Soda vs Ataccama ONE

Soda8.8Visit Ataccama ONE8.5Visit

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

Ataccama ONE #3 in Data Testing Tools 8.5/10 Pricing on request ✓ 4 of 4 features Visit Ataccama

• Soda fits best

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

• Ataccama ONE fits best

  Enterprises that want quality checks tied directly into governance and MDM

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Side by side

Feature	Soda 8.8/10 Visit ↗	Ataccama ONE 8.5/10 Visit ↗
At a glance
Editor score	8.8	8.5
Ranking	#2 in Data Testing Tools	#3 in Data Testing Tools
Best for	Teams that want quality checks defined simply, starting free, with room to grow into a paid layer	Enterprises that want quality checks tied directly into governance and MDM
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 · Ataccama ONE 4/4
Automated anomaly detection	—	✓ (best)
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	AI-assisted profiling suggests rules and data classifications rather than starting from a blank slate Covers master data management alongside quality, which keeps "golden record" work and quality checks in sync Suited to regulated industries where quality, lineage, and governance need to be provable together
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	No published pricing; evaluating cost means starting a sales conversation Combining quality, MDM, and governance in one platform is more than a team that only wants checks may need A broader platform generally means a longer implementation than a single-purpose checker
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 →	Ataccama ONE's case is that data quality shouldn't live apart from governance and master data management, because a "bad record" problem and a "which record is the real one" problem are usually the same underlying issue. AI-assisted… 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

• Ataccama ONE — where it wins

  • AI-assisted profiling suggests rules and data classifications rather than starting from a blank slate
  • Covers master data management alongside quality, which keeps "golden record" work and quality checks in sync
  • Suited to regulated industries where quality, lineage, and governance need to be provable together

  Where it doesn't

  • No published pricing; evaluating cost means starting a sales conversation
  • Combining quality, MDM, and governance in one platform is more than a team that only wants checks may need
  • A broader platform generally means a longer implementation than a single-purpose checker

• 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 →
• Ataccama ONE8.5/10 · Pricing on request

  Puts data quality, governance, and master data management on one platform instead of three separate tools.

  Visit AtaccamaFull verdict →