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Unit of Work Pattern: Track Changes, Commit, and Rollback in Python
This code defines a UnitOfWork class that tracks operations (add) and supports commit to apply changes and rollback to revert them, using a dataclass-based logger.
from dataclasses import dataclass, field
from typing import Any, Callable, List, Tuple
@dataclass
class UnitOfWork:
log: List[Tuple[str, Callable, tuple, dict]] = field(default_factory=list)
def track(self, operation: str, fn: Callable, *args, **kwargs):
self.log.append((operation, fn, args, kwargs)…
How to Implement CQRS with Separate Read and Write Models in Python
Implements Command Query Responsibility Segregation (CQRS) by splitting data into separate write and read models with dedicated repositories, using dataclasses for structure.
from dataclasses import dataclass, field
from typing import List, Dict, Optional
@dataclass
class OrderWriteModel:
order_id: int
customer: str
items: List[str] = field(default_factory=list)
def add_item(self, item: str) -> None:
self.items.append(item)
@dataclass
class OrderReadModel:
…
Inbox pattern consumer dedupe mock in Python
Implements a mock inbox consumer that deduplicates incoming messages by ID, with automatic eviction of old seen IDs to prevent unbounded memory growth.
import json
from collections import deque
from dataclasses import dataclass, field
from hashlib import sha256
from typing import Any
@dataclass
class InboxConsumer:
max_seen: int = 1000
seen_ids: set = field(default_factory=set)
seen_history: deque = field(default_factory=deque)
def _mark_seen(self,…
How to Implement an Outbox Table Poll Publisher in Python
This code simulates an outbox pattern with a class that polls for pending records and publishes them as JSON messages, removing only those that are due.
import time
import json
from dataclasses import dataclass, asdict
from datetime import datetime, timedelta
@dataclass
class OutboxRecord:
id: int
topic: str
payload: dict
created_at: datetime
class OutboxPollPublisher:
def __init__(self, poll_interval_seconds=1):
self.poll_interval = poll…
How to mock a CQRS projector read model update in Python
Build a CQRS projector class that maintains denormalized read models by applying domain events in a mock order-processing service.
from dataclasses import dataclass, field
from typing import Dict, List, Optional
@dataclass
class OrderReadModel:
order_id: str
customer_name: str
total: float
status: str = "pending"
items: List[Dict] = field(default_factory=list)
def apply_event(self, event_type: str, payload: Dict) -> Non…
How to Implement a Circuit Breaker in Python
A Python dataclass that provides circuit breaker logic with closed, open, and half-open states to fail fast on repeated errors.
from dataclasses import dataclass
from datetime import datetime, timedelta
import time
@dataclass
class CircuitBreaker:
failure_threshold: int = 3
timeout_seconds: float = 5.0
failures: int = 0
state: str = "closed"
last_failure: datetime = None
def call(self, func):
if self.state ==…
Export Metrics with OTLP Mock in Python
Simulates system metric collection and exports them as an OTLP-like JSON payload using only Python's standard library.
from dataclasses import dataclass, asdict
import json
import random
import time
@dataclass
class Metric:
name: str
value: float
timestamp: int
unit: str = "1"
def collect_system_metrics() -> list[Metric]:
"""Mock metric collection for OTLP export simulation."""
now = int(time.time())
re…
CQRS with Separate Read and Write Repositories in Python
Implement CQRS in Python with separate write and read repositories, using commands for mutations and frozen DTOs for queries.
from dataclasses import dataclass
from typing import Dict, List, Optional
# --- Write side: commands mutate state ---
@dataclass
class CreateUserCommand:
id: int
name: str
class UserWriteRepository:
def __init__(self) -> None:
self._store: Dict[int, Dict[str, object]] = {}
def create(self,…
How to Mock a Choreography Saga in Python
Simulate a choreography-based saga with event envelopes, status tracking, and compensating actions to model distributed transactions.
import json
from dataclasses import dataclass, asdict
from typing import List, Optional
from enum import Enum
class SagaStatus(Enum):
PENDING = "PENDING"
COMPLETING = "COMPLETING"
COMPLETED = "COMPLETED"
FAILED = "FAILED"
@dataclass
class EventEnvelope:
event_type: str
order_id: str
sta…
How to implement the Database per service pattern in Python
Simulate separate databases per microservice in Python using dataclasses and in-memory dictionaries, showing how services own their data independently.
import json
from dataclasses import dataclass, asdict
from typing import Dict, List
@dataclass
class User:
id: int
name: str
email: str
@dataclass
class Order:
id: int
user_id: int
product: str
amount: float
class UserServiceDB:
"""Simulates a separate database for the User servic…
How to Mock a Kubeflow Pipeline in Python
Build a minimal in-memory mock of a Kubeflow pipeline DAG using dataclasses and OrderedDict to chain component functions.
from typing import Dict, Any
from dataclasses import dataclass, field
from collections import OrderedDict
@dataclass
class KubeflowPipelineMock:
"""A minimal mock of a Kubeflow pipeline DAG."""
name: str
components: OrderedDict[str, callable] = field(default_factory=OrderedDict)
def add_component(se…
Mock a Flyte ML workflow in Python
Build a lightweight mock of a Flyte ML pipeline with dataclasses and a simple execution loop that passes outputs between tasks.
from dataclasses import dataclass, field
from typing import List, Dict, Optional
import time
@dataclass
class FlyteTask:
name: str
inputs: Dict = field(default_factory=dict)
outputs: Dict = field(default_factory=dict)
def run(self) -> Dict:
time.sleep(0.1) # simulate work
return sel…
Cross Shard Query Scatter Gather Mock in Python
Simulate a distributed database cross-shard query using a scatter-gather pattern with a mock Python implementation.
from dataclasses import dataclass
from typing import List, Dict
@dataclass
class NodeResponse:
node_id: int
data: Dict[str, float]
def mock_query_shard(shard_id: int, shard_data: Dict[str, float], query: str) -> NodeResponse:
"""Simulate querying a single shard, returning matches whose value > 50."""
…
Mock CQRS Read/Write Split in Python
Separate order mutations from queries using a read model and write model to mock CQRS-style separation of concerns.
from dataclasses import dataclass, field
from typing import List, Dict
@dataclass
class Order:
id: int
amount: float
status: str = "pending"
class OrderWriteModel:
"""Handles all mutations (writes) to orders."""
def __init__(self):
self._orders: Dict[int, Order] = {}
self._next…
How to Hash Passwords and Authenticate Users in Python
A beginner-friendly dataclass-based design that hashes passwords with PBKDF2 and verifies them securely using constant-time comparisons.
import hashlib
import hmac
import secrets
from dataclasses import dataclass
from typing import Optional
@dataclass
class User:
id: int
username: str
password_hash: str
salt: str
def hash_password(password: str) -> tuple[str, str]:
salt = secrets.token_hex(16)
password_hash = hashlib.pbkdf2_…
How to Implement a Vault Dynamic Database Credentials Mock in Python
A Python dataclass-based mock of HashiCorp Vault that issues short-lived database credentials, tracks leases, and revokes them, demonstrating dynamic secrets rotation.
import time
import json
from dataclasses import dataclass, field
from typing import Dict
@dataclass
class DynamicCredential:
username: str
password: str
lease_duration: int
created_at: float = field(default_factory=time.time)
def is_valid(self) -> bool:
return time.time() - self.created_…
How to Build a GitOps Argo CD Sync Mock in Python
Simulate Argo CD-style GitOps deployment sync with Python dataclasses, random success rates, and force-sync retry logic.
import random
import time
from dataclasses import dataclass, field
from typing import List, Dict
@dataclass
class Application:
name: str
source_repo: str
target_revision: str
synced: bool = False
health_status: str = "Healthy"
history: List[Dict] = field(default_factory=list)
def sync(se…
How to Mock Kubernetes Services with a ClusterIP Registry in Python
Simulate Kubernetes service discovery by assigning ClusterIP addresses to dataclass-defined services, with JSON export for inspection or testing.
import json
from dataclasses import dataclass, asdict
from typing import Dict, Optional
@dataclass
class Service:
name: str
namespace: str
cluster_ip: str
selector: Dict[str, str]
port: int
target_port: Optional[int] = None
class ClusterIPServiceRegistry:
_ip_counter = 0
def __init…
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