Where it fits

watsonx.data is the data foundation beneath IBM's AI stack. It supplies governed, query-in-place data to watsonx.ai models, watsonx Orchestrate agents (including vector retrieval for RAG), and analytics tools — so the same trusted data serves models, agents, and dashboards.

Open lakehouse vs. a closed warehouse

Because it is built on open table formats and pluggable query engines, watsonx.data is designed to work alongside existing platforms such as Snowflake or Databricks and to query data in place rather than forcing a single proprietary store. That openness is meant to reduce duplication, cost, and lock-in.

How Incede.ai uses it

We bring watsonx.data in where large organizations need one open, governed layer across a fragmented data estate — unifying access and feeding trusted data to agents and analytics, complementing the platforms a customer already runs rather than replacing them.

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