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B2B Data & AI Tools
Reviews, pricing, comparisons & stack recommendations for data infrastructure, AI platforms, and developer tools — with weekly-tracked adoption metrics on 300+ tools.
Modern DataTools Signal Report: June 2026
Monthly analysis of the data tools gaining adoption, community interest, and reader momentum.
Core Data Tools
The building blocks of a modern data stack
Data Pipeline & Orchestration
54Tools for scheduling, managing, and monitoring data workflows and ETL/ELT pipelines.
Cloud Data Warehouses
36Scalable SQL engines and storage systems for analytics and reporting.
Business Intelligence (BI)
32Platforms for data visualization, dashboards, and actionable business insights.
Data Quality
22Solutions to validate, profile, and ensure trust in your data assets.
AI & Machine Learning
Platforms, agents, and infrastructure for AI-powered applications
AI Agent Frameworks
23Frameworks and platforms for building, orchestrating, and deploying autonomous AI agents — from multi-agent orchestration and visual workflow builders to agent memory, tool integration, and observability.
MLOps & AI Platforms
22Tools for managing the machine learning lifecycle, from training to deployment and monitoring.
AI Platforms
19AI platforms, foundation models, and applied AI tools for data and enterprise
Vector Databases
17Vector databases for AI embeddings, similarity search, and retrieval-augmented generation (RAG)
DevOps & Engineering
Developer tools, security, and observability for modern engineering teams
Best Tools by Category
Curated rankings updated for 2026
Core Data
AI & Machine Learning
DevOps & Engineering
Market Landscapes
Interactive quadrant maps — see where every tool stands in 2026
Core Data
AI & Machine Learning
DevOps & Engineering
Compare Data Tools
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3-Way Comparisons
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Top tools this month
Most popular with data teams
Hashgrid — Neural Information Exchange
Hashgrid Protocol: neural information exchange for agents. Read the guide, browse the API docs, or join the network.
Neo4j
Connect data as it's stored with Neo4j. Perform powerful, complex queries at scale and speed with our graph data platform.
KNIME
Free and open source with all your data analysis tools. Create data science solutions with the visual workflow builder & put them into production in the enterprise.
Kedro
Python framework for creating reproducible, maintainable, and modular data science code.
CCDash
Monitor and schedule your Claude Code sessions visually
Anthropic
Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.
Pricing guides
Detailed pricing breakdowns to help you budget
Rockset
EnterpriseFree tier available
View pricing breakdown →Hugging Face
FreemiumHashiCorp Vault
FreemiumFree tier available
View pricing breakdown →Amazon SageMaker
Usage-BasedFree tier available
View pricing breakdown →Qdrant
FreemiumFree tier available
View pricing breakdown →AWS Kinesis
Usage-BasedFrom $0.08/mo
View pricing breakdown →Dynatrace
Usage-BasedAtlan
FreemiumFrom $15.00/mo
View pricing breakdown →Recently reviewed data tools
Latest additions to our directory
Amplitude
Build better products by turning your user data into meaningful insights, using Amplitude's digital analytics platform and experimentation tools.
FAISS
Library for efficient similarity search and clustering of dense vectors, developed by Meta AI.
Hightouch
Hightouch is a data and AI platform for personalization and targeting. We solve data, so your marketers can focus on strategy and creativity.
SQLMesh
Data transformation framework with virtual environments, column-level lineage, and incremental computation.
Marqo
Marqo optimises search conversion using click-stream, purchase and event data, creating a personalised experience that knows what your customers are looking for - better than they do.
Ray
Ray is an open source framework for managing, executing, and optimizing compute needs. Unify AI workloads with Ray by Anyscale. Try it for free today.
Amazon SageMaker
The next generation of Amazon SageMaker is the center for all your data, analytics, and AI
Grafana
Open-source observability and data visualization platform for metrics, logs, and traces.
AWS Glue
AWS Glue is a serverless data integration service that makes it easy to discover, prepare, integrate, and modernize the extract, transform, and load (ETL) process.
ClickHouse
ClickHouse is a fast open-source column-oriented database management system that allows generating analytical data reports in real-time using SQL queries
Apache Kafka
Distributed event streaming platform for high-throughput, fault-tolerant data pipelines.
Apache NiFi
Apache NiFi is an easy to use, powerful, and reliable system to process and distribute data
From the Modern DataTools blog
Insights for data engineers and analysts
Vector Databases Explained: When You Actually Need One (and When You Don't)
The vector database gold rush is in full swing. But for most teams, pgvector is all you need. Here's how to decide.
Modern DataTools Signal Report: June 2026
Monthly analysis of the data tools gaining adoption, community interest, and reader momentum.
Redesigning the Stack Recommender: From Static Suggestions to Interactive Architecture Decisions
How Modern DataTools redesigned Stack Recommender with interactive customization, shareable URLs, evidence quality, integration visibility, and clearer methodology.
Built for Data Engineers
Reviews focus on architecture, pipelines, SLAs, and integrations—not marketing fluff.
Structured Content
Consistent format: overview, architecture, use cases, pricing, pros & cons.
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Why trust Modern DataTools?
Egor Burlakov
Tech Leader & Founder of Modern DataTools and Lux AI Partners. 15+ years building science solutions, data pipelines and analytics systems at scale.