Workflow Automation

Workflow Automation

Business Case

Problem Statement

Data workflow challenges:

• Manual repetitive tasks
• Data inconsistency between systems
• Error-prone manual processes
• Lack of audit trails

Solution

Automated workflow system for construction data pipelines with task dependencies, scheduling, and monitoring.

Technical Implementation

import pandas as pd
from typing import Dict, Any, List, Optional, Callable
from dataclasses import dataclass, field
from datetime import datetime, timedelta
from enum import Enum
import json


class TaskStatus(Enum):
    PENDING = "pending"
    RUNNING = "running"
    SUCCESS = "success"
    FAILED = "failed"
    SKIPPED = "skipped"


class TriggerType(Enum):
    MANUAL = "manual"
    SCHEDULED = "scheduled"
    EVENT = "event"
    DEPENDENCY = "dependency"