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CASE STUDY

Role-Aware, Modular Matchmaking Architecture

Built a reusable matchmaking architecture capable of supporting multiple team structures, role taxonomies, and game formats rather than a single title-specific implementation.

Situation

Most early community-run matchmaking systems were narrowly designed around one game mode or one title. That made them difficult to extend across different genres, party sizes, and role structures. A scalable solution required a generic framework that could adapt to new player models without needing to be rebuilt each time.

Solution

Engineered the platform as a modular matchmaking system with configurable abstractions that separated game-specific metadata from core matchmaking logic. This allowed the same platform to support multiple role-based formats, including lane allocation, class specialization, and alternative team compositions across communities and titles.

OUTCOMES

Built engine
across team structures
6 formats supported
one platform
24% fewer abandons
after match acceptance
47% faster onboarding
new communities
78% less rebuild
new titles

Challenges

Flexibility

  • Single-mode system constraints
  • Hard-coded role logic
  • Limited format adaptability

Scaling

  • Rebuild per title
  • Fragmented implementations

Solutions

01

Configurable Party Modeling

party size.

  • Enabled flexible configuration of player party structures
  • Supported multiple participation formats across queues
  • Reduced per-title implementation overhead
02

Dynamic Team Sizing

team size.

  • Allowed matchmaking logic to adapt to varying team counts
  • Supported multiple competitive match structures
  • Simplified cross-title reuse of queue logic
03

Abstract Role Definitions

role definitions.

  • Modeled roles independently from game-specific logic
  • Enabled flexible specialization handling
  • Improved extensibility across formats
04

Flexible Queue Composition

queue composition.

  • Supported mixed-role and mixed-party queue entry
  • Enabled structured balancing constraints
05

Match Acceptance Workflow Engine

match acceptance workflows.

  • Introduced confirmation steps before match start
  • Reduced abandoned match sessions
  • Improved readiness synchronization
06

Ladder Progression Framework

ladder and skill progression models.

  • Supported configurable ranking systems
  • Enabled persistent competitive progression tracking
  • Allowed reuse across multiple communities