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Lornets

Evidence note

Incidents During Microservice Decomposition: A Case Study

Peer-Reviewed Research2025Carbon Health, EASE 2025

What was examined?

A production case study of a healthcare technology company's multi-year decomposition of a monolithic application into a hybrid architecture involving modularisation and more than 20 microservices.

107 production incidents analysed from June 2020 to February 2025.

Key findings

  1. 01The transition was incremental rather than a single cutover.
  2. 02The organisation used progressive traffic routing and compared old and new implementations before removing existing behaviour.
  3. 03A substantial portion of the product remained in the monolith while selected capabilities moved to microservices.
  4. 04New categories of production problems appeared as the architecture changed.
  5. 05Modularising the remaining monolith was identified as an important part of the transformation.
  6. 06Data migration introduced performance and consistency challenges.

Why it matters. Lornets interpretation.

Migration changes the risk surface rather than simply removing risk. Hybrid and modular states can be legitimate engineering outcomes, and data transition, verification and decommissioning are part of the migration itself.

This is the Lornets reading of the source, not a finding of the source itself.

What it does not establish

  1. 01This is one healthcare organisation.
  2. 02Team size, pandemic-period workload and incident-reporting practices changed during the study.
  3. 03Its incident counts should not be interpreted as universal microservice failure rates.

Source

Organisation
Carbon Health
Venue
EASE 2025
Evidence type
Peer-Reviewed Research
Published
2025
Status
Current

Read the original research

Relevant Lornets framework areas

Framework domains

  • Architecture & Maintainability
  • Reliability & Recoverability
  • Performance & Scalability
  • Data & Privacy Engineering
  • Delivery & Change Control
  • Observability & Operations

Related evidence

Technical Standard

2023

ISO/IEC 25010:2023

ISO / IEC

The 2023 edition defines a product-quality model using nine quality characteristics.

  • Software Quality & Maintainability

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Source record

Published
2025
Last verified
2026-08-11
Source status
Current