Soda vs Collibra

Soda8.8Visit Collibra8.1Visit

Higher score Soda #2 in Data Testing Tools 8.8/10 Free plan · paid from $750/mo Free plan✓ 2 of 4 features Visit Soda

vs

Collibra #5 in Data Testing Tools 8.1/10 Pricing on request ✓ 3 of 4 features Visit Collibra

• Soda fits best

  Teams that want quality checks defined simply, starting free, with room to grow into a paid layer

• Collibra fits best

  Organizations that want data quality checks tied directly to catalog, lineage, and ownership records

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Side by side

Feature	Soda 8.8/10 Visit ↗	Collibra 8.1/10 Visit ↗
At a glance
Editor score	8.8	8.1
Ranking	#2 in Data Testing Tools	#5 in Data Testing Tools
Best for	Teams that want quality checks defined simply, starting free, with room to grow into a paid layer	Organizations that want data quality checks tied directly to catalog, lineage, and ownership records
Pricing model	Free plan + paid	Paid
Starting price	Free plan · paid from $750/mo	Pricing on request
Free plan	✓ (best)	—
Free trial	—	—
Features Soda 2/4 · Collibra 3/4
Automated anomaly detection	—	—
Data lineage mapping	—	✓ (best)
Alerting integrations	✓	✓
API access	✓	✓
Specs
Deployment model	Hybrid	Hybrid
Our review
Pros	Soda Core is genuinely free and open source, with checks written in a short, readable YAML-like syntax Checks map closely to SQL concepts, so analytics engineers pick it up fast without a new query language Soda Cloud adds collaboration, history, and alerting on top of the same checks without rewriting them	Quality scores sit next to catalog entries, so a business user sees trust status and lineage in one place, not just engineers Strong ownership and stewardship workflows for assigning who's responsible when a check fails Long enterprise track record in regulated and highly governed industries
Cons	Soda Core alone has no hosted dashboard or team collaboration layer — that's the paid upgrade Less automatic anomaly detection out of the box than ML-first observability tools on this list Checks still have to be written per table or dataset; it won't discover what to check on its own	Budgeting has to start blind, since no price list is published anywhere Teams that only want technical quality checks (no catalog, no stewardship workflow) are buying more than they need Rolling out the catalog and ownership model well takes real organizational effort, not just a technical install
Our verdict	Soda's pitch is that quality checks shouldn't need a new mental model: its check syntax reads close enough to SQL that an analytics engineer can write "row count > 0" or "missing_count(column) = 0" and move on, instead of learning a… Read the review →	Collibra's quality features exist inside its catalog, which is the right starting point for an organization where "is this data trustworthy" needs to be answerable by a business stakeholder, not just an engineer reading a log. A quality… Read the review →

Strengths and trade-offs

• Soda — where it wins

  • Soda Core is genuinely free and open source, with checks written in a short, readable YAML-like syntax
  • Checks map closely to SQL concepts, so analytics engineers pick it up fast without a new query language
  • Soda Cloud adds collaboration, history, and alerting on top of the same checks without rewriting them

  Where it doesn't

  • Soda Core alone has no hosted dashboard or team collaboration layer — that's the paid upgrade
  • Less automatic anomaly detection out of the box than ML-first observability tools on this list
  • Checks still have to be written per table or dataset; it won't discover what to check on its own

• Collibra — where it wins

  • Quality scores sit next to catalog entries, so a business user sees trust status and lineage in one place, not just engineers
  • Strong ownership and stewardship workflows for assigning who's responsible when a check fails
  • Long enterprise track record in regulated and highly governed industries

  Where it doesn't

  • Budgeting has to start blind, since no price list is published anywhere
  • Teams that only want technical quality checks (no catalog, no stewardship workflow) are buying more than they need
  • Rolling out the catalog and ownership model well takes real organizational effort, not just a technical install

• Soda8.8/10 · Free plan · paid from $750/mo

  Checks are plain SQL-adjacent config, approachable for teams who aren't buying a platform yet.

  Visit SodaFull verdict →
• Collibra8.1/10 · Pricing on request

  Quality checks here are a feature of the catalog, which matters most to governance-led organizations.

  Visit CollibraFull verdict →