← The stack

L3Data

The data layer — pipelines, labeling, vector stores, and training corpora.

151 companies · 9 segments · 146 on the graph

Companies in faint textaren't on the graph yet — imported and placed in the taxonomy, but the engine hasn't heard a sourced claim about them. They turn solid once it does.

Embeddings & Search Infrastructure
Data Transformation
Full-Service Data Ops
Cloud Data Lakehouse630 open roles
Cloud Data Warehouse75 open roles
Event Streaming54 open roles
High-Performance Object Store33 open roles
High-Performance Parallel File System136 open roles
AI Search Engine for Agents7 open roles
AI-Native Search (Embedded)1 open roles
Full-Text / Hybrid Search45 open roles
Multimodal Search & Retrieval
RAG / Enterprise Search
Document Parsing & Extraction5 open roles
AI Memory Stores
Specialized Vector DB
Vector Extension / Embedded

This layer's segments → sub-segments → companies. Click a segment to focus the radial.