Case Study · 2024

ETL Data Migration Framework for a Superannuation Administration Platform

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A leading superannuation administration platform provider was managing multiple active fund transitions simultaneously — and recognised that each engagement was being approached without a consistent, documented methodology. Without a repeatable framework, the risks of inconsistent data quality, unclear role boundaries, and ad-hoc reconciliation processes would compound as the transition pipeline grew.

Desda was engaged to design and deliver a fit-for-purpose ETL data migration framework — a comprehensive strategy covering migration approach, party responsibilities, reconciliation design, data quality management, data security, trial load structure, and governance. The engagement also included a high-level assessment of existing in-flight transitions, identifying risks and recommending course corrections. The resulting framework became the operational baseline for all subsequent fund administration transitions on the platform.

10+
Strategic domains defined
ETLR
Full lifecycle covered
All
Future transitions enabled
In-flight
Transitions assessed & course-corrected

The Challenge

The platform provider was onboarding new superannuation fund clients at pace — each requiring a complete data migration from the fund's incumbent administrator into the target platform. But the ETL process for each transition was being designed from scratch, relying on institutional knowledge rather than a documented, repeatable methodology. This created risk in several areas:

  • No consistent approach to source-to-target mapping across different incumbent systems and entity models.
  • Reconciliation frameworks designed ad-hoc per engagement, with no standard for what constituted sufficient evidence of data accuracy.
  • Data quality management varying in rigour between projects, with inconsistent treatment of exceptions.
  • Role and responsibility ambiguity between the platform provider, the fund trustee, and the incumbent administrator.
  • Trial load sequencing and exit criteria not standardised, making it difficult to assess readiness for go-live across concurrent transitions.

Alongside this, several transitions were already in flight — carrying risks inherited from earlier, less structured approaches. These needed to be assessed and, where possible, course-corrected without disrupting delivery timelines.

Our Approach

Desda approached the engagement in two parallel streams: framework design (the primary deliverable) and in-flight transition assessment (the immediate priority). Both streams were conducted through structured workshops and interviews with business and technical SMEs across the platform provider's data, operations, and engineering teams.

1. Business & IT Discovery
Conducted structured workshops to understand the platform provider's current ETL capability, target operating model, and the systems involved in fund transitions — including the target registry platform, document management system, and third-party integration points. Existing transition artefacts were reviewed to baseline current practice.
2. In-Flight Transition Assessment
Assessed existing transitions that were already underway, identifying risks in approach, reconciliation coverage, role clarity, and data quality management. Produced prioritised recommendations for course correction — addressed immediately as risks were discovered rather than sequenced after the framework was complete.
3. Options Analysis
Profiled high-level strategy options for the ETL framework, evaluating approaches across dimensions including migration load model (Big Bang, Incremental Pre-load, Post-load), reconciliation architecture, data quality tooling, and governance structure. Options were assessed against effort, complexity, risk, and repeatability, then refined to a single preferred approach with the platform provider's leadership team.
4. Framework Design & Documentation
Produced the Data Migration Strategy framework document — the agreed "go-forward" baseline for all future transitions. The framework covered: migration approach and load model selection criteria; RACI responsibilities across all parties (fund, incumbent, platform provider, and document management partner); reconciliation methodology and sign-off structure; data quality dimensions, issue triage, and treatment plan process; data security and access controls; trial load structure, exit criteria, and progress reporting; and historical data depth considerations.
5. Applied to Live Transitions
Following framework delivery, Desda remained engaged on a time-and-materials basis to support execution — advising on adherence to the strategy, adjusting the approach where transitions revealed edge cases, identifying and resolving data migration issues, and supporting teams across testing, reconciliation, and data migration activities for specific fund clients.

What the Framework Covers

The Data Migration Strategy framework designed by Desda spans the full ETLR lifecycle — from the moment the incumbent administrator begins extracting source data through to reconciliation sign-off and go-live. Key components include:

Framework Components
  • Migration approach — load model options (Big Bang, Incremental Pre-load, Post-load) with selection criteria for different transition profiles
  • Responsibilities — RACI covering data mapping, transformation, extraction, loading, reconciliation, and trial coordination across all parties
  • Reconciliation design — structured reconciliation at each ETLR stage, from source receipting through to target system verification
  • Data quality management — issue identification, triage, treatment plans, and sign-off process across completeness, accuracy, validity, and consistency dimensions
  • Data security — masking and obfuscation rules for non-production environments, access controls, and audit trail requirements
  • Trial load structure — staged trials with defined scope, exit criteria, and progress reporting, culminating in a dress rehearsal and go-live
  • Historical data considerations — take-on date logic, member eligibility rules, and archive strategy for out-of-scope historical data
  • Data operations — archive and destruction standards for source data post-migration

Outcomes

The framework was adopted as the standard operating approach for all fund administration transitions on the platform. It resolved the inconsistency and ad-hoc nature of earlier approaches — providing a documented, agreed methodology that all parties (fund trustees, incumbent administrators, and the platform provider's own teams) could work from.

The in-flight transition assessments identified and surfaced risks that had not been formally registered, enabling corrective action before they impacted delivery. The framework was applied directly to subsequent transitions — including a major education sector fund migration of ~112,000 members in early 2025, which Desda also co-authored the transition-specific strategy for.

"The framework gave us a repeatable, consistent methodology we could apply across every transition — instead of rebuilding from scratch each time. That was the goal, and Desda delivered it."

— Client feedback

Why Desda

This engagement required something beyond execution capability — it required the experience and perspective to design a methodology that would work across diverse fund transitions, incumbent systems, and team structures. Desda's depth in superannuation data migrations, combined with an independent advisory lens, made us the right partner to both design the framework and assess the gaps in existing in-flight work.

  • Independent advisory perspective on methodology and risk
  • Deep experience across fund administration, ETLR, and reconciliation design
  • Ability to span strategy and hands-on execution within the same engagement
  • Cross-sector knowledge of incumbent systems, data models, and transition risks

Need a repeatable ETL framework for your transition pipeline?

Desda can design your data migration framework from the ground up — or assess and uplift an existing approach.

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