diff --git a/factory/factory_pattern_real_example/README.md b/factory/factory_pattern_real_example/README.md
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+# Real world example:
+
+Here is the realworld example that I have used for one of my project with factory_pattern. 
+
+### Project Description
+
+Files
+```
+...
+- main.py --> Fast-API app
+- onboard.py --> Trigger factory class -- Each TPA must have class with construcy_payload method
+- validation --> Uses pydantic model to validate incoming request payload for each different TPA.
+```
+
+There is a FastAPI endpoint that receives DAG trigger requests from the frontend and initiates onboarding for them. There are a total of 15 TPAs.
+
+* TPA1: Facebook
+* TPA2: Instagram
+* TPA3: Tiktok
+* TPA4: Snapchat
+* ...
+
+Each TPA triggers the corresponding pipeline in Airflow.
+
+
+
+
+### Insight
+
+Using the factory pattern enhances the readability and maintainability of the code. Additionally, there is neat code present before anything else. CAUTION: While it could be implemented more effectively using a different pattern, it is being used for educational purposes. Also code will not work if you try to run it.
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diff --git a/factory/factory_pattern_real_example/main.py b/factory/factory_pattern_real_example/main.py
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+
+from fastapi import FastAPI, HTTPException, Request, Response, status
+from fastapi.middleware.cors import CORSMiddleware
+from fastapi.responses import JSONResponse
+
+from validation.onboard_item_validator import OnboardItemValidator
+from onboard import ExampleTriggerFactory
+
+APP_NAME = "demo-pattern"
+app = FastAPI(
+    title="Fast-API airflow trigger",
+    description="Snippet to explain dp with real world DE example, API to triggers airflow jobs",
+    version=0.1,
+)
+
+@app.post(
+    "/{tpa_shortcut}/trigger_inital",
+    summary="Triggers initial run {tpa_shortcut}",
+    description="Triggers the initial run and sets a daily schedule for incoming jobs. There are a total of 10 jobs, with the number increasing each day.",
+)
+async def trigger_historical(onboard_payload: dict, tpa_shortcut: str):
+    # Determine and validate onboard item
+    validator = OnboardItemValidator(tpa_shortcut)
+    onboard_item = validator.validate_and_get_item(onboard_payload)
+
+    # 
+    handler = ExampleTriggerFactory.get_handler(onboard_item)
+    airflow_response = handler.handle_trigger()
+
+
+    return JSONResponse(
+        status_code=status.HTTP_200_OK, content=({"detail": airflow_response})
+    )
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diff --git a/factory/factory_pattern_real_example/onboard.py b/factory/factory_pattern_real_example/onboard.py
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+++ b/factory/factory_pattern_real_example/onboard.py
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+from abc import ABC, abstractmethod
+import os
+
+from validation.data_models import *
+
+class TriggerHandler(ABC):
+    """ Method to handle triggers.
+    It explains developer to override construct_payload method for each new example.
+    Each Incoming sends a hit to the airflow-api to trigger its corresponding Airflow DAG."
+
+    :param _type_ ABC: _description_
+    """
+    def __init__(self, onboard_item, dag_name):
+        self.onboard_item = onboard_item
+        self.dag_name = dag_name
+        common_3 = "hardcoded_value"
+
+        self.default_parameters = {
+            # Internal common conf
+            "common_1_key": self.onboard_item.common1,
+            "common_2_key": self.onboard_item.common2,
+            "common_3_key": common_3,
+            "common_4_key": self.onboard_item.common4,
+            "common_5_key": self.onboard_item.common5,
+
+            # AWS related configs
+            "aws_common_value_example_1": os.environ["example1"],
+            "aws_common_value_example_2": os.environ["example2"],
+            "aws_common_value_example_3": os.environ["example3"],
+            "aws_common_value_example_4": os.environ["example4"],
+            "aws_common_value_example_5": os.environ["example5"],
+            "aws_common_value_example_6": os.environ["example6"],
+        }
+
+    @abstractmethod
+    def construct_payload(self):
+        pass
+
+    def handle_trigger(self):
+        # Each class will trigger the "self.dag_name" DAG
+        payload = self.construct_payload()
+
+        # Triggers Airflow, No need to implement this logic
+        response = AirflowClient().trigger_dag(payload=payload, dag_name=self.dag_name)
+        return response
+
+
+class Example1TriggerHandler(TriggerHandler):
+    def construct_payload(self):
+        tpa_payload = {
+            "specific_key_1": "specific_value_1",
+            "specific_key_2": "specific_value_2",
+            "specific_key_3": "specific_value_3",
+            "specific_key_4": "specific_value_4",
+            "specific_key_5": "specific_value_5",
+            "specific_key_6": "specific_value_6",
+            "specific_key_7": "specific_value_7",
+            "specific_key_8": "specific_value_8",
+            "specific_key_9": "specific_value_9",
+            "specific_key_10": "specific_value_10",
+        }
+
+        return {"conf": {**self.default_parameters, **tpa_payload}}
+
+
+class Example2TriggerHandler(TriggerHandler):
+    def construct_payload(self):
+        tpa_payload = {
+            "specific_key_1": "specific_value_1",
+            "specific_key_2": "specific_value_2",
+            "specific_key_3": "specific_value_3",
+            "specific_key_4": "specific_value_4",
+            "specific_key_5": "specific_value_5",
+            "specific_key_6": "specific_value_6",
+            "specific_key_7": "specific_value_7",
+            "specific_key_8": "specific_value_8",
+        }
+
+        return {"conf": {**self.default_parameters, **tpa_payload}}
+
+class ExampleTriggerFactory:
+    @staticmethod
+    def get_handler(onboard_item):
+        if isinstance(onboard_item, Example_1_OnboardItem):
+            return Example1TriggerHandler(onboard_item, "Example1-dag-name")
+        elif isinstance(onboard_item, Example_2_OnboardItem):
+            return Example2TriggerHandler(onboard_item, "Example2-dag-name")
+        # elif isinstance(onboard_item, Example_3_OnboardItem):
+        #     return Example3TriggerHandler(onboard_item, "Example3-dag-name")
+        # ... Add other onboard items
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diff --git a/factory/factory_pattern_real_example/validation/data_models.py b/factory/factory_pattern_real_example/validation/data_models.py
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+++ b/factory/factory_pattern_real_example/validation/data_models.py
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+from enum import Enum
+from typing import Dict, Optional
+
+from pydantic import BaseModel
+
+class OnboardItem(BaseModel):
+    necessery_common_item: str
+    id_common: int
+    op_kwargs: Optional[Dict] = {}
+
+class Example_1_OnboardItem(OnboardItem):
+    user_id: str
+    name: str
+
+class Example_2_OnboardItem(OnboardItem):
+    ip_v: str
+    api_version: str
+
+class Example_3_OnboardItem(OnboardItem):
+    customer_ids: int
+    yaml_path_groom: str
+    yaml_path_map: str
+    base_url: str
+
+
+class ExampleTPA(Enum):
+    EXAMPLE_1 = ("Example1", Example_1_OnboardItem)
+    EXAMPLE_2 = ("Example2", Example_2_OnboardItem)
+    EXAMPLE_3 = ("Example3", Example_3_OnboardItem)
+    # EXAMPLE_4 = ("Example4", Example_4_OnboardItem)
+    # EXAMPLE_5 = ("Example5", Example_5_OnboardItem)
+    # EXAMPLE_6 = ("Example6", Example_6_OnboardItem)
+    # EXAMPLE_7 = ("Example7", Example_7_OnboardItem)
+    # EXAMPLE_8 = ("Example8", Example_8_OnboardItem)
+    # ...
+
+    def __init__(self, name, item):
+        self._name = name
+        self._item = item
+
+    @property
+    def name(self):
+        return self._name
+
+    @property
+    def item_name(self):
+        return self._item
diff --git a/factory/factory_pattern_real_example/validation/onboard_item_validator.py b/factory/factory_pattern_real_example/validation/onboard_item_validator.py
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+++ b/factory/factory_pattern_real_example/validation/onboard_item_validator.py
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+from fastapi import HTTPException
+from pydantic.error_wrappers import ValidationError
+
+from data_models import ExampleTPA
+
+class OnboardItemValidator:
+    def __init__(self, tpa_str: str):
+        tpa = [t for t in ExampleTPA if t.shorthand == tpa_str]
+        if not tpa:
+            raise HTTPException(400, f'{tpa_str} does not exist')
+
+        self.tpa = tpa.pop()
+
+    def validate_and_get_item(self, item):
+        try:
+            onboard_item = self.tpa.item_name(**item)
+            return onboard_item, self.tpa.handler
+        except ValidationError as e:
+            raise HTTPException(status_code=400, detail=e.errors())