Data pipelines for AI
Data pipelines for AI covers tools that move and prepare data for AI applications.
In brief
Data pipelines for AI, in brief.
What it isData pipelines for AI covers tools that move and prepare data for AI applications.
Where it sitsOne of 12 categories in the Data layer. Data is what models learn from and read: datasets, labelling services, document parsing, synthetic data, and the pipelines and databases that carry data into AI applications.
What we track27 products, including Airbyte (incl. AI/vector destinations, PyAirbyte), Amazon Bedrock Knowledge Bases data source connectors, Apache NiFi, Azure AI Search indexers / data connectors and CocoIndex.
The products
27 products in Data pipelines for AI.
Each name opens a search for that product in our index.
ProductMakerIts own site
From our census of 2026-11-08. A product listed here is one that belongs in this category; the search answer says whether we have checked it.
Questions
Data pipelines for AI, answered.
What is Data pipelines for AI in AI infrastructure?Data pipelines for AI covers tools that move and prepare data for AI applications.
Which layer of AI infrastructure is Data pipelines for AI in?Data pipelines for AI is in the Data layer. Data is what models learn from and read: datasets, labelling services, document parsing, synthetic data, and the pipelines and databases that carry data into AI applications.
Which products are in Data pipelines for AI?We track 27 products in Data pipelines for AI, including Airbyte (incl. AI/vector destinations, PyAirbyte), Amazon Bedrock Knowledge Bases data source connectors, Apache NiFi, Azure AI Search indexers / data connectors, CocoIndex, Confluent (Kafka connectors, streaming for AI), Databricks Lakeflow Connect and dlt (data load tool). The full list is on this page.
Data
The other categories in Data.
AI training data licensing marketplacesData & model version controlData catalogs and governance for AIData quality and curationDatasetsDocument parsing / OCRLabeling / annotationMultimodal data lakes & AI-native data formatsOperational databases for AI apps & agentsPII redaction and data privacy for AISynthetic data