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Technology

5 huge stumbling blocks to legacy mainframe EOL

Nexpressdaily
Last updated: June 25, 2025 7:02 am
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Cost and complexityData migrationCulture of changeThe advent of AI

From my vantage point, I see the legacy mainframe landscape as both a testament to decades of reliable operation and a critical juncture demanding strategic evolution. The global economy’s reliance on these systems is undeniable – they are the silent workhorses powering a significant majority of business transactions.

However, the accelerating pace of technological advancement, coupled with the realities of hardware lifecycles and a shifting talent pool, calls for a proactive and thoughtful approach to their eventual end-of-life. The question is no longer if we modernize, but how we navigate this complexity without disrupting the very core of operations.

Sarah Taraporewalla

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Chief Technology Officer for Thoughtworks, APAC.

Cost and complexity

A primary hurdle is the significant cost and inherent complexity of these transformations. Mainframe modernization isn’t a simple tech refresh; it demands substantial investment, time, and meticulous planning. Decades of accumulated technical debt, often manifested as undocumented code and intricate dependencies, require a phased and strategic approach.


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Carving the application portfolio into thin, business-aligned slices, is a great approach to deliver tangible value in shorter cycles. Prioritizing initiatives with clear and early ROI, such as migrating non-critical workloads, builds momentum and stakeholder confidence.

The shrinking pool of mainframe-skilled professionals presents another critical challenge. The reality is that the workforce with deep expertise in these legacy systems is nearing retirement, creating a potential knowledge vacuum. To mitigate this, we advise for codification of tribal knowledge.

This involves leveraging tools to harvest specifications from production logs and source code analytics, while also pairing retiring experts with cross-skilled engineers. Investing in upskilling programs that bridge the gap between COBOL literacy, modern cloud-native and observability skills is paramount to building a future-ready workforce capable of managing both legacy and target environments during transition.

Data migration

Migrating petabytes of critical, often poorly documented, business data and its embedded logic to modern platforms is a high-stakes challenge, with severe risks of data loss or corruption. A recommended strategy involves inverting data gravity: implement an API façade over shared datasets and incrementally replicate data to the target platform using event streaming, thereby minimizing disruption.

Employing anti-corruption layers ensures a clean decoupling of legacy systems, aligning migration with modern architectures while safeguarding core business processes. Another technique we support is behavior equivalence and leveraging data seams to integrate into the origin system while the architecture is going through its evolution.

Beyond the technical aspects, organizational misalignment is a frequent stumbling block. Modernization is a business transformation, not just an IT project, and one of the most reliable indicators of success is a courageous, well-supported leader who can steer the program through the inevitable stumbles and issues that arise. A clear business vision, tied to measurable outcomes like improved customer experience or reduced operational risk, is essential.

Culture of change

Fostering a culture of change through transparent communication, targeted training, and deliberate capability-building is crucial: the destination team must be fully trained and capable of operating a platform of this criticality and complexity, which goes far beyond a typical N-Tier architecture. Such preparation helps overcome internal resistance and ensures everyone understands, and can realize, long-term benefits.

Finally, integration and observability gaps can derail even the most well-intentioned modernization efforts. Legacy systems are often deeply embedded within the broader IT ecosystem, so updating core components can surface unforeseen integration challenges.

To counter this, we advocate for enhancing observability from day one, including baselining the performance of existing mainframe jobs and screen transactions; these metrics establish a benchmark to keep the modernized environment aligned with current service levels.

This early telemetry is paired with modern monitoring solutions and real-time dashboards that provide comprehensive insights into system behavior. Prioritizing API-first integration ensures seamless communication between legacy and new architectures, while automated testing at integration points minimizes disruption risk during the transition.

The advent of AI

Generative AI is accelerating mainframe modernization by offering powerful opportunities to analyze legacy systems and streamline transformations, delivering greater agility and resilience. This shift is mirrored by modernization spending moving from defensive capital expenditure to growth-focused operational expenditure.

Success in this evolving landscape hinges on disciplined execution, continuous measurement, and transparent communication, rather than merely relying on tools. Furthermore, enhanced cloud platforms now provide flexible and secure migration paths, significantly boosting the strategic importance of these efforts due to heightened regulatory scrutiny on operational resilience.

Here’s a modernization manifesto to bear in mind:

  • Start with the business capability map, not the code tree. Technology serves the business.
  • Prefer incremental stranglers over all-or-nothing migrations. Decommissioning legacy components is a tangible win.
  • Automate everything twice – first to understand, then to transform. Leverage code scanners, synthetic data, and automated testing.
  • Invest in people before platforms – empower cross-functional teams that own both the old and the new.
  • Measure outcomes continuously and publicly – demonstrate the business value of modernization with clear KPIs.

In conclusion, mainframe end-of-life is not an event to be feared, but a strategic imperative to be navigated with diligence and foresight. It’s a long-term commitment to ensuring our critical value streams remain adaptable and resilient.

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This article was produced as part of TechRadarPro’s Expert Insights channel where we feature the best and brightest minds in the technology industry today. The views expressed here are those of the author and are not necessarily those of TechRadarPro or Future plc. If you are interested in contributing find out more here: https://www.techradar.com/news/submit-your-story-to-techradar-pro

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