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Digital scale-up architectural patterns

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Client sees 4,000% user growth and needs quick, pragmatic choices: deliberately accept technical debt by adding features into the monolith or use DB views as a temporary data store to validate product demand, then extract later; prefer simple point‑to‑point queues and default to REST/gRPC over custom binary instead of jumping to Kafka; design for data gravity and separate real‑time versus batch flows; measure success with lead time/cycle time, user impact (latency, onboarding) and engineering satisfaction to confirm architectural changes actually speed delivery.

AI-written summary · about

  1. 0:00Intro
  2. 1:14Rickey Zachary
  3. 5:00Digital scale-ups
  4. 17:04Architecture scale up issues
  5. 21:57Bottlenecks and technical debt
  6. 28:37Pattern - strategic decoupling
  7. 31:51Pattern - optimize messaging and events
  8. 34:53Pattern - data movement
  9. 37:31Anti pattern - early Microservices
  10. 39:24Anti pattern - late monolith
  11. 40:51Anti pattern- data velocity
  12. 42:48Measuring improvement • Are features making it to production faster?
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