Amazon Bedrock Knowledge Bases vs Pathway
No clear leader: Amazon Bedrock Knowledge Bases (58.2) and Pathway (57.4) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.
Capabilities
Feature-by-feature on the axes that matter for rag tools. “-” means undocumented, not absent.
What each one is
The product in its own terms, so the numbers below have context.
Amazon Bedrock Knowledge Bases
Amazon Bedrock Knowledge Bases automates linking AI models to your organization's data, from extracting and indexing documents to executing intelligent searches that provide models with current, relevant context.
Pathway
Pathway Live Data Framework is a scalable, open-source data processing platform that enables continuous, real-time data pipeline construction for AI applications. It provides unified stream and batch processing with built-in support for retrieval-augmented generation, agentic systems, and multimodal data handling.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
Amazon Bedrock Knowledge Bases
Usage-based pricing: free multimodal parsing, $1.00 per 1,000 Agentic Retrieve API calls, $0.010 per processed page
- Standard TierFree parsing, $1.00 per 1,000 Agentic API calls, $0.010 per page processed
- Multimodal document parsing
- Embeddings generation
- Standard retrieval API
- Agentic multi-step retrieval
- Native connectors to S3, SharePoint, Confluence, OneDrive, Google Drive
- +2 more
Pathway
Free Community tier; Scale and Enterprise licenses available (specific pricing not published)
- CommunityFree
- 300+ API connectors to data sources
- Kafka, S3, PostgreSQL, cloud database connectors
- Sub-millisecond REST API endpoints
- Python and SQL programming interfaces
- Streaming and batch processing
- +7 more
- ScaleContact sales
- All Community features
- 20+ pre-built application templates
- Basic RAG pipelines, document processing, log monitoring
- Kafka ETL and social media analytics templates
- Business support with 1-business day response
- +2 more
- EnterpriseContact sales
- All Scale features
- Advanced connectors (Sharepoint, Delta Lake, Iceberg, BigQuery, Elasticsearch, QuestDB)
- MQTT/IoT and custom messaging connectors
- High-availability failover
- Kubernetes deployment
- +8 more
Platform & deployment
Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.
Integrations
What each product connects to. Counts come from the vendor's own integration directory where one exists.
- Amazon S3
Amazon Bedrock Knowledge Bases
- SharePoint
- Confluence
- Google Drive
- OneDrive
- Web crawlers
- Amazon Bedrock AgentCore
- Asana
- LangChain
- Strands
- S3
- Bedrock Data Automation
- Web Crawler
Pathway
- Kafka
- Apache Spark
- PostgreSQL
- Redpanda
- Logstash
- Slack
- Google Pub/Sub
- Microsoft Sharepoint
- Delta Lake
- Apache Iceberg
- Google BigQuery
- Elasticsearch
- QuestDB
- MQTT
- OpenAI
- Ollama
- Mistral
- LiteLLM
- Sentence Transformers
- Docling
Amazon Bedrock Knowledge Bases or Pathway: which one depends on you
A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.
Free to run, no account needed to start. How the evaluation works
Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.