Soda

Data contracts and pipeline testing with a free tier and published Team price

Overview

Soda is a data quality platform built around pipeline testing, metrics observability and collaborative data contracts, in which data producers and consumers agree on the quality expectations for a dataset and Soda enforces them.[16] Checks can be written in code or, on paid plans, through a no-code interface, and Soda adds AI-powered data quality features on its Team plan.[16] Its pricing is unusually transparent for the category: a Free plan at US$0 per month includes free Soda Processing Units (SPUs), pipeline testing, metrics observability and alerting and ticketing integrations with no credit card; the Team plan costs US$750 per month with unlimited users, pay-as-you-go SPUs, collaborative data contracts and audit logs; and Enterprise is custom-priced with private deployment, SSO and premium support.[16] Soda suits data engineering teams that want to shift quality checks left into pipelines and formalise expectations with data contracts. It requires teams to define checks, so coverage depends on effort, and anomaly detection is less automatic than in ML-first observability tools.

What Soda does

  • Pipeline data testing
  • Collaborative data contracts
  • Metrics observability
  • No-code checks on Team
  • Alerting and ticketing integrations
  • Private deployment on Enterprise

Soda pricing

Free: US$0 per month, free SPUs, pipeline testing, metrics observability. Team: US$750 per month, unlimited users, pay-as-you-go SPUs, data contracts, AI features, audit logs and RBAC. Enterprise: custom, private deployment, SSO, premium support; annual billing and volume discounts.

Soda strengths and limitations

Strengths

  • Published prices
  • Free tier without credit card
  • Data contracts formalise expectations
  • Unlimited users on Team

Limitations

  • Checks must be defined
  • Less automatic anomaly detection
  • Private deployment only on Enterprise
  • SPU usage adds variable cost

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