Remove Broadcasting Remove Data Science Remove Optimization Remove Statistics
article thumbnail

Improving Data Processing with Spark 3.0 & Delta Lake

Smart Data Collective

Delta lake allows thousands of data to run in parallel, address optimization and partition challenges, faster metadata operations, maintains a transactional log and continuously keeps updating the data. count, min/max values for columns) about the data in this file tags Map[String,String] Map containing metadata about this file.

article thumbnail

Top 15 data management platforms available today

CIO Business Intelligence

What are the benefits of data management platforms? Modern, data-driven marketing teams must navigate a web of connected data sources and formats. Others aim simply to manage the collection and integration of data, leaving the analysis and presentation work to other tools that specialize in data science and statistics.

article thumbnail

Top 15 data management platforms

CIO Business Intelligence

In these instances, data feeds come largely from various advertising channels, and the reports they generate are designed to help marketers spend wisely. Others aim simply to manage the collection and integration of data, leaving the analysis and presentation work to other tools that specialize in data science and statistics.