Part 3/10:
However, it isn't simply about storage; it's about creating an optimized, scalable, and consistent data collection process that accommodates the diversity of sources and formats.
Technological Foundations for Data Collection
The process begins with data flow management — moving data seamlessly from source to target. The challenge lies in handling diversified data types, formats, and protocols. Multiple tools and techniques are available, such as data integration platforms like Informatica, to streamline this process.
Key considerations include:
Data format transformation (CSV, JSON, images)
Provenance tracking to trace data origins and transformations
Delivery guarantees to prevent data loss amid failures
Volume management to ensure system resilience