Still trying to wrangle data in your data visualization tool? Having trouble with time-to-display, data quality, privacy, or synchronization? Prepare data for your BI or analytic platforms centrally. Cleanse, transform, and mask heterogeneous sources into file, table, or brokered subsets with IRI CoSort or Voracity, OR prepare AND present your data in custom reports, BIRT, KNIME, or Splunk simultaneously. Learn what a Production Analytic Platform is and what it can do for you.

If you'd prefer to transform or mask big data without the cost of megavendors or appliances, or the complexity of multiple tools or Apache projects, check out IRI Voracity. It's the only big data analytics and compliance stack built on Eclipse with seamless execution options for CoSort, MapReduce 2, Spark, Spark Stream, Storm and Tez. See how easy it is to "map once and deploy anywhere" and to feed big data science nodes in KNIME with wrangled real, or smart test, data.

Information stewards benefit from simpler ways to clean, master, and protect data throughout its life cycle. When you're ready to: discover, classify, and trace data; cleanse, unify, and mask it; manage metadata and master data; and, comply with data privacy laws, you're ready for the one vendor with best-of-breed data governance solutions that are actually affordable, too.

Tired of writing huge checks for megavendor ETL tools that can't perform in volume or consultants that take too long to deliver? Look to IRI for ETL tool accelerators and alternatives. FACT and CoSort speed big extract, transform, and load tasks, while Voracity orchestrates them and simplifies CDC, SCD, DQ, and metadata management. Convert legacy ETL mappings to Voracity via DataSwitch or erwin. Speed, simplify and save as you modernize your data warehouse, ODS or data lake.

Getting insight from data requires filtering, sorting, joining, aggregating, calculating, pivoting, and remapping. Nothing transforms data faster, more reliably, or more affordably, than the CoSort or Hadoop engines you can run interchangeably in Voracity. Combine transforms -- plus cleanse, mask, report, and load -- all in one I/O pass and easy-to-create job in Eclipse.

Whether you are an application developer, CISO, DBA, or DW/BI architect, you must find and consistently mask personally identifiable information (PII) and comply with data privacy regulations like the GDPR, HIPAA and PCI DSS. Encrypt, pseudonymize and redact PII in structured sources with IRI FieldShield, in semi- or unstructured sources with DarkShield, or inside Excel with CellShield. Get them all -- and do more than mask -- in Voracity.

When you unlock and remap data in legacy silos or databases, you can leave proprietary vendors behind, modernize your infrastructure, and blend internal, public, and IoT data for digital business. Use IRI NextForm or Voracity to discover, migrate, replicate, report on, and re-purpose data in mainframe, relational, flat-file, big data, cloud, and SaaS sources.

Slow unloads, loads, queries and reorgs tax large database (DB) infrastructures. DB migration, replication, and subsetting often involve multiple products. And there's DB profiling, masking, cleansing, and test data to consider. Before you buy more hardware or costly tools, see IRI's proven DB discovery, mapping, masking, cleansing, test data and reorg solutions.

Are your disparate data sources defined by a simple metadata you can share, secure, and track as a team? And do you have a golden source of the truth for the data itself (consolidated master data)? IRI understands and links these concepts in the Voracity data management platform, so you can integrate and manage your data, metadata, and master data seamlessly in one place.

Does your current sort program cost too much, run too slow, or do what a robust data manipulation utility should? Whether it's a plug'n'play or parm-converted solution, IRI CoSort outruns the sort in your COBOL program, ETL tool, SQL procedures, and O/S. And it re-positions you for application expansion with a metadata and Eclipse infrastructure for broader data management.

Still testing with unsafe or insufficient production data? Generate, customize, and rapidly deliver synthetic test data that's structurally and referentially correct, and covers every DevOps permutation. Use IRI RowGen or the Voracity data management platform which includes it (along with the masking tools) to populate huge, realistic, persistent or virtual test DB, file, and report targets with synthetic, masked, and/or subsetted data.