Scalable Text Mining for ETL/ELT Solutions

Extract Transform & Load (ETL) or Extract Load & Transform (ELT) projects have been around for many years, and continue to be of importance in many IT projects. However, ETL/ELT continues to face big challenges when it comes to tackling the vast majority of the data. It is widely accepted that 80% of big data is unstructured. The majority of industry solutions, including ETL and ELT, are not equipped to handle unstructured data. As a result, these solutions only address a small percentage of the available data, and overlook the value buried in unstructured or semi structured data.

Linguamatics fills this value gap in ETL/ELT projects, with solutions that are specifically designed to address unstructured data extraction and transformation on a large scale.

Data transformation with Linguamatics I2E

Linguamatics I2E NLP-based text mining software extracts concepts, assertions and relationships from unstructured data and transforms them into structured data to be stored in databases/data warehouses. Linguamatics I2E AMP can scale operations up to address big data volume, variety, veracity and velocity.

Learn more about I2E AMP

Linguamatics I2E AMP can scale operations up to address big data volume, variety, veracity and velocity.

Scalable Text Mining for ETL/ELT provides:

  • Scalable indexing
    • Parallel indexing processes exploit multiple cores
    • Distributed indexing across machines
  • Scalable querying
    • Distribution across cores
    • New I2E OnDemand infrastructure is configured to exploit 150 core machines
    • Distribution across machines
  • Federated architecture
    • Support for load balancing
    • Scalable document processing pipelines
  • Distributed processes across machines
    • I2E AMP Asynchronous messaging platform provides fault tolerant and scalable processing
    • Hadoop compatible
      Scalable Text Mining for ETL/ELT