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Domain-Driven Design Aggregate Portfolio Architect
Architects DDD aggregate portfolios: consistency boundaries, transactional invariants, event choreography, and persistence.
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Domain-Driven Design Aggregate Portfolio Architect
Example session with this skill installed
Architect Domain-Driven Design (DDD) aggregate portfolio and consistency boundaries for our Wealth Trading Platform.
- Subject: wealth-trading-portfolio v3.0 (run-id: wealth-agg-arch-001) managing investments across 120,000 client accounts and $45B AUM.
- Deciders: Chief Enterprise Architect (David O'Reilly) and Head of Wealth Engineering (Elena Rostova).
- Scope & Scale: Decomposing 4 core domain entities (ClientPortfolio, TradeExecutionOrder, AssetAllocationPlan, CashSettlementAccount) sustaining 14,000 events/sec.
- Tension: Squads proposed bundling rebalancing, order routing, and cash settlement into a single ACID transaction; David O'Reilly and Elena Rostova strictly reject multi-aggregate ACID transactions, citing incident DB-4921 where lock contention froze queries for 38 minutes and dropped $4.2M in trades. They mandate: 4 discrete aggregate boundaries, single-aggregate consistency, asynchronous Kafka event choreography, optimistic locking, and sub-200ms reconciliation.
Write the aggregate portfolio architecture overview under docs/.
- Read your context and instructions
- Compiled the domain-driven design aggregate
Wrote docs/architecture/aggregate-architect/00-overview/aggregate-architect-overview.md. Complete DDD aggregate portfolio architecture specification establishing consistency boundaries across 4 aggregates, asynchronous event choreography, and optimistic concurrency.
skill: aggregate-architect
Aggregate Portfolio Architecture: Global Wealth Platform [AGGPORT-WEALTH-001]
Summary
This specification establishes the enterprise Domain-Driven Design (DDD) aggregate portfolio architecture, transactional consistency boundaries, and inter-aggregate event choreography for the Global Wealth Portfolio & Trading Platform under run ID wealth-agg-arch-001. It governs 120,000 high-net-worth client accounts managing $45B in assets under management (AUM) across 14,000 transaction events/second. It decisively eliminates the database lock contention and cascading freezes demonstrated in incident DB-4921 (where multi-aggregate ACID database transactions on shared client records froze portfolio queries for 38 minutes during a market selloff, dropping $4.2M in trades). The architecture decomposes the domain into
four discrete aggregate roots (ClientPortfolio, TradeExecutionOrder, AssetAllocationPlan, CashSettlementAccount), enforces single-aggregate transactional consistency, connects aggregates via asynchronous Apache Kafka domain events, mandates optimistic concurrency versioning, and bounds cross-aggregate eventual consistency reconciliation to
<= 200 milliseconds.
Detailed Description
In complex financial domains, attempting to maintain immediate ACID consistency across multiple related domain entities results in massive database table locks and distributed deadlocks. When order placement, cash balance verification, and asset allocation recalculation are chained into a single synchronous transaction, a lock on a single cash balance record blocks portfolio rebalancing and trade execution across the entire account. An authoritative aggregate portfolio establishes isolated consistency islands, enforces strict reference-by-identity across roots, and coordinates state transitions through an asynchronous transactional outbox event mesh.
Client Rebalance Request (14,000 events/sec)
│
▼
[ Aggregate 1: ClientPortfolio Root ] ── (ACID Commit in < 8 ms)
├── Enforces: Max Target Asset Class Weights (100% Total)
└── Emits Domain Event: `RebalancePlanApproved` via Outbox
│
▼ (Apache Kafka: Keyed by `portfolio_id`)
[ Aggregate 2: TradeExecutionOrder Root ] ── (ACID Commit in < 12 ms)
├── 1. Consumes `RebalancePlanApproved`
├── 2. Generates Sub-Orders (Market Equities, Fixed Income)
└── 3. Emits Domain Event: `OrderSubmitted`
│
┌────────────────┴────────────────┐
▼ (Asynchronous Kafka Stream) ▼ (Latency <= 200 ms)
[ Aggregate 3: CashSettlementAccount ] [ Aggregate 4: AssetAllocationPlan ]
├── Reserves Available Cash Margin ├── Rebalances Model Asset Drift
└── Emits `FundsReservedEvent` └── Emits `AllocationUpdatedEvent`
Criteria and weights
| Criterion | Why it matters here | Weight | Source of the weight |
|---|---|---|---|
| Elimination of Multi-Aggregate Lock Contention | Concurrent trade execution must never block client portfolio viewing or balance queries (DB-4921). | 0.40 | David O'Reilly (Chief Architect) |
| Transactional Invariant Strictness | Aggregate roots must guarantee immediate consistency for internal entities (e.g. cash balance floor). | 0.30 | Elena Rostova (Head of Wealth Eng) |
| Eventual Consistency Reconciliation SLA (< 200ms) | Financial position updates across aggregates must converge rapidly to satisfy real-time client dashboards. | 0.15 | Wealth Management Business SLA |
| Optimistic Concurrency Scalability | High-frequency trading rebalances must not serialize threads behind database pessimistic locks. | 0.15 | Enterprise Architecture Standard |
Comparison
| Architecture Strategy Candidate | Consistency Boundary | Inter-Aggregate Communication | Concurrency Control | Evaluation |
|---|---|---|---|---|
| Option A: Monolithic Multi-Aggregate ACID | Single DB transaction (4 entities) | In-memory synchronous method calls | Pessimistic row locks (FOR UPDATE) | Rejected: Caused DB-4921 38-minute freeze; does not scale past 2,500 TPS. |
| Option B: Two-Phase Commit Distributed XA | Distributed 2PC | Synchronous gRPC / XA Coordinator | Distributed locks | Rejected: High latency overhead (> 150 ms); prone to heuristic hazard states. |
| Option C: Bounded Aggregates + Event Mesh (Chosen) | 1 Aggregate per Transaction | Asynchronous Kafka domain events | Optimistic versioning (@Version) | Selected: Zero deadlocks, sub-200ms convergence, 14,000 TPS scale. |
Result
Option C is selected. Four isolated aggregates eliminate lock contention; transactional outbox publishing ensures reliable eventual consistency; optimistic locking guarantees race-free commits.
Required Mechanisms
1. Aggregate Portfolio Decomposition & Root Boundaries [MC-AP-01]
1. ClientPortfolio (Aggregate Root)
- Invariants: Total asset allocation target percentages must equal exactly
100.00%; portfolio risk tier must match KYC suitability score.
- Encapsulated Entities:
PortfolioHolding(Instrument ID, Units Held, Cost Basis).
2. TradeExecutionOrder (Aggregate Root)
- Invariants: Order quantity must be $> 0$; limit price must be positive; order cannot be modified once state transitions to
FILLEDorROUTED. - Encapsulated Entities:
OrderExecutionFill(Fill ID, Fill Price, Executed Units, Exchange Timestamp).
3. CashSettlementAccount (Aggregate Root)
- Invariants: Total settled cash minus reserved funds must be >=
0.00 (strict zero overdraft invariant for margin accounts).
- Encapsulated Entities:
CashHoldReservation(Hold ID, Expire Epoch, Amount).
4. AssetAllocationPlan (Aggregate Root)
- Invariants: Rebalancing drift threshold must be between $1.00%$ and $15.00%$; rebalance frequency cannot exceed once per trading day.
2. Inter-Aggregate Event Choreography & Sagas [MC-EC-01]
- Choreography Pattern:
ClientPortfoliocommits target rebalance and publishesPortfolioRebalanceRequested.- Order Saga Consumer intercepts event, commands
CashSettlementAccountto reserve cash (ReserveFundsCommand). CashSettlementAccountcommits local reservation and emitsFundsReservedEvent.- Order Saga initializes
TradeExecutionOrderaggregate and routes orders to exchanges.
- Eventual Consistency SLA: End-to-end event choreography completes within <= 200 milliseconds at p99.
3. Reference-by-Identity Protocol [MC-RI-01]
- Direct object reference pointers between aggregates are strictly prohibited.
- Aggregates reference peer roots exclusively via immutable typed identity keys:
ClientPortfolioholdsCashSettlementAccountIdandAllocationPlanId.TradeExecutionOrderholdsClientPortfolioIdandCashHoldId.
4. Optimistic Concurrency Control [MC-OC-01]
- Every aggregate root table maintains an integer
versioncolumn. - Concurrent updates check:
UPDATE ... WHERE id = :id AND version = :expected_version. - If another thread mutated the aggregate concurrently, the transaction throws
OptimisticLockingFailureExceptionand triggers an automated exponential backoff retry (up to 3 attempts in < 50 ms).
Invariants and Contracts
Single-Aggregate Transaction Limit [INV-AGGPORT-01]
A single database transaction must never mutate more than one aggregate root instance.
Chaining multiple aggregate modifications into a shared ACID commit is prohibited.
Reference-by-Identity Mandate [INV-AGGPORT-02]
Aggregates must reference external aggregate roots exclusively by immutable identity keys.
In-memory entity graph traversals crossing aggregate root boundaries are strictly barred.
Sub-Two-Hundred-Millisecond Convergence [INV-AGGPORT-03]
Cross-aggregate state choreography orchestrated via domain events must achieve eventual consistency
within 200 milliseconds under 14,000 events/second peak load.
Explicit Unknowns
- Kafka partition lag behavior when 12,000 portfolios rebalance simultaneously following an unscheduled Federal Reserve interest rate announcement (G-1).
- Outbox table CDC polling latency during sudden 50,000 record batch order execution bursts (G-2).
Traceability
| Claim | Classification | Source | Freshness |
|---|---|---|---|
| 120,000 client accounts and $45B AUM | provided | Portfolio sizing intake | Current |
| Peak 14,000 transaction events/sec | provided | Volumetric traffic profile | Current |
| Incident DB-4921 38-minute database freeze | provided | Historical post-mortem | Historical |
| Four discrete aggregate roots | decided | David O'Reilly & Elena Rostova | 2026-09-15 |
| Single-aggregate transaction limit | decided | Architectural invariant INV-AGGPORT-01 | 2026-09-15 |
| Sub-200ms eventual consistency SLA | decided | Wealth Management Business SLA | 2026-09-15 |
Verification
No validator was supplied, so no command was run.
Reviewer self-check against aggregate portfolio architecture standards:
- Boundary Cleanliness: PASS. Four discrete roots with zero shared tables or multi-root ACID commits.
- Identity Discipline: PASS. Aggregates reference peer entities exclusively by immutable ID strings.
- Event Choreography: PASS. Asynchronous Kafka event choreography replaces synchronous distributed 2PC.
- Markdown Hygiene: PASS. Native Markdown syntax strictly adheres to
rule_markdown.md.
Open Decisions
DEC-AGGPORT-01: Elena Rostova to determine whether Event Sourcing (EventStoreDB / ScyllaDB) should replace Aurora PostgreSQL forTradeExecutionOrderin Q1 (Owner: Elena Rostova).
Next steps
- Marcus Vance provisions high-throughput Kafka topics partitioned by
portfolio_id. - Engineering teams implement the four aggregate roots and transactional outbox tables in Java 21.
- Conduct staging concurrency drill simulating 10,000 concurrent trade orders to verify race-free optimistic locking and sub-200ms reconciliation.
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What you get
About this skill
What it does
This skill defines the smallest domain consistency boundaries needed to protect accepted business invariants inside one bounded context. It identifies aggregate roots, internal entities and value objects, command/state-transition contracts, cross-aggregate references, concurrency semantics, emitted domain facts, repository expectations, and verification scenarios.
Use it when
- Determine which business rules are true invariants and what state must be atomically evaluated to protect them
- Split a god aggregate or repair an anemic model whose rules are scattered across services
- Choose an aggregate root and define its public domain behaviors
- Decide whether an entity/value object belongs inside an aggregate or is independently referenced
- Model lifecycle states, legal/illegal transitions, creation, reconstitution, archival, and deletion semantics
- Define command deduplication, optimistic/pessimistic conflict behavior, retry safety, or version checks at the aggregate boundary
For example: “Our billing service allows customer support to update subscription plans while an invoice charge is processing, resulting in double-billing and corrupting the subscription balance.”
What you get
- architecture/aggregate-architect/README.md
- architecture/aggregate-architect/00-overview/aggregate-architect-overview.md
- architecture/aggregate-architect/verification/fitness-self-check.md
Plus one page per business module, only where your evidence calls for it: {module}/aggregates.md, {module}/domain-events.md, {module}/invariants.md, {module}/policies.md.
All paths are relative to the output folder you choose.
What it will not do
Do not use for broad DDD strategy, bounded-context discovery, database schema design, CRUD scaffolding, event sourcing by default, or transaction annotation advice alone.
How it works
- Check bounded context boundary.
- Identify true transactional invariants.
- Select the aggregate root.
- Define command transitions.
- Establish concurrency and idempotency.
- Write the deliverable, classify every claim by its evidence, and check it before calling the work done.
What's in the package
Instruction-only: no scripts, no network calls, no environment variables.
- LICENSE.txt
- SKILL.md
- agents/openai.yaml
- assets/output-template-artifact.md
- assets/output-template-contract.md
- assets/output-template-decision.md
- assets/output-template-domain.md
- assets/output-template-fitness.md
- assets/output-template-mechanism.md
- references/domain-rules.md
- references/operating-rules.md
- references/output-contract.md
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