. System performance - Response times, processing speeds, etc. of current systems. Significant performance issues may need to be addressed first. 3. Custom code usage - Percentage of custom code that needs remediation. High amounts of custom code increase migration complexity. 4. Process standardization - Level of standardized vs. customized business processes. More standardization enables smoother migration. 5. User adoption metrics - System usage statistics and user satisfaction scores. Low adoption may signal need for change management. 6. Financial close cycle time - Number of days to close books. Long close cycles may indicate process inefficiencies to address. 7. Reporting cycle time - Time to generate key financial/operational reports. Slow reporting hinders decision-making 8. Data replication errors - For Central Finance, minimizing data replication errors is critical. P.S. Ready to take the next step in your SAP S/4HANA journey? Assess your organization’s readiness and choose the path that best aligns with your digital transformation goals. Reachout to ZaranTech for questions #SAP #S4HANA #CentralFinance #ERP #BusinessInnovation #S4HANAMigration #ZaranTech

  • View profile for Prashant Parekh

    Founder and CEO

    5,183 followers

    Is Your Organization Ready for SAP S/4HANA Migration? With SAP ECC mainstream maintenance ending in 2027, the clock is ticking. Staying on legacy ERP means escalating risks: security vulnerabilities, compliance gaps, rising costs, and shrinking talent pools. But migration isn't just about beating a deadline—it's your opportunity to modernize with real-time insights, AI capabilities, and cloud flexibility that drive measurable business outcomes. The Challenge: Successful migration requires getting technical, organizational, financial, and strategic elements right. Choose the wrong approach or underestimate readiness, and you're looking at costly delays and disruption. Two Paths Forward: → Brownfield (6-9 months): Convert your current system while preserving data and customizations → Greenfield (8-12+ months): Transform processes with a clean implementation. The ROI is Real: Organizations are seeing faster financial closes, improved cash flow, reduced compliance costs, and operational efficiencies that significantly lower TCO. Download our comprehensive SAP Cloud ERP Migration Assessment Guide to access: - Complete readiness framework across technical, organizational & financial dimensions.  - Detailed comparison of Brownfield vs. Greenfield strategies  - Phase-by-phase implementation timeline with key milestones   - Financial modeling tools for building your business case   - Migration readiness checklist covering custom code, data quality, integrations & resources Don't let 2027 sneak up on you. Get the clarity and framework you need to plan a successful migration. [Download the Free Assessment Guide] 👇 https://lnkd.in/gqXFxFWc #SAPS4HANA #ERPMigration #DigitalTransformation #CloudERP #SAPModernization  

  • View profile for Asim Razvi

    Building the global standard for Sovereign AI readiness | CDO who has shipped AI at Fortune 500 scale | 3x Author

    4,447 followers

    Your data is locked in legacy systems but it takes time to move the data to your enterprise data platform. What to do? • Data Gravity: Most valuable business data is still locked in the legacy stack. Moving it wholesale is slow and brittle. • Platform Dependency: AI/ML work requires data on the new enterprise platform to scale. • Transformation Lag: Multimillion-dollar app migrations take quarters or years, not weeks. Meanwhile, the business wants AI insights now. Options 1. Incremental Data Virtualization & Federated Queries • Don’t wait for a full migration. Use virtualization layers (Starburst/Trino, Dremio) or cloud vendor federated query services (BigQuery Omni, Athena Federated Query, Redshift Spectrum) to query data in place. • This gives your data scientists a unified SQL layer today, with the performance hit acceptable for prototyping / model training. • Over time, you use logs from the virtualization layer to prioritize which datasets should be physically migrated first. 2. Event-Driven Data Sync for “Hot Data” • Set up a Change Data Capture (CDC) pipeline (Debezium, AWS DMS, Kafka Connect, Fivetran) to replicate only the delta (latest transactions, key entities) from legacy into the new platform. • You don’t need the entire warehouse migrated day one — start with the 5–10 “hot tables” your ML use cases actually depend on. • This keeps training / scoring data “fresh enough” without waiting weeks for batch loads. 3. Model-in-Legacy with Deployment-in-New • Flip the problem: instead of forcing all training to happen in the new stack, train small/medium models closer to the legacy data. • Once trained, deploy them as APIs/services on the new enterprise platform for scalability. • This hybrid approach buys you time: quick wins on legacy data, scalable production later. 4. Surrogate / Proxy Datasets for Fast Prototyping • If you’re designing net-new AI products but the real data isn’t ready yet, create proxy datasets: anonymized samples, synthetic data, or limited slices extracted via controlled ETL. • This allows you to prove value and design workflows while the real migration catches up. 5. Parallel Tracks: Lab vs. Enterprise Build • Split your approach into two swimlanes: • Lab Track: lightweight, quick-and-dirty experiments on virtualized/replicated/synthetic data. • Enterprise Track: heavy lift migration + app rewrites for long-term scale. • The Lab Track feeds lessons into Enterprise Track (which data matters, which models deliver ROI). The CIO Mindset Shift The trap is waiting for the “perfect new world” before starting. In reality, you need bridges: • Federated access → buys visibility. • CDC pipelines → buys freshness. • Proxy data → buys speed. • Dual-track delivery → buys time. This way, AI work doesn’t stall for 18 months while multimillion-dollar transformations lumber forward. You show business value now and build momentum, even as the legacy elephant gets dragged into the hybrid cloud.

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