For Engineering Leaders Scaling Beyond Their Architecture

BUILT TO BREAK? SYSTEMS DESIGNED FOR THE SCALE YOU NEED. NOT THE SCALE YOU HAD.

Your monolith got you to Series B. Congratulations. Now every deploy is a coin flip, your database is a single point of failure, and the architecture diagram on the wiki hasn't been accurate since 2023.

You need someone who's tracked these bottlenecks through Tier-1 banks and scale-ups, and knows exactly where they hide.

Architecture Signals That Something's Breaking

I've seen these patterns in every system that's outgrown its original design. If more than two sound familiar, your architecture is actively holding you back.

Monolith Bottlenecks

Every team's changes land in the same deployment pipeline. One bad merge blocks everyone. Your 'microservices migration' has been on the roadmap for two years, but nobody wants to be the one to start cutting.

Scaling by Praying

Traffic spikes hit and you throw more instances at it. No auto-scaling, no circuit breakers, no backpressure. Your infrastructure bill grows linearly while your revenue doesn't.

Coupling Nightmares

Change one service and three others break. Your 'independent' microservices share a database, have circular dependencies, and nobody can draw the actual dependency graph from memory.

No Observability

When something breaks at 3 AM, your first move is checking Slack to see if anyone else noticed. No distributed tracing, no meaningful alerts, no runbooks. Just gut feel and grep.

Nose to the Ground, Tracking the Right Architecture

Multi-Region, Event-Driven, Battle-Tested

I don't redesign your architecture on a whiteboard and hand you a PDF. I embed with your team, understand your actual constraints, not the theoretical ones, and build the migration path that your engineers can actually follow.

15 years inside systems that process millions of transactions daily: Kafka-based event pipelines, multi-region AWS deployments, Kubernetes orchestration for teams that need to ship daily without fear. I've tracked these problems before and I know their scent.

When I leave, your team doesn't inherit a dependency — they inherit an architecture they understand and can evolve.

  • Tracking the Bottlenecks: Honest evaluation of what's working, what's breaking, and the fastest path to stability
  • Mapping the Migration Trail: Strangler fig patterns, domain decomposition, incremental extraction. No big-bang rewrites
  • Hands-On Implementation: I write production code alongside your team. Event sourcing, CQRS, distributed systems done right.
  • Observability & Resilience: Distributed tracing, circuit breakers, chaos engineering. Know what's happening before your users do.

Architecture Health Signals

Where does your architecture sit today? These six signals tell me, and you, exactly how healthy your system is and where to focus first.

Deploy Independence

Can teams ship without coordinating?

Monolith deploy: everyone waits
Partial independence: some services deploy alone
Full independence: teams ship on their own schedule

Data Isolation

Do services own their data?

Shared database: everyone reads everyone's tables
Separate schemas: but cross-schema joins still happen
Service-owned stores: clean API boundaries

Failure Isolation

Does one failure cascade everywhere?

Cascading failures: one service takes down the rest
Some circuit breakers: but not tested under load
Bulkheads + chaos testing: failures stay contained

Observability Coverage

Can you trace a request end-to-end?

SSH and grep: debugging is archaeology
Centralized logs: but no correlation across services
Distributed tracing: full request lifecycle visible

Scaling Linearity

Does scaling cost match scaling need?

Manual scaling: someone SSHs in during peaks
Auto-scaling exists: but never tested under real load
Tuned linear scaling: cost tracks demand predictably

Documentation Currency

Does the architecture diagram match reality?

Lives in one person's head: bus factor of one
Outdated ADRs: decisions documented but not maintained
Living docs: generated from code, always current

Picture This

Your services deploy independently. Teams ship features without coordination meetings. The database that used to be everyone's bottleneck? It's been decomposed into bounded contexts that your engineers actually understand.

Traffic spikes auto-scale. Failures are isolated. Your architecture diagram is current because it matches reality, not because someone updated Confluence.

Companies That Grew Through The Breaking Point

Real companies, real pressure, real results. Here's what happened when they brought me in during their scaling challenges.

Fintech Scale-Up

Multi-Region Payment Gateway

Built payment gateway microservices with multi-region availability. Kafka-based event-driven architecture for asynchronous payment monitoring and reconciliation across three AWS regions. 99.99% uptime under heavy transaction load.

JavaKotlinAWSKafkaKubernetes
99.99%
Uptime
3
Regions
1M+
Daily Txns
<100ms
P99 Latency
"We hired Szymon twice. The first time he modernized our codebase and introduced real engineering practices. The second time we handed him the keys to rearchitect everything. The platform he built handles 10x what the old one could, and it's the core of our business now." — CEO, Hospitality Payments Platform

Why This Works When the Architecture Trail Goes Cold

Why Not Big Consultancies?

  • They send a team of graduates with a framework. You get beautiful diagrams, a 200-page report, and zero production code. The trail goes cold the moment the engagement ends.
  • I write production code daily. My architecture decisions come with working implementations, not slide decks.

Why Not Just Hire?

  • Hiring a senior architect takes 6+ months. By the time they're ramped up, your system has broken in three new ways nobody documented.
  • I'm tracking real problems within two weeks. When I leave, your team has the skills and the documentation to keep evolving the architecture.

Let's Redesign the Trail

Your architecture won't fix itself while you're hiring. Let's spend 30 minutes mapping the terrain. I'll tell you where the bottlenecks hide and whether I'm the right hunting partner.

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