Log Ingestion Pipeline Toolbox
Modular ETL Framework for PostgreSQL
Personal Project - Independant Researcher and Developer
Log Ingestion Pipeline Toolbox Case Study
The Log Ingestion Pipeline Toolbox is a modular Python ETL toolkit for converting raw logs and CSV files into structured PostgreSQL tables. It was designed to make local and remote ingestion workflows easier to repeat, inspect, and extend.
Problem
Raw operational logs often arrive as inconsistent text files that are hard to query or analyze. Manually cleaning files, creating schemas, loading data, and handling duplicates creates room for mistakes, especially when the target database may be local or remote.
Role
As the Independent Researcher and Developer, I designed the pipeline modules, wrote the ingestion scripts, built the Tkinter GUI, and structured the relational schema approach.
Architecture
- Raw Log Conversion:
log_to_csv.py converts unstructured logs into delimited CSV files for analysis or migration.
- Local Automation:
pipelineAutomation.py handles database/table setup and local CSV loading.
- Remote Automation:
remoteConnectionPipelineAutomation.py supports secure ingestion into remote PostgreSQL instances with duplicate-handling logic.
- GUI Workflow:
remotePipelineGUI.py gives non-technical users a form-based way to select files and run the pipeline.
- Relational Ingestion:
twoTablePipeline.py supports normalized structures such as FileRegistry and PDWData.
Stack
Python 3, PostgreSQL, psycopg2, Tkinter, SQL schema design, and modular ETL scripting.
Media
The project page uses the PostgreSQL feature image at /assets/images/work/Pipeline-Toolbox/PostgreSQL-Logo.wine.svg to anchor the database engineering focus.
Outcome / Impact
The toolbox turns a messy ingestion process into repeatable CLI and GUI workflows. It highlights practical data engineering skills across parsing, transformation, schema creation, remote database access, and usability for mixed technical audiences.
Tags: data, software, ingestion, postgres, pgadmin, transfer, sql, engineer
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