diff --git a/Dockerfile b/Dockerfile
index 2109548..5b599cb 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,20 +1,23 @@
 FROM python:3.11-slim
 
+# Set the working directory in the container
 WORKDIR /app
 
+# Copy the current directory contents into the container at /app
+COPY . /app
+
 RUN apt-get update && apt-get install -y libpq-dev && rm -rf /var/lib/apt/lists/*
 
 COPY requirements.txt .
 RUN pip install -r requirements.txt
 
-COPY salary_analytics/ ./salary_analytics/
 
 RUN mkdir -p output/csv output/plots output/models
 
-ENV PYTHONPATH=/app
-ENV HOST=0.0.0.0
-ENV PORT=8000
+
+ENV FLASK_APP=wsgi.py
+ENV FLASK_RUN_HOST=0.0.0.0
 
 EXPOSE 8000
 
-CMD ["uvicorn", "salary_analytics.api:app", "--host", "0.0.0.0", "--port", "8000", "--reload"] 
\ No newline at end of file
+CMD ["gunicorn", "-w", "4", "-b", "0.0.0.0:8000", "wsgi:wsgi_app"]
\ No newline at end of file
diff --git a/salary_analytics/app/__init__.py b/app/__init__.py
similarity index 65%
rename from salary_analytics/app/__init__.py
rename to app/__init__.py
index b286361..90bbc1a 100644
--- a/salary_analytics/app/__init__.py
+++ b/app/__init__.py
@@ -2,6 +2,15 @@ from flask import Flask
 import os
 from .extensions import db, migrate
 
+
+"""
+Salary Analytics Package
+A package for analyzing and predicting salary patterns from transaction data.
+"""
+
+__version__ = "0.1.0" 
+
+
 def create_app():
     app = Flask(__name__)
     app.config.from_object('salary_analytics.config')
@@ -11,7 +20,7 @@ def create_app():
     migrate.init_app(app, db)
 
     # Register blueprints or CLI commands here if needed
-    from . import commands
+    from .commands import commands
     app.cli.add_command(commands.upload_xls_cli)
 
     return app 
\ No newline at end of file
diff --git a/salary_analytics/rac_check.py b/app/analytics/integrations/rac_check.py
similarity index 90%
rename from salary_analytics/rac_check.py
rename to app/analytics/integrations/rac_check.py
index d8f16d3..86c21ff 100644
--- a/salary_analytics/rac_check.py
+++ b/app/analytics/integrations/rac_check.py
@@ -1,10 +1,8 @@
 from django.conf import settings
 import httpx
 import json
-from salary_analytics.config import SIMBRELLA_BASE_URL, SIMBRELLA_ENDPOINT_RAC_CHECKS
-import logging
-
-logger = logging.getLogger(__name__)
+from app.config import SIMBRELLA_BASE_URL, SIMBRELLA_ENDPOINT_RAC_CHECKS
+from app.utils.logger import logger
 
 class SimbrellaIntegration:
     BASE_URL = SIMBRELLA_BASE_URL
diff --git a/salary_analytics/salary_detect.py b/app/analytics/integrations/salary_detect.py
similarity index 85%
rename from salary_analytics/salary_detect.py
rename to app/analytics/integrations/salary_detect.py
index 0824ae2..684abcb 100644
--- a/salary_analytics/salary_detect.py
+++ b/app/analytics/integrations/salary_detect.py
@@ -1,11 +1,8 @@
 import time
-import logging
 import threading
 import requests
-from .config import SALARY_DETECT_URL, SALARY_DETECT_HEADERS, get_random_salary_payload
-
-logging.basicConfig(level=logging.INFO)
-logger = logging.getLogger(__name__)
+from ...config import SALARY_DETECT_URL, SALARY_DETECT_HEADERS, get_random_salary_payload
+from app.utils.logger import logger
 
 class SalaryDetect:
     def __init__(self):
diff --git a/app/analytics/services/__init__.py b/app/analytics/services/__init__.py
new file mode 100644
index 0000000..0f844f8
--- /dev/null
+++ b/app/analytics/services/__init__.py
@@ -0,0 +1,24 @@
+from .main import SalaryAnalyticsPipeline
+from .data_loader import DataLoader
+from .keyword_analyzer import KeywordAnalyzer
+from .consistent_amount_analyzer import ConsistentAmountAnalyzer
+from .transaction_type_analyzer import TransactionTypeAnalyzer
+from .salary_earner_analyzer import SalaryEarnerAnalyzer
+from .salary_predictor import SalaryPredictor
+
+
+"""
+Salary Analytics Package
+A package for analyzing and predicting salary patterns from transaction data.
+"""
+
+__version__ = "0.1.0" 
+__all__ = [
+    "SalaryAnalyticsPipeline",
+    "DataLoader",
+    "KeywordAnalyzer",
+    "ConsistentAmountAnalyzer",
+    "TransactionTypeAnalyzer",
+    "SalaryEarnerAnalyzer",
+    "SalaryPredictor"
+]
diff --git a/salary_analytics/consistent_amount_analyzer.py b/app/analytics/services/consistent_amount_analyzer.py
similarity index 100%
rename from salary_analytics/consistent_amount_analyzer.py
rename to app/analytics/services/consistent_amount_analyzer.py
diff --git a/salary_analytics/data_loader.py b/app/analytics/services/data_loader.py
similarity index 99%
rename from salary_analytics/data_loader.py
rename to app/analytics/services/data_loader.py
index ec2da46..e11b0e4 100644
--- a/salary_analytics/data_loader.py
+++ b/app/analytics/services/data_loader.py
@@ -8,8 +8,7 @@ from datetime import datetime
 import logging
 import os
 from .config import DB_CONFIG, TABLE_NAME
-
-logger = logging.getLogger(__name__)
+from app.utils.logger import logger
 
 class DataLoader:
     def __init__(self):
diff --git a/salary_analytics/keyword_analyzer.py b/app/analytics/services/keyword_analyzer.py
similarity index 100%
rename from salary_analytics/keyword_analyzer.py
rename to app/analytics/services/keyword_analyzer.py
diff --git a/salary_analytics/main.py b/app/analytics/services/main.py
similarity index 99%
rename from salary_analytics/main.py
rename to app/analytics/services/main.py
index e2781e8..87482c7 100644
--- a/salary_analytics/main.py
+++ b/app/analytics/services/main.py
@@ -9,8 +9,7 @@ from .consistent_amount_analyzer import ConsistentAmountAnalyzer
 from .transaction_type_analyzer import TransactionTypeAnalyzer
 from .salary_earner_analyzer import SalaryEarnerAnalyzer
 from .salary_predictor import SalaryPredictor
-
-logger = logging.getLogger(__name__)
+from app.utils.logger import logger
 
 class SalaryAnalyticsPipeline:
     def __init__(self):
diff --git a/salary_analytics/salary_earner_analyzer.py b/app/analytics/services/salary_earner_analyzer.py
similarity index 97%
rename from salary_analytics/salary_earner_analyzer.py
rename to app/analytics/services/salary_earner_analyzer.py
index b32c995..f17d4ce 100644
--- a/salary_analytics/salary_earner_analyzer.py
+++ b/app/analytics/services/salary_earner_analyzer.py
@@ -6,15 +6,8 @@ import pandas as pd
 import matplotlib.pyplot as plt
 from matplotlib_venn import venn3
 from datetime import datetime, timedelta
-import logging
 from .config import MODEL_CONFIG, OUTPUT_PATHS
-
-# Configure logging
-logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
-)
-logger = logging.getLogger(__name__)
+from app.utils.logger import logger
 
 class SalaryEarnerAnalyzer:
     def __init__(self, df):
diff --git a/salary_analytics/salary_predictor.py b/app/analytics/services/salary_predictor.py
similarity index 100%
rename from salary_analytics/salary_predictor.py
rename to app/analytics/services/salary_predictor.py
diff --git a/salary_analytics/transaction_type_analyzer.py b/app/analytics/services/transaction_type_analyzer.py
similarity index 100%
rename from salary_analytics/transaction_type_analyzer.py
rename to app/analytics/services/transaction_type_analyzer.py
diff --git a/salary_analytics/api.py b/app/api.py
similarity index 98%
rename from salary_analytics/api.py
rename to app/api.py
index cb41a30..feb1fde 100644
--- a/salary_analytics/api.py
+++ b/app/api.py
@@ -17,20 +17,15 @@ from sqlalchemy import text, Table, Column, Integer, String, Float, DateTime, Me
 import numpy as np
 import warnings
 import time
-from .main import SalaryAnalyticsPipeline
+from .analytics.services.main import SalaryAnalyticsPipeline
 from .config import OUTPUT_PATHS, TABLE_NAME, BATCH_RESULTS_TABLE
 from .data_loader import DataLoader
 from .salary_predictor import SalaryPredictor
 from .salary_earner_analyzer import SalaryEarnerAnalyzer
 from .db_operations import DatabaseOperations
-from .salary_detect import SalaryDetect
+from .analytics.integrations.salary_detect import SalaryDetect
+from app.utils.logger import logger
 
-# Configure logging
-logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
-)
-logger = logging.getLogger(__name__)
 
 # Suppress warnings
 warnings.filterwarnings('ignore', category=RuntimeWarning, module='numpy')
diff --git a/salary_analytics/app/commands.py b/app/commands/commands.py
similarity index 94%
rename from salary_analytics/app/commands.py
rename to app/commands/commands.py
index b90b73e..d055a5b 100644
--- a/salary_analytics/app/commands.py
+++ b/app/commands/commands.py
@@ -2,8 +2,8 @@ import click
 import pandas as pd
 from datetime import datetime
 from flask.cli import with_appcontext
-from salary_analytics.app.extensions import db
-from salary_analytics.app.models import RawTransaction
+from app.extensions import db
+from app.models import RawTransaction
 
 @click.group()
 def commands():
diff --git a/salary_analytics/config.py b/app/config.py
similarity index 100%
rename from salary_analytics/config.py
rename to app/config.py
diff --git a/salary_analytics/db_operations.py b/app/db_operations.py
similarity index 98%
rename from salary_analytics/db_operations.py
rename to app/db_operations.py
index 9cb317e..f3abf4d 100644
--- a/salary_analytics/db_operations.py
+++ b/app/db_operations.py
@@ -2,12 +2,10 @@
 Database operations module for salary analytics.
 """
 
-import logging
 from sqlalchemy import text
 from .config import BATCH_RESULTS_TABLE
 from datetime import datetime
-
-logger = logging.getLogger(__name__)
+from app.utils.logger import logger
 
 class DatabaseOperations:
     def __init__(self, engine):
diff --git a/salary_analytics/app/extensions.py b/app/extensions.py
similarity index 100%
rename from salary_analytics/app/extensions.py
rename to app/extensions.py
diff --git a/salary_analytics/app/models.py b/app/models/raw_transaction.py
similarity index 91%
rename from salary_analytics/app/models.py
rename to app/models/raw_transaction.py
index 72615f9..a34b7d8 100644
--- a/salary_analytics/app/models.py
+++ b/app/models/raw_transaction.py
@@ -1,4 +1,4 @@
-from .extensions import db
+from app.extensions import db
 
 class RawTransaction(db.Model):
     __tablename__ = 'analytics_raw_transactions'
diff --git a/app/utils/logger.py b/app/utils/logger.py
new file mode 100644
index 0000000..4ee0e98
--- /dev/null
+++ b/app/utils/logger.py
@@ -0,0 +1,13 @@
+import logging
+
+# Configure logging
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s - %(levelname)s - %(message)s",
+    handlers=[
+        # logging.StreamHandler(),  
+        logging.FileHandler("app.log", mode='a')  # Log to file
+    ]
+)
+
+logger = logging.getLogger("DetectionService")
diff --git a/docker-compose.yml b/docker-compose.yml
index b5a05e3..2f701b2 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -3,14 +3,13 @@ services:
     build: .
     ports:
       - "${APP_PORT:-4800}:8000"
-    volumes:
-      - ./output:/app/output
     environment:
-      - DB_USER=salaryloan
-      - DB_PASSWORD=salaryloan
-      - DB_NAME=salaryloan
-      - DB_PORT=10532
-      - DB_HOST=dev-data.simbrellang.net
+      - FLASK_APP=${FLASK_APP}
+      - FLASK_ENV=${FLASK_ENV}
+      - DATABASE_URL=postgresql+psycopg2://${DATABASE_USER}:${DATABASE_PASSWORD}@${DATABASE_HOST}:${DATABASE_PORT}/${DATABASE_NAME}
+    volumes:
+      - .:/app
+      - ./output:/app/output
     restart: unless-stopped
     networks:
       - salary_network
diff --git a/migrations/env.py b/migrations/env.py
index 79a3e8d..fa86225 100644
--- a/migrations/env.py
+++ b/migrations/env.py
@@ -19,7 +19,7 @@ if config.config_file_name is not None:
 # from myapp import Base
 # target_metadata = Base.metadata
 from flask import current_app
-from salary_analytics.app.extensions import db
+from app.extensions import db
 
 config.set_main_option('sqlalchemy.url',
                        current_app.config.get('SQLALCHEMY_DATABASE_URI'))
diff --git a/requirements.txt b/requirements.txt
index 68fa9fc..4937b16 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -17,4 +17,6 @@ openpyxl>=3.0.10
 Flask>=2.0.0
 Flask-SQLAlchemy>=3.0.0
 Flask-Migrate>=4.0.0
-alembic>=1.8.0
\ No newline at end of file
+alembic>=1.8.0
+requests>=2.26.0
+gunicorn
\ No newline at end of file
diff --git a/run.py b/run.py
deleted file mode 100644
index 77e5bde..0000000
--- a/run.py
+++ /dev/null
@@ -1,4 +0,0 @@
-import os
-from salary_analytics.app import create_app
-
-app = create_app() 
\ No newline at end of file
diff --git a/salary_analytics/__init__.py b/salary_analytics/__init__.py
deleted file mode 100644
index 1825412..0000000
--- a/salary_analytics/__init__.py
+++ /dev/null
@@ -1,6 +0,0 @@
-"""
-Salary Analytics Package
-A package for analyzing and predicting salary patterns from transaction data.
-"""
-
-__version__ = "0.1.0" 
\ No newline at end of file
diff --git a/wsgi.py b/wsgi.py
new file mode 100644
index 0000000..49f70e1
--- /dev/null
+++ b/wsgi.py
@@ -0,0 +1,7 @@
+from app import create_app
+
+app = create_app()
+
+if __name__ != "__main__":
+    # Expose WSGI app instance for Gunicorn
+    wsgi_app = app