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Data & Analytics

Databases, data pipelines, warehouses and analytics tools that store, move and explain an organization's data.

Choosing guide

90 results in Data & Analytics

Active Pro listings from this category appear first. Your sort applies within Pro and Free results.

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Focused collections

Shortlists for Data & Analytics

Explore collections with tools relevant to this category, grouped by deployment, source model or workload.

Open-source database platforms and tools →

14 matching tools from this category

Open-source ETL and data pipeline tools →

6 matching tools from this category

Self-hosted monitoring tools →

3 matching tools from this category

How to choose data & analytics tools

Data and analytics tools support data collection, storage, transformation, search, analysis and reporting.

Read the guide

Who uses these tools

  • Data engineers and analysts
  • Machine-learning and application teams
  • Platform teams governing shared data

Capabilities to compare

  • Data movement and transformation
  • Analytics, search and reporting
  • Governance, observability and serving

Operating considerations

  • Data volume, latency and consistency requirements
  • Model and data governance
  • Compute, storage and data-transfer cost

Selection checklist

  1. Start from workloads, data contracts and service-level needs.
  2. Test governance, lineage and failure recovery with realistic data.
  3. Estimate cost at expected growth rather than with a small demonstration dataset.

What belongs in this category: A listing belongs here when data storage, processing, search or analytics is central to the product.

Data & Analytics on iThub in figures

iThub lists 90 tools in Data & Analytics. 64 of 90 are open source, 71 of 90 can be self-hosted, 78 of 90 have a free, freemium or open-source pricing model and 72 of 90 offer an API.

Tools listed
90
Open source
64
Self-hostable
71
Free to start
78
With an API
72
Web app
45
Desktop app
30

Recently added: SeekStorm, c15t, PipesHub, Hatchet

Decision resources

Continue the technical evaluation

Use the resources that match your decision stage. Profile data and linked sources were refreshed through November 11, 2026.

Evaluation methodology · Corrections process