Open to Engineering Manager / Director rolesLet's connect
Labs/Architecture/Scaling Crisis: Your Monolithic Worker Has Hit the Wall
Architecturearchitecturemicroservicesstrangler-figscaling

Scaling Crisis: Your Monolithic Worker Has Hit the Wall

Six critical workloads share one process, one deployment, and one busy flag — and customers are feeling the pain.

Situation

You're the lead engineer on a platform where all background processing runs through a single monolithic worker. Six distinct event-driven workloads share one process with an in-memory busy flag enforcing sequential processing. Customers are experiencing delays, deployments risk everything, and you've discovered a race condition that will become catastrophic if you scale horizontally.

Stakes

  • Compliance-critical data processing with strict SLAs
  • Data integrity risk from database collection contention
  • Business blocked from scaling individual workloads independently

Leadership wants this scaling problem solved. The monolithic worker processes compliance-critical data that cannot go down. What's your migration strategy?