What's Next

Product Roadmap

What we're building next. These are planned capabilities, not yet available in the platform.

Planned

AI Capabilities

Two AI-assisted features on our roadmap, aimed at cutting the time engineers spend debugging failures and learning unfamiliar systems.

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Explainable Pipeline Failures

It helps you understand why the pipeline failed, where the root cause is, and what you can do to fix it.

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Guided Connector Setup

Imagine connecting to a technology you have never worked with before — Kafka, MQ, Iceberg, a Graph Database, a Document Database, or another modern data platform — and instead of spending hours searching documentation, the platform guides you through the connection, required parameters, authentication, common mistakes, and recommended configuration.

Planned

Legacy ETL Migration Support

Automated conversion from legacy visual ETL tools (e.g. Informatica, NiFi, Talend) into DataKnits pipelines. Not yet available — here's what's planned.

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Automated Script Analysis

Parse existing legacy ETL job definitions (XML/JSON-based) and identify the sources, transforms, and destinations they encode.

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Visual Pipeline Reconstruction

Rebuild the analyzed legacy job as a DataKnits visual pipeline flow, ready to review and compile to native code rather than a proprietary runtime.

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License Independence

The goal is to let teams retire expensive legacy visual-tool licenses once migrated, without hand-rewriting every pipeline from scratch.

Have a feature request?

Tell us what would help your team most — roadmap priorities are shaped directly by user feedback.

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