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saga-orchestration

Patterns for managing distributed transactions and long-running business processes.

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Install

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Git git clone https://github.com/sickn33/agentic-awesome-skills.git

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Skill manifest

Saga Orchestration

Patterns for managing distributed transactions and long-running business processes.

Do not use this skill when

  • The task is unrelated to saga orchestration
  • You need a different domain or tool outside this scope

Instructions

  • Clarify goals, constraints, and required inputs.
  • Apply relevant best practices and validate outcomes.
  • Provide actionable steps and verification.
  • If detailed examples are required, open resources/implementation-playbook.md.

Use this skill when

  • Coordinating multi-service transactions
  • Implementing compensating transactions
  • Managing long-running business workflows
  • Handling failures in distributed systems
  • Building order fulfillment processes
  • Implementing approval workflows

Core Concepts

1. Saga Types

Choreography                    Orchestration
┌─────┐  ┌─────┐  ┌─────┐     ┌─────────────┐
│Svc A│─►│Svc B│─►│Svc C│     │ Orchestrator│
└─────┘  └─────┘  └─────┘     └──────┬──────┘
   │        │        │               │
   ▼        ▼        ▼         ┌─────┼─────┐
 Event    Event    Event       ▼     ▼     ▼
                            ┌────┐┌────┐┌────┐
                            │Svc1││Svc2││Svc3│
                            └────┘└────┘└────┘

2. Saga Execution States

State Description
Started Saga initiated
Pending Waiting for step completion
Compensating Rolling back due to failure
Completed All steps succeeded
Failed Saga failed after compensation

Templates

Template 1: Saga Orchestrator Base

from abc import ABC, abstractmethod
from dataclasses import dataclass, field
from enum import Enum
from typing import List, Dict, Any, Optional
from datetime import datetime
import uuid

class SagaState(Enum):
    STARTED = "started"
    PENDING = "pending"
    COMPENSATING = "compensating"
    COMPLETED = "completed"
    FAILED = "failed"


@dataclass
class SagaStep:
    name: str
    action: str
    compensation: str
    status: str = "pending"
    result: Optional[Dict] = None
    error: Optional[str] = None
    executed_at: Optional[datetime] = None
    compensated_at: Optional[datetime] = None


@dataclass
class Saga:
    saga_id: str
    saga_type: str
    state: SagaState
    data: Dict[str, Any]
    steps: List[SagaStep]
    current_step: int = 0
    created_at: datetime = field(default_factory=datetime.utcnow)
    updated_at: datetime = field(default_factory=datetime.utcnow)


class SagaOrchestrator(ABC):
    """Base class for saga orchestrators."""

    def __init__(self, saga_store, event_publisher):
        self.saga_store = saga_store
        self.event_publisher = event_publisher

    @abstractmethod
    def define_steps(self, data: Dict) -> List[SagaStep]:
        """Define the saga steps."""
        pass

    @property
    @abstractmethod
    def saga_type(self) -> str:
        """Unique saga type identifier."""
        pass

    async def start(self, data: Dict) -> Saga:
        """Start a new saga."""
        saga = Saga(
            saga_id=str(uuid.uuid4()),
            saga_type=self.saga_type,
            state=SagaState.STARTED,
            data=data,
            steps=self.define_steps(data)
        )
        await self.saga_store.save(saga)
        await self._execute_next_step(saga)
        return saga

    async def handle_step_completed(self, saga_id: str, step_name: str, result: Dict):
        """Handle successful step completion."""
        saga = await self.saga_store.get(saga_id)

        # Update step
        for step in saga.steps:
            if step.name == step_name:
                step.status = "completed"
                step.result = result
                step.executed_at = datetime.utcnow()
                break

        saga.current_step += 1
        saga.updated_at = datetime.utcnow()

        # Check if saga is complete
        if saga.current_step >= len(saga.steps):
            saga.state = SagaState.COMPLETED
            await self.saga_store.save(saga)
            await self._on_saga_completed(saga)
        else:
            saga.state = SagaState.PENDING
            await self.saga_store.save(saga)
            await self._execute_next_step(saga)

    async def handle_step_failed(self, saga_id: str, step_name: str, error: str):
        """Handle step failure - start compensation."""
        saga = await self.saga_store.get(saga_id)

        # Mark step as failed
        for step in saga.steps:
            if step.name == step_name:
                step.status = "failed"
                step.error = error
                break

        saga.state = SagaState.COMPENSATING
        saga.updated_at = datetime.utcnow()
        await self.saga_store.save(saga)

        # Start compensation from current step backwards
        await self._compensate(saga)

    async def _execute_next_step(self, saga: Saga):
        """Execute the next step in the saga."""
        if saga.current_step >= len(saga.steps):
            return

        step = saga.steps[saga.current_step]
        step.status = "executing"
        await self.saga_store.save(saga)

        # Publish command to execute step
        await self.event_publisher.publish(
            step.action,
            {
                "saga_id": saga.saga_id,
                "step_name": step.name,
                **saga.data
            }
        )

    async def _compensate(self, saga: Saga):
        """Execute compensation for completed steps."""
        # Compensate in reverse order
        for i in range(saga.current_step - 1, -1, -1):
            step = saga.steps[i]
            if step.status == "completed":
                step.status = "compensating"
                await self.saga_store.save(saga)

                await self.event_publisher.publish(
                    step.compensation,
                    {
                        "saga_id": saga.saga_id,
                        "step_name": step.name,
                        "original_result": step.result,
                        **saga.data
                    }
                )

    async def handle_compensation_completed(self, saga_id: str, step_name: str):
        """Handle compensation completion."""
        saga = await self.saga_store.get(saga_id)

        for step in saga.steps:
            if step.name == step_name:
                step.status = "compensated"
                step.compensated_at = datetime.utcnow()
                break

        # Check if all compensations complete
        all_compensated = all(
            s.status in ("compensated", "pending", "failed")
            for s in saga.steps
        )

        if all_compensated:
            saga.state = SagaState.FAILED
            await self._on_saga_failed(saga)

        await self.saga_store.save(saga)

    async def _on_saga_completed(self, saga: Saga):
        """Called when saga completes successfully."""
        await self.event_publisher.publish(
            f"{self.saga_type}Completed",
            {"saga_id": saga.saga_id, **saga.data}
        )

    async def _on_saga_failed(self, saga: Saga):
        """Called when saga fails after compensation."""
        await self.event_publisher.publish(
            f"{self.saga_type}Failed",
            {"saga_id": saga.saga_id, "error": "Saga failed", **saga.data}
        )

Template 2: Order Fulfillment Saga

class OrderFulfillmentSaga(SagaOrchestrator):
    """Orchestrates order fulfillment across services."""

    @property
    def saga_type(self) -> str:
        return "OrderFulfillment"

    def define_steps(self, data: Dict) -> List[SagaStep]:
        return [
            SagaStep(
                name="reserve_inventory",
                action="InventoryService.ReserveItems",
                compensation="InventoryService.ReleaseReservation"
            ),
            SagaStep(
                name="process_payment",
                action="PaymentService.ProcessPayment",
                compensation="PaymentService.RefundPayment"
            ),
            SagaStep(
                name="create_shipment",
                action="ShippingService.CreateShipment",
                compensation="ShippingService.CancelShipment"
            ),
            SagaStep(
                name="send_confirmation",
                action="NotificationService.SendOrderConfirmation",
                compensation="NotificationService.SendCancellationNotice"
            )
        ]


# Usage
async def create_order(order_data: Dict):
    saga = OrderFulfillmentSaga(saga_store, event_publisher)
    return await saga.start({
        "order_id": order_data["order_id"],
        "customer_id": order_data["customer_id"],
        "items": order_data["items"],
        "payment_method": order_data["payment_method"],
        "shipping_address": order_data["shipping_address"]
    })


# Event handlers in each service
class InventoryService:
    async def handle_reserve_items(self, command: Dict):
        try:
            # Reserve inventory
            reservation = await self.reserve(
                command["items"],
                command["order_id"]
            )
            # Report success
            await self.event_publisher.publish(
                "SagaStepCompleted",
                {
                    "saga_id": command["saga_id"],
                    "step_name": "reserve_inventory",
                    "result": {"reservation_id": reservation.id}
                }
            )
        except InsufficientInventoryError as e:
            await self.event_publisher.publish(
                "SagaStepFailed",
                {
                    "saga_id": command["saga_id"],
                    "step_name": "reserve_inventory",
                    "error": str(e)
                }
            )

    async def handle_release_reservation(self, command: Dict):
        # Compensating action
        await self.release_reservation(
            command["original_result"]["reservation_id"]
        )
        await self.event_publisher.publish(
            "SagaCompensationCompleted",
            {
                "saga_id": command["saga_id"],
                "step_name": "reserve_inventory"
            }
        )

Template 3: Choreography-Based Saga

from dataclasses import dataclass
from typing import Dict, Any
import asyncio

@dataclass
class SagaContext:
    """Passed through choreographed saga events."""
    saga_id: str
    step: int
    data: Dict[str, Any]
    completed_steps: list


class OrderChoreographySaga:
    """Choreography-based saga using events."""

    def __init__(self, event_bus):
        self.event_bus = event_bus
        self._register_handlers()

    def _register_handlers(self):
        self.event_bus.subscribe("OrderCreated", self._on_order_created)
        self.event_bus.subscribe("InventoryReserved", self._on_inventory_reserved)
        self.event_bus.subscribe("PaymentProcessed", self._on_payment_processed)
        self.event_bus.subscribe("ShipmentCreated", self._on_shipment_created)

        # Compensation handlers
        self.event_bus.subscribe("PaymentFailed", self._on_payment_failed)
        self.event_bus.subscribe("ShipmentFailed", self._on_shipment_failed)

    async def _on_order_created(self, event: Dict):
        """Step 1: Order created, reserve inventory."""
        await self.event_bus.publish("ReserveInventory", {
            "saga_id": event["order_id"],
            "order_id": event["order_id"],
            "items": event["items"]
        })

    async def _on_inventory_reserved(self, event: Dict):
        """Step 2: Inventory reserved, process payment."""
        await self.event_bus.publish("ProcessPayment", {
            "saga_id": event["saga_id"],
            "order_id": event["order_id"],
            "amount": event["total_amount"],
            "reservation_id": event["reservation_id"]
        })

    async def _on_payment_processed(self, event: Dict):
        """Step 3: Payment done, create shipment."""
        await self.event_bus.publish("CreateShipment", {
            "saga_id": event["saga_id"],
            "order_id": event["order_id"],
            "payment_id": event["payment_id"]
        })

    async def _on_shipment_created(self, event: Dict):
        """Step 4: Complete - send confirmation."""
        await self.event_bus.publish("OrderFulfilled", {
            "saga_id": event["saga_id"],
            "order_id": event["order_id"],
            "tracking_number": event["tracking_number"]
        })

    # Compensation handlers
    async def _on_payment_failed(self, event: Dict):
        """Payment failed - release inventory."""
        await self.event_bus.publish("ReleaseInventory", {
            "saga_id": event["saga_id"],
            "reservation_id": event["reservation_id"]
        })
        await self.event_bus.publish("OrderFailed", {
            "order_id": event["order_id"],
            "reason": "Payment failed"
        })

    async def _on_shipment_failed(self, event: Dict):
        """Shipment failed - refund payment and release inventory."""
        await self.event_bus.publish("RefundPayment", {
            "saga_id": event["saga_id"],
            "payment_id": event["payment_id"]
        })
        await self.event_bus.publish("ReleaseInventory", {
            "saga_id": event["saga_id"],
            "reservation_id": event["reservation_id"]
        })

Template 4: Saga with Timeouts

class TimeoutSagaOrchestrator(SagaOrchestrator):
    """Saga orchestrator with step timeouts."""

    def __init__(self, saga_store, event_publisher, scheduler):
        super().__init__(saga_store, event_publisher)
        self.scheduler = scheduler

    async def _execute_next_step(self, saga: Saga):
        if saga.current_step >= len(saga.steps):
            return

        step = saga.steps[saga.current_step]
        step.status = "executing"
        step.timeout_at = datetime.utcnow() + timedelta(minutes=5)
        await self.saga_store.save(saga)

        # Schedule timeout check
        await self.scheduler.schedule(
            f"saga_timeout_{saga.saga_id}_{step.name}",
            self._check_timeout,
            {"saga_id": saga.saga_id, "step_name": step.name},
            run_at=step.timeout_at
        )

        await self.event_publisher.publish(
            step.action,
            {"saga_id": saga.saga_id, "step_name": step.name, **saga.data}
        )

    async def _check_timeout(self, data: Dict):
        """Check if step has timed out."""
        saga = await self.saga_store.get(data["saga_id"])
        step = next(s for s in saga.steps if s.name == data["step_name"])

        if step.status == "executing":
            # Step timed out - fail it
            await self.handle_step_failed(
                data["saga_id"],
                data["step_name"],
                "Step timed out"
            )

Durable Execution Alternative

The templates above build saga infrastructure from scratch — saga stores, event publishers, compensation tracking. Durable execution frameworks (like DBOS) eliminate much of this boilerplate: the workflow runtime automatically persists state to a database, retries failed steps, and resumes from the last checkpoint after crashes. Instead of building a SagaOrchestrator base class, you write a workflow function with steps — the framework handles persistence, crash recovery, and exactly-once execution semantics. Consider durable execution when you want saga-like reliability without managing the coordination infrastructure yourself.

Best Practices

Do's

  • Make steps idempotent - Safe to retry
  • Design compensations carefully - They must work
  • Use correlation IDs - For tracing across services
  • Implement timeouts - Don't wait forever
  • Log everything - For debugging failures

Don'ts

  • Don't assume instant completion - Sagas take time
  • Don't skip compensation testing - Most critical part
  • Don't couple services - Use async messaging
  • Don't ignore partial failures - Handle gracefully

Related Skills

Works well with: event-sourcing-architect, workflow-automation, dbos-*

Resources

Limitations

  • Use this skill only when the task clearly matches the scope described above.
  • Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
  • Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.
Files (agentic-awesome-skills)
  • resources
    • implementation-playbook.md 859 B
      # Saga Orchestration Playbook
      
      ## When to choose orchestration vs choreography
      
      - Choose orchestration when business flow visibility and centralized control are required.
      - Choose choreography when autonomy is high and coupling is low.
      
      ## Saga design checklist
      
      - Define explicit saga state machine.
      - Define timeout policy per step.
      - Define compensation action for each irreversible step.
      - Use idempotency keys for command handling.
      - Store correlation IDs across all events and logs.
      
      ## Failure handling
      
      - Retry transient failures with bounded exponential backoff.
      - Escalate non-recoverable failures to compensation state.
      - Capture operator-visible failure reason and current step.
      
      ## Verification
      
      - Simulate failure at every step and confirm compensation path.
      - Validate duplicate message handling.
      - Validate recovery from orchestrator restart.
      
  • SKILL.md 16.9 KB
    ---
    name: saga-orchestration
    description: "Patterns for managing distributed transactions and long-running business processes."
    risk: critical
    source: community
    date_added: "2026-02-27"
    ---
    
    # Saga Orchestration
    
    Patterns for managing distributed transactions and long-running business processes.
    
    ## Do not use this skill when
    
    - The task is unrelated to saga orchestration
    - You need a different domain or tool outside this scope
    
    ## Instructions
    
    - Clarify goals, constraints, and required inputs.
    - Apply relevant best practices and validate outcomes.
    - Provide actionable steps and verification.
    - If detailed examples are required, open `resources/implementation-playbook.md`.
    
    ## Use this skill when
    
    - Coordinating multi-service transactions
    - Implementing compensating transactions
    - Managing long-running business workflows
    - Handling failures in distributed systems
    - Building order fulfillment processes
    - Implementing approval workflows
    
    ## Core Concepts
    
    ### 1. Saga Types
    
    ```
    Choreography                    Orchestration
    ┌─────┐  ┌─────┐  ┌─────┐     ┌─────────────┐
    │Svc A│─►│Svc B│─►│Svc C│     │ Orchestrator│
    └─────┘  └─────┘  └─────┘     └──────┬──────┘
       │        │        │               │
       ▼        ▼        ▼         ┌─────┼─────┐
     Event    Event    Event       ▼     ▼     ▼
                                ┌────┐┌────┐┌────┐
                                │Svc1││Svc2││Svc3│
                                └────┘└────┘└────┘
    ```
    
    ### 2. Saga Execution States
    
    | State            | Description                    |
    | ---------------- | ------------------------------ |
    | **Started**      | Saga initiated                 |
    | **Pending**      | Waiting for step completion    |
    | **Compensating** | Rolling back due to failure    |
    | **Completed**    | All steps succeeded            |
    | **Failed**       | Saga failed after compensation |
    
    ## Templates
    
    ### Template 1: Saga Orchestrator Base
    
    ```python
    from abc import ABC, abstractmethod
    from dataclasses import dataclass, field
    from enum import Enum
    from typing import List, Dict, Any, Optional
    from datetime import datetime
    import uuid
    
    class SagaState(Enum):
        STARTED = "started"
        PENDING = "pending"
        COMPENSATING = "compensating"
        COMPLETED = "completed"
        FAILED = "failed"
    
    
    @dataclass
    class SagaStep:
        name: str
        action: str
        compensation: str
        status: str = "pending"
        result: Optional[Dict] = None
        error: Optional[str] = None
        executed_at: Optional[datetime] = None
        compensated_at: Optional[datetime] = None
    
    
    @dataclass
    class Saga:
        saga_id: str
        saga_type: str
        state: SagaState
        data: Dict[str, Any]
        steps: List[SagaStep]
        current_step: int = 0
        created_at: datetime = field(default_factory=datetime.utcnow)
        updated_at: datetime = field(default_factory=datetime.utcnow)
    
    
    class SagaOrchestrator(ABC):
        """Base class for saga orchestrators."""
    
        def __init__(self, saga_store, event_publisher):
            self.saga_store = saga_store
            self.event_publisher = event_publisher
    
        @abstractmethod
        def define_steps(self, data: Dict) -> List[SagaStep]:
            """Define the saga steps."""
            pass
    
        @property
        @abstractmethod
        def saga_type(self) -> str:
            """Unique saga type identifier."""
            pass
    
        async def start(self, data: Dict) -> Saga:
            """Start a new saga."""
            saga = Saga(
                saga_id=str(uuid.uuid4()),
                saga_type=self.saga_type,
                state=SagaState.STARTED,
                data=data,
                steps=self.define_steps(data)
            )
            await self.saga_store.save(saga)
            await self._execute_next_step(saga)
            return saga
    
        async def handle_step_completed(self, saga_id: str, step_name: str, result: Dict):
            """Handle successful step completion."""
            saga = await self.saga_store.get(saga_id)
    
            # Update step
            for step in saga.steps:
                if step.name == step_name:
                    step.status = "completed"
                    step.result = result
                    step.executed_at = datetime.utcnow()
                    break
    
            saga.current_step += 1
            saga.updated_at = datetime.utcnow()
    
            # Check if saga is complete
            if saga.current_step >= len(saga.steps):
                saga.state = SagaState.COMPLETED
                await self.saga_store.save(saga)
                await self._on_saga_completed(saga)
            else:
                saga.state = SagaState.PENDING
                await self.saga_store.save(saga)
                await self._execute_next_step(saga)
    
        async def handle_step_failed(self, saga_id: str, step_name: str, error: str):
            """Handle step failure - start compensation."""
            saga = await self.saga_store.get(saga_id)
    
            # Mark step as failed
            for step in saga.steps:
                if step.name == step_name:
                    step.status = "failed"
                    step.error = error
                    break
    
            saga.state = SagaState.COMPENSATING
            saga.updated_at = datetime.utcnow()
            await self.saga_store.save(saga)
    
            # Start compensation from current step backwards
            await self._compensate(saga)
    
        async def _execute_next_step(self, saga: Saga):
            """Execute the next step in the saga."""
            if saga.current_step >= len(saga.steps):
                return
    
            step = saga.steps[saga.current_step]
            step.status = "executing"
            await self.saga_store.save(saga)
    
            # Publish command to execute step
            await self.event_publisher.publish(
                step.action,
                {
                    "saga_id": saga.saga_id,
                    "step_name": step.name,
                    **saga.data
                }
            )
    
        async def _compensate(self, saga: Saga):
            """Execute compensation for completed steps."""
            # Compensate in reverse order
            for i in range(saga.current_step - 1, -1, -1):
                step = saga.steps[i]
                if step.status == "completed":
                    step.status = "compensating"
                    await self.saga_store.save(saga)
    
                    await self.event_publisher.publish(
                        step.compensation,
                        {
                            "saga_id": saga.saga_id,
                            "step_name": step.name,
                            "original_result": step.result,
                            **saga.data
                        }
                    )
    
        async def handle_compensation_completed(self, saga_id: str, step_name: str):
            """Handle compensation completion."""
            saga = await self.saga_store.get(saga_id)
    
            for step in saga.steps:
                if step.name == step_name:
                    step.status = "compensated"
                    step.compensated_at = datetime.utcnow()
                    break
    
            # Check if all compensations complete
            all_compensated = all(
                s.status in ("compensated", "pending", "failed")
                for s in saga.steps
            )
    
            if all_compensated:
                saga.state = SagaState.FAILED
                await self._on_saga_failed(saga)
    
            await self.saga_store.save(saga)
    
        async def _on_saga_completed(self, saga: Saga):
            """Called when saga completes successfully."""
            await self.event_publisher.publish(
                f"{self.saga_type}Completed",
                {"saga_id": saga.saga_id, **saga.data}
            )
    
        async def _on_saga_failed(self, saga: Saga):
            """Called when saga fails after compensation."""
            await self.event_publisher.publish(
                f"{self.saga_type}Failed",
                {"saga_id": saga.saga_id, "error": "Saga failed", **saga.data}
            )
    ```
    
    ### Template 2: Order Fulfillment Saga
    
    ```python
    class OrderFulfillmentSaga(SagaOrchestrator):
        """Orchestrates order fulfillment across services."""
    
        @property
        def saga_type(self) -> str:
            return "OrderFulfillment"
    
        def define_steps(self, data: Dict) -> List[SagaStep]:
            return [
                SagaStep(
                    name="reserve_inventory",
                    action="InventoryService.ReserveItems",
                    compensation="InventoryService.ReleaseReservation"
                ),
                SagaStep(
                    name="process_payment",
                    action="PaymentService.ProcessPayment",
                    compensation="PaymentService.RefundPayment"
                ),
                SagaStep(
                    name="create_shipment",
                    action="ShippingService.CreateShipment",
                    compensation="ShippingService.CancelShipment"
                ),
                SagaStep(
                    name="send_confirmation",
                    action="NotificationService.SendOrderConfirmation",
                    compensation="NotificationService.SendCancellationNotice"
                )
            ]
    
    
    # Usage
    async def create_order(order_data: Dict):
        saga = OrderFulfillmentSaga(saga_store, event_publisher)
        return await saga.start({
            "order_id": order_data["order_id"],
            "customer_id": order_data["customer_id"],
            "items": order_data["items"],
            "payment_method": order_data["payment_method"],
            "shipping_address": order_data["shipping_address"]
        })
    
    
    # Event handlers in each service
    class InventoryService:
        async def handle_reserve_items(self, command: Dict):
            try:
                # Reserve inventory
                reservation = await self.reserve(
                    command["items"],
                    command["order_id"]
                )
                # Report success
                await self.event_publisher.publish(
                    "SagaStepCompleted",
                    {
                        "saga_id": command["saga_id"],
                        "step_name": "reserve_inventory",
                        "result": {"reservation_id": reservation.id}
                    }
                )
            except InsufficientInventoryError as e:
                await self.event_publisher.publish(
                    "SagaStepFailed",
                    {
                        "saga_id": command["saga_id"],
                        "step_name": "reserve_inventory",
                        "error": str(e)
                    }
                )
    
        async def handle_release_reservation(self, command: Dict):
            # Compensating action
            await self.release_reservation(
                command["original_result"]["reservation_id"]
            )
            await self.event_publisher.publish(
                "SagaCompensationCompleted",
                {
                    "saga_id": command["saga_id"],
                    "step_name": "reserve_inventory"
                }
            )
    ```
    
    ### Template 3: Choreography-Based Saga
    
    ```python
    from dataclasses import dataclass
    from typing import Dict, Any
    import asyncio
    
    @dataclass
    class SagaContext:
        """Passed through choreographed saga events."""
        saga_id: str
        step: int
        data: Dict[str, Any]
        completed_steps: list
    
    
    class OrderChoreographySaga:
        """Choreography-based saga using events."""
    
        def __init__(self, event_bus):
            self.event_bus = event_bus
            self._register_handlers()
    
        def _register_handlers(self):
            self.event_bus.subscribe("OrderCreated", self._on_order_created)
            self.event_bus.subscribe("InventoryReserved", self._on_inventory_reserved)
            self.event_bus.subscribe("PaymentProcessed", self._on_payment_processed)
            self.event_bus.subscribe("ShipmentCreated", self._on_shipment_created)
    
            # Compensation handlers
            self.event_bus.subscribe("PaymentFailed", self._on_payment_failed)
            self.event_bus.subscribe("ShipmentFailed", self._on_shipment_failed)
    
        async def _on_order_created(self, event: Dict):
            """Step 1: Order created, reserve inventory."""
            await self.event_bus.publish("ReserveInventory", {
                "saga_id": event["order_id"],
                "order_id": event["order_id"],
                "items": event["items"]
            })
    
        async def _on_inventory_reserved(self, event: Dict):
            """Step 2: Inventory reserved, process payment."""
            await self.event_bus.publish("ProcessPayment", {
                "saga_id": event["saga_id"],
                "order_id": event["order_id"],
                "amount": event["total_amount"],
                "reservation_id": event["reservation_id"]
            })
    
        async def _on_payment_processed(self, event: Dict):
            """Step 3: Payment done, create shipment."""
            await self.event_bus.publish("CreateShipment", {
                "saga_id": event["saga_id"],
                "order_id": event["order_id"],
                "payment_id": event["payment_id"]
            })
    
        async def _on_shipment_created(self, event: Dict):
            """Step 4: Complete - send confirmation."""
            await self.event_bus.publish("OrderFulfilled", {
                "saga_id": event["saga_id"],
                "order_id": event["order_id"],
                "tracking_number": event["tracking_number"]
            })
    
        # Compensation handlers
        async def _on_payment_failed(self, event: Dict):
            """Payment failed - release inventory."""
            await self.event_bus.publish("ReleaseInventory", {
                "saga_id": event["saga_id"],
                "reservation_id": event["reservation_id"]
            })
            await self.event_bus.publish("OrderFailed", {
                "order_id": event["order_id"],
                "reason": "Payment failed"
            })
    
        async def _on_shipment_failed(self, event: Dict):
            """Shipment failed - refund payment and release inventory."""
            await self.event_bus.publish("RefundPayment", {
                "saga_id": event["saga_id"],
                "payment_id": event["payment_id"]
            })
            await self.event_bus.publish("ReleaseInventory", {
                "saga_id": event["saga_id"],
                "reservation_id": event["reservation_id"]
            })
    ```
    
    ### Template 4: Saga with Timeouts
    
    ```python
    class TimeoutSagaOrchestrator(SagaOrchestrator):
        """Saga orchestrator with step timeouts."""
    
        def __init__(self, saga_store, event_publisher, scheduler):
            super().__init__(saga_store, event_publisher)
            self.scheduler = scheduler
    
        async def _execute_next_step(self, saga: Saga):
            if saga.current_step >= len(saga.steps):
                return
    
            step = saga.steps[saga.current_step]
            step.status = "executing"
            step.timeout_at = datetime.utcnow() + timedelta(minutes=5)
            await self.saga_store.save(saga)
    
            # Schedule timeout check
            await self.scheduler.schedule(
                f"saga_timeout_{saga.saga_id}_{step.name}",
                self._check_timeout,
                {"saga_id": saga.saga_id, "step_name": step.name},
                run_at=step.timeout_at
            )
    
            await self.event_publisher.publish(
                step.action,
                {"saga_id": saga.saga_id, "step_name": step.name, **saga.data}
            )
    
        async def _check_timeout(self, data: Dict):
            """Check if step has timed out."""
            saga = await self.saga_store.get(data["saga_id"])
            step = next(s for s in saga.steps if s.name == data["step_name"])
    
            if step.status == "executing":
                # Step timed out - fail it
                await self.handle_step_failed(
                    data["saga_id"],
                    data["step_name"],
                    "Step timed out"
                )
    ```
    
    ## Durable Execution Alternative
    
    The templates above build saga infrastructure from scratch — saga stores, event publishers, compensation tracking. **Durable execution frameworks** (like DBOS) eliminate much of this boilerplate: the workflow runtime automatically persists state to a database, retries failed steps, and resumes from the last checkpoint after crashes. Instead of building a `SagaOrchestrator` base class, you write a workflow function with steps — the framework handles persistence, crash recovery, and exactly-once execution semantics. Consider durable execution when you want saga-like reliability without managing the coordination infrastructure yourself.
    
    ## Best Practices
    
    ### Do's
    
    - **Make steps idempotent** - Safe to retry
    - **Design compensations carefully** - They must work
    - **Use correlation IDs** - For tracing across services
    - **Implement timeouts** - Don't wait forever
    - **Log everything** - For debugging failures
    
    ### Don'ts
    
    - **Don't assume instant completion** - Sagas take time
    - **Don't skip compensation testing** - Most critical part
    - **Don't couple services** - Use async messaging
    - **Don't ignore partial failures** - Handle gracefully
    
    ## Related Skills
    
    Works well with: `event-sourcing-architect`, `workflow-automation`, `dbos-*`
    
    ## Resources
    
    - [Saga Pattern](https://microservices.io/patterns/data/saga.html)
    - [Designing Data-Intensive Applications](https://dataintensive.net/)
    
    ## Limitations
    - Use this skill only when the task clearly matches the scope described above.
    - Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
    - Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.
    

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