SYSTIQOApplied AI & Systems Lab
06System Architecture

Design the System Before the System Designs You

We make the structural decisions that determine how systems behave under change, failure, scale, integration, and real-world operational pressure.

  • Business Domain
  • Application
  • Services
  • APIs
  • Data
  • Infrastructure
  • Security
  • Observability
01Why Architecture

Most system problems start before the first line of code

Weak boundaries, unclear ownership, hidden dependencies, and unexamined failure modes become expensive once the system is already running. Select a concern to see the boundary behind it.

Unclear Boundaries

Responsibilities overlap until small changes become risky.

  1. Service A
  2. Shared logic
  3. Service B
  4. Change
  5. Risk
Shared logic — not a boundary

Two services reach into the same logic because neither was given a boundary that excluded the other.

A change made for Service A quietly breaks Service B, and nobody finds out until it ships.

02What We Architect

The structure behind the software

Architecture defines how the major parts of a system relate, communicate, fail, scale, and evolve, decided in the order that dependency actually requires.

Structure

Decided first — everything else inherits it

Connection

How the structure meets everything outside it

Resilience

What the structure has to survive

System Boundaries

What it decides

What belongs inside one service, and what has to live outside it — the decision everything else in the system inherits.

Left undecided

Boundaries end up wherever the last person to touch the code happened to draw them, and every one of them is a candidate for the next incident.

Which of these an engagement includes depends on the system you already have. Most start with two or three, not all eight at once.

03System Decomposition

Turn complexity into explicit boundaries

A strong architecture makes responsibilities, dependencies, data ownership, and failure paths visible. Select a layer for the engineering responsibility it actually carries.

  1. The vocabulary, workflows, and rules the organisation already operates by — captured before any service boundary is drawn. A boundary that does not map to a real business capability is one that will need to be redrawn the first time the business asks for something that crosses it.

    • Domain language
    • Business rules
    • Workflow ownership
04Architectural Trade-offs

Every architectural choice creates a trade-off

There is rarely one perfect architecture. The objective is to make the trade-offs that matter explicit before they become production problems.

How quickly can the system move without creating unnecessary future debt?

SpeedMaintainability

A shortcut taken at the service boundary is cheap today and expensive at the next API change — the two are rarely the same shortcut.

Where this lands

  • Business Domain
  • Application
  • Services
  • APIs
  • Data
  • Infrastructure
  • Security
  • Observability
05Failure Design

What happens when something breaks?

Reliable architecture does not assume failures will never happen. It determines how they are contained, observed, recovered from, and validated.

One dependency failing
  1. 01Failure
  2. 02Detection
  3. 03Isolation
  4. 04Fallback
  5. 05Recovery
  6. 06Validation
  1. 01FailureSomething has broken

    A dependency stops behaving correctly. This is the assumption a resilient architecture is built on, not the exception to it — every boundary will eventually produce one of these.

  2. 02DetectionAutomated signal

    The failure is surfaced by the system itself rather than by whoever notices first. What matters is how long the system was wrong before anything knew, and that is an engineering decision, not luck.

  3. 03IsolationBoundary containment

    The failing component is kept inside the boundary it already had, so the failure stops there instead of reaching everything that depends on it. This is where system boundaries either exist or do not.

  4. 04FallbackDegraded but running

    A defined reduced mode takes over — a cached answer, a queued write, a feature turned off — so the rest of the system keeps operating on the assumption that this dependency might not respond.

  5. 05RecoveryDefined restore path

    The dependency is restored through a path decided in advance: retried, replaced, or failed over, in the order its own dependencies actually require rather than the order a diagram happens to list them.

  6. 06ValidationVerified before reopening

    The recovered component is checked against real signals before traffic returns to it in full. Reopening an unverified path turns one failure into two.

OutcomeThe dependency is back, the boundary that contained it held, and the system was never wrong for longer than detection allowed.

How long each stage actually takes depends entirely on your architecture and its dependencies — which is why the sequence is shown and no numbers are attached to it.

06Data Ownership

Know who owns the truth

Clear data ownership reduces duplication, ambiguity, and hidden coupling as a system grows. Select an entity for its owner and everything downstream of it.

Source of truth

Identity & Customer Service

Consumers
  • Orders
  • Support
  • Billing
  • Marketing
APIs
  • GET /customers/:id
  • PATCH /customers/:id
Events
  • customer.created
  • customer.updated
Permissions

Read access is scoped per consuming service. Write access belongs to one service only.

StorageCustomer service's own store — the only place a customer record is written.

07Existing Systems

Architecture does not always mean starting over

Existing applications, databases, APIs, ERP systems, CRMs, legacy software, and cloud environments can become part of a stronger architecture.

YOUR ARCHITECTUREbuilt around what existsExisting AppsLegacy SystemsERPCRMDatabasesAPIsCloudAI Systems

Existing Apps

KeepsStay in place doing the job they already do, for the users who already depend on them.

LinkNew boundaries are drawn around them rather than through them, so what works today keeps working while the architecture changes.

Select any system to see what it keeps owning. Replace what needs replacing, preserve what still creates value — decided during research, not assumed here.

08Research First

Architecture starts with understanding

We do not begin by choosing microservices, Kubernetes, event-driven architecture, or a particular cloud. We first understand the system that needs to exist.

  1. 01

    Understand

    Business workflows, users, systems, and constraints — before anything is drawn.

  2. 02

    Map

    Dependencies, data flows, ownership, and failure modes, as they actually exist today.

  3. 03

    Decide

    Make the architectural trade-offs explicit, and write down what was rejected and why.

  4. 04

    Validate

    Test assumptions against technical and operational reality before committing to them.

  5. 05

    Engineer

    Turn the architecture into production software, alongside the people who will own it.

09AI & Modern Systems

Architecture for systems that are becoming more intelligent

Modern systems increasingly combine applications, data, AI models, agents, retrieval, automation, and human decisions. Architecture keeps those components understandable and controllable, treated as components, not as a separate diagram.

Applications

Where people and other systems actually interact with what was built.

RelationshipEverything below exists to make this layer trustworthy — it is the one users experience directly, and the one every other layer's failure eventually surfaces through.

10Engagement Model

Architecture as part of the engineering journey

Architecture can be the focus of a defined initiative, or the foundation of a larger engineering engagement. Neither is a fixed package. Scope depends on the system and the business requirement.

Project Engagement

For a defined architecture assessment, greenfield system, modernization initiative, or new platform.

  1. Research
  2. Architecture
  3. Engineering
  4. Deploy

Engineering Retainer

For organizations that need architecture to keep evolving alongside production systems.

  1. Observe
  2. Improve
  3. Extend
  4. Evolve

No fixed packages, no predefined architecture templates. Both start with the same conversation about your system, and what the engagement contains is decided from what that conversation finds.

11What The Engagement Can Produce

Architecture that can actually be built

Actual outputs depend on the problem, the existing environment, and the scope of the engagement. This is not a menu, and nothing here is committed to before the research is done.

01

System Architecture

The full structural design: boundaries, services, data ownership, and the trade-offs behind each decision.

02

Architecture Decision Records

Why each major decision was made, and what alternative was rejected, so the reasoning survives the people who made it.

03

System Boundary Definition

What belongs inside each service, and what deliberately stays outside it.

04

Data Flow Architecture

How information moves through the system, and who owns it at each point.

05

API Architecture

The contracts services and external systems are allowed to depend on.

06

Integration Architecture

How existing systems connect without becoming uncontrolled dependencies.

07

Security Boundaries

Identity, access, and trust boundaries defined at the layer they belong to.

08

Failure & Recovery Design

How failures are contained, detected, and recovered from, and the path back to normal operation.

09

Technical Documentation

What the system does, what it assumes, and what a new engineer needs to work on it safely.

12Common Questions

Questions worth asking

Yes. We assess what already exists before deciding whether to improve, replace, isolate, or extend it.

Open a question to see which part of the architecture it is actually about.

13Start With The System

Have a system that needs a stronger foundation?

Tell us what you are building, changing, or struggling to scale. We'll understand the existing system first and determine what architecture actually makes sense.

Start a conversationLet's talk