Deep Lake vs Diffbot

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Deep Lake

Vector database and data lake for AI that stores text images audio video and embeddings in one place with fast dataloaders and RAG friendly tooling.

Pricing Free / $40 per month
Category data
Difficulty Beginner
Type Web App
Status Active
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Diffbot

Structured web data platform that crawls the public web and exposes automatic extraction, knowledge graph, and search via API with free and paid plans.

Pricing Free / $299 per month
Category data
Difficulty Beginner
Type Web App
Status Active

Feature Tags Comparison

Only in Deep Lake

vector-dbdata-lakeragembeddingsmultimodal

Shared

None

Only in Diffbot

extractionknowledge-graphapicrawlsearch

Key Features

Deep Lake

  • • Multimodal storage for text images audio video and embeddings in one dataset
  • • Vector search with metadata filters for precise retrieval at scale
  • • Native dataloaders for PyTorch and TensorFlow to stream training batches
  • • Dataset versioning and time travel for reproducibility and audits
  • • Namespaces roles and tokens to isolate apps and teams
  • • Python SDK and REST that unify ingest index and query

Diffbot

  • • Automatic article and product extraction without custom rules
  • • Bulk extract and crawl capabilities for large scale coverage
  • • Global Knowledge Graph search and enrich endpoints
  • • Entity resolution and deduplication across sources
  • • REST APIs with SDKs and usage dashboards
  • • Flexible credits model that scales with volume

Use Cases

Deep Lake

  • → Build RAG assistants grounded in governed documents
  • → Fine tune vision language models with streamed tensors
  • → Centralize product FAQs PDFs and images for support bots
  • → Prototype semantic search across tickets and chats
  • → Keep training and inference data in one lineage aware store
  • → Migrate from brittle pipelines to unified multimodal datasets

Diffbot

  • → Enrich company and contact records for sales intelligence
  • → Track competitor product pages for price and spec changes
  • → Build vertical search on top of structured entities
  • → Assemble market maps by querying the Knowledge Graph
  • → Monitor news and blogs for emerging topics at scale
  • → Power research portals with fact level search

Perfect For

Deep Lake

ml engineers data engineers applied researchers platform teams and startups that need one store for raw data plus embeddings with fast training hooks

Diffbot

growth teams researchers data engineers SaaS builders and marketplaces that need structured web data without maintaining crawlers

Capabilities

Deep Lake

Multimodal Datasets Professional
Vector Search Professional
Zero copy Dataloaders Intermediate
Versioning and Quotas Intermediate

Diffbot

Auto parsers Professional
Entity search Professional
Crawl and Bulk Enterprise
Credits and SDKs Intermediate

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