301 Tools ReviewedUpdated Weekly

Build Your Data Stack

Tell us what you're building. We'll recommend the best tools based on real community data — GitHub stars, downloads, Stack Overflow activity, and 1,100+ verified integrations.

How recommendations are scored

Your ML Platform

Click any tool to swap it. Add optional layers to customize your recommendation.

Why this recommendation

Evidence: High · 84/100

This reflects how much supporting evidence we have for the recommendation, based on source coverage, metadata, and verified integrations.

  • Optimized for a default ml platform architecture across the required stack layers.
  • Prioritizes data storage and ML tooling that fit enterprise ML/AI platform workloads.
  • Balances role fit, adoption, review quality, user requirements, and available integration evidence.
  • Source coverage: Most selected tools have strong adoption, review, and metadata coverage.
  • Verified integrations: 2 of 3 selected tool pairs are verified: Airbyte + Databricks and Databricks + Weights & Biases. No verified integration found yet: Airbyte + Weights & Biases.
  • Requirement evidence: No optional requirements were selected, so the stack is judged on default architecture fit.
27/100
Stack Score
53/100
Community Health
0/100
Integration Coverage
Free – $200/mo
Est. Monthly Cost

Integration Map

Integration not verified: Airbyte and DuckDB. This connection is expected for the selected architecture, but verified source evidence is not recorded yet. ingestion tools need a verified destination path into the ML data store.Integration not verified: Weights & Biases and DuckDB. This connection is expected for the selected architecture, but verified source evidence is not recorded yet. ML training and deployment tools need a data-access path to the selected storage layer.AirbyteData IngestionDuckDBData StorageWeights & BiasesML Training & DeploymentNo verified direct integrations between these tools
→ Data flow- - Integration not verified
Data Ingestion
No verified integrations
Airbyte
⭐ 21.7kFreemium
Data Storage
No verified integrations
DuckDB
⭐ 39.7kOpen Source
ML Training & Deployment
No verified integrations
Weights & Biases
⭐ 11.2kHF 3.1k downloadsFreemium
Orchestration
🤖 AI: LLM Provider
🤖 AI: Agent Framework
🤖 AI: Vector Database
Observability

Understanding your stack scores

Stack Score

Overall quality of your stack, shown out of 100. Combines community health and integration coverage equally.

Community Health

Average adoption strength across your tools, normalized to 100 from GitHub stars and Stack Overflow questions.

Integration Coverage

Share of architecture-relevant stack connections with a verified integration, shown out of 100. Green lines are verified integrations; amber dashed lines are expected stack connections where verified source evidence is not recorded yet.

Est. Monthly Cost

Estimated range based on each tool's published starting price and pricing model. Actual costs depend on usage, team size, and plan tier.

Integration indicators on each tool

2 verified all graph-relevant pairs are verified2 verified, 1 unverified hover to see which pair is unverifiedNo verified integrations no verified direct connection found yet

A solid architecture

This stack has a few moving parts. We can help you avoid common integration pitfalls and get to production faster.

Book a Discovery Call →

Popular stack guides

Modern Data StackML PlatformAI Agent StackReal-time AnalyticsData Governance