Data Integration Pipeline
Project Overview
This project involved building an automated workflow to integrate data from multiple sources into a centralized database. The system needed to handle various data formats, coordinate systems, and update frequencies.
Technical Approach
I used FME Workbench to design and implement a series of interconnected workflows that extract data from various sources, transform it to a common format and coordinate system, and load it into a centralized PostgreSQL/PostGIS database.
Key Features
The integration pipeline included automated data validation, error handling with notification systems, coordinate system transformations, and incremental updates to minimize processing time. The system was scheduled to run at different intervals depending on the update frequency of each data source.
Results and Impact
The automated integration pipeline reduced data processing time by 90% compared to the previous manual process, while improving data quality through consistent validation procedures. The system now integrates data from over 15 different sources and provides a reliable foundation for downstream applications.
Project Gallery
High-level overview of the FME workflow
Configuration of various data source connections
Detailed transformation rules for data standardization
Implementation of coordinate system transformations
Data validation checks and error handling
Logic for performing incremental updates
The final integrated data model in the database
Dashboard showing integration performance metrics
Sample data quality report generated by the system
Workflow
High-level overview of the FME workflow
Configuration of various data source connections
Detailed transformation rules for data standardization
Implementation
Implementation of coordinate system transformations
Data validation checks and error handling
Logic for performing incremental updates
Results
The final integrated data model in the database
Dashboard showing integration performance metrics
Sample data quality report generated by the system