Skip to content
SPECIFICTION
Get listed

Soda

soda.io

From $750/mo Free plan WebLinuxAPISelf-hosted
Visit soda.io
Spec score 8.5 #2 of 22 in Anomaly Detection Software

What it is

Soda is a data quality platform for monitoring production data, testing data through development and deployment, and investigating issues. Its machine-learning-powered observability looks for unexpected changes without requiring every rule to be set in advance. Teams can test data during development, deployment, transformation, and CI/CD workflows. Data contracts let producers and consumers specify expected schemas, data types, value ranges, and other constraints. Soda lists integrations including Databricks, Snowflake, PostgreSQL, Airflow, dbt, Slack, Microsoft Teams, Jira, and PagerDuty, and offers three deployment models for different infrastructure and privacy needs. Its listed database support includes Athena, BigQuery, Databricks SQL, Dremio, DuckDB, Fabric, MySQL, Oracle, PostgreSQL, Redshift, Spark Dataframe, Snowflake, SQL Server, Synapse, and Trino. The Free plan is free and includes pipeline testing, metrics observability, and alerting and ticketing integrations. Team is $750 a month; Enterprise has no listed price. Soda lists SOC 2 Type 2, SOC 3, DORA, and GDPR under compliance. It was founded in 2019 and lists locations in Chicago, Illinois, and Brussels, Belgium.

Spec sheet

Purpose
Soda is a data quality platform for monitoring data quality, catching problems early, understanding issues at source, and taking action.Read 30 Sep 2026 · docs.soda.io
Intended users
Soda describes its workflow as serving data engineers, data producers and consumers, governance teams, and platform teams.Read 30 Sep 2026 · docs.soda.io
Deployment
Soda offers three deployment models based on infrastructure and data privacy needs.Read 30 Sep 2026 · docs.soda.io
Integrations
Soda advertises integrations with data-stack tools, catalogs, orchestration systems, incident-management tools and CI/CD workflows.Read 15 Oct 2026 · soda.io
Security
Soda’s Trust Center lists SOC 2 Type 2, SOC 3, DORA, and GDPR under compliance.Read 30 Sep 2026 · trust.soda.io
Support
Soda lists premium support as an Enterprise feature and provides a support contact at [email protected].Read 30 Sep 2026 · soda.io
License
Soda Core changed from Apache 2.0 to Elastic License 2.0 in January 2026; the source remains readable and modifiable but cannot be offered as a competing hosted service.Read 15 Oct 2026 · soda.io
Headquarters
Chicago, Illinois, United States; Brussels, BelgiumRead 28 Sep 2026 · soda.io
Founded
2019Read 28 Sep 2026 · soda.io
Adaptive thresholds
Monitoring supports intelligent adaptive thresholds as well as user-defined thresholds.Read 15 Oct 2026 · soda.io
AI automations
Soda can turn plain-language requests into checks and generate complete data contracts through a copilot workflow.Read 15 Oct 2026 · soda.io
AI monitoring
Its monitoring uses machine-learning methods to detect unexpected metric changes without requiring every rule to be predefined.Read 15 Oct 2026 · docs.soda.io
CLI and Python API
Soda documents command-line and Python interfaces for configuring and automating verification workflows.Read 15 Oct 2026 · docs.soda.io
Collaborative contracts
Engineers manage versioned contracts in Git while business users review or propose changes in the interface.Read 15 Oct 2026 · soda.io
Company LinkedIn facts
LinkedIn lists Soda as a privately held Brussels software company founded in 2018 with a stated size of 11–50 employees.Read 15 Oct 2026 · linkedin.com
Company locations
Soda Data, Inc. lists an address in Chicago, Illinois, and Soda Data NV lists an address in Brussels, Belgium.Read 30 Sep 2026 · soda.io
Customer data control
Soda states that diagnostic data stays in the customer’s cloud and remains under customer control.Read 15 Oct 2026 · soda.io
Data contracts
Data contracts define expected schemas, data types, value ranges, and other constraints for collaboration between data producers and consumers.Read 30 Sep 2026 · docs.soda.io
Data testing
Soda supports testing data during development, deployment, transformation, and CI/CD workflows to catch issues before production.Read 30 Sep 2026 · docs.soda.io
Deployment choices
Documented deployment models are Soda Python Libraries, a Soda-hosted Agent and a self-hosted Agent.Read 15 Oct 2026 · docs.soda.io
Diagnostics warehouse
Failed records are written to a customer-selected warehouse for investigation while remaining in the customer environment.Read 15 Oct 2026 · soda.io
Documentation depth
Public documentation covers quickstarts, YAML contract language, CLI and Python references, data-source connections, architecture and release notes.Read 15 Oct 2026 · docs.soda.io
Funding
CB Insights reports Soda’s latest funding round as a $14 million Series B announced on July 3, 2024.Read 15 Oct 2026 · cbinsights.com
Historical analysis
Built-in backfilling and backtesting can analyze up to one year of historical data for patterns and trends.Read 15 Oct 2026 · soda.io
Independent licensing assessment
Data Stack Index characterizes Soda Core v4 as source-available Elastic License 2.0 rather than OSI-approved open source, while older v3 remained Apache 2.0.Read 15 Oct 2026 · datastackindex.com
Independent technical description
Shipshape Data describes Soda Core as a YAML-based testing framework while Soda Cloud adds scheduled scans, dashboards and alerting.Read 15 Oct 2026 · shipshapedata.com
Interactive observability
Users can view organization-wide quality information and drill into individual anomalies with interactive visualizations.Read 15 Oct 2026 · soda.io
Legal entity
Crunchbase identifies the legal name as Soda Data NV and lists Brussels, Belgium as headquarters.Read 15 Oct 2026 · crunchbase.com
Limit: connector coverage
G2 reviewers mention missing DataHub and Elasticsearch/OpenSearch integrations and ask for better guidance on adding data sources.Read 15 Oct 2026 · g2.com
Limit: customization and scaling cost
Gartner’s displayed critical-review summaries mention limited customization and difficulty with costs as deployments scale.Read 15 Oct 2026 · gartner.com
Limit: learning curve
G2 reviewers report that newcomers can struggle to understand data-quality checks and that some pipeline integrations, including Dagster, are difficult.Read 15 Oct 2026 · g2.com
Limit: vendor lock-in and paid features
G2 reviewers flag vendor-lock-in risk and say advanced capabilities require a commercial license beyond Soda Core.Read 15 Oct 2026 · g2.com
Notable news
Soda announced the Soda Core license change from Apache 2.0 to Elastic License 2.0 on January 27, 2026.Read 15 Oct 2026 · soda.io
Observability
Its ML-powered observability monitors production data and spots unexpected changes without requiring every rule to be defined upfront.Read 30 Sep 2026 · docs.soda.io
Praise: declarative workflow
Gartner reviewers praise code-defined checks, integration with dbt, Airflow and CI/CD, and monitoring that catches issues before dashboards or decisions are affected.Read 15 Oct 2026 · gartner.com
Praise: integrations
G2 users report quick integration with Airflow, Databricks, Salesforce, Snowflake, S3, BigQuery and PagerDuty.Read 15 Oct 2026 · g2.com
Praise: support
Several G2 reviewers describe responsive help through Soda’s Slack community and product team.Read 15 Oct 2026 · g2.com
Praise: usability and checks
G2 reviewers repeatedly praise the intuitive interface, flexible YAML checks, readable data contracts and ease of connecting checks to pipelines.Read 15 Oct 2026 · g2.com
Rating on G2
4.4 out of 5 from 55 reviews.Read 15 Oct 2026 · g2.com
Rating on Gartner Peer Insights
4.1 out of 5 from 32 ratings.Read 15 Oct 2026 · gartner.com
Record anomaly detection
The product identifies anomalous records at row level.Read 15 Oct 2026 · soda.io
REST API
The reference documentation includes a REST API for managing datasets, running verifications and retrieving results.Read 15 Oct 2026 · docs.soda.io
Security compliance
Soda’s Trust Center lists SOC 2 Type 2, DORA and GDPR compliance materials, including a penetration-test report and SOC 2 report.Read 15 Oct 2026 · trust.soda.io
Security controls
The Trust Center lists SSO support, data security, encryption in transit and at rest, and application penetration testing.Read 30 Sep 2026 · trust.soda.io
Sensitive data
The documentation says sample rows are not collected by default and that users can configure sample data collection during onboarding.Read 30 Sep 2026 · docs.soda.io
Support channels
Soda lists email support, a community Slack workspace and premium support for Enterprise customers.Read 15 Oct 2026 · soda.io
Supported data sources
Soda Core documentation lists Athena, BigQuery, Databricks SQL, DuckDB, Fabric, Oracle, PostgreSQL, Redshift, Spark DataFrame, SQL Server, Snowflake and Synapse connectors.Read 15 Oct 2026 · docs.soda.io
What Soda does
Soda is a data-quality platform for detecting, understanding and fixing problems in organizational data.Read 15 Oct 2026 · docs.soda.io

Plans and prices

Free Free per month pipeline testing · metrics observability · alerting and ticketing integrations · no credit card required Read 15 Oct 2026 · soda.io
Team $750 a month per month unlimited users · pay as you go for additional Soda Processing Units · catalog integrations · add-ons available Read 15 Oct 2026 · soda.io
Enterprise Priced on request custom pricing collaborative data contracts · no-code interface · advanced AI data quality · audit logs · custom roles and RBAC · private deployment · SSO · premium support Read 15 Oct 2026 · soda.io

Every Soda plan and price →

Strong points and limits

Strong points

  • Tests data across development and CI/CD workflows
  • Data contracts define schemas and value constraints
  • Lists integrations with major data and workflow tools
  • Free plan includes testing and metrics observability
  • Three deployment models are available

Limits

  • Team costs $750 a month

Who it suits

Soda is aimed at data engineers, data producers and consumers, governance teams, and platform teams. It may suit teams needing both data tests and production monitoring.

Verdict

Soda combines data testing, production monitoring, and data contracts, with a broad listed database set and multiple deployment models. The Team plan has a stated monthly price, while Enterprise pricing is unspecified.

Where Specifiction places it

Alternatives to SodaAll alternatives →