iceDQ vs Soda
Verdict: Soda scores 9.6/10 against 8.6/10 for iceDQ on our data score for data monitoring testing tools.
Soda has a free plan; iceDQ does not.
iceDQ and Soda lead on 1 check each; 6 are even, out of 8 checks (yes/no, price and seats) where we have data for both.
Choose iceDQ for enterprise QA and data teams testing ETL pipelines, migrations and BI reports. Choose Soda for data engineering teams that want data contracts and pipeline tests with a free tier and published team price.
Scoreboard: 8 checks
| Check | iceDQ | Soda |
|---|---|---|
| Free plan | Leads | |
| Free trial | Leads | |
| Smaller seat minimum | Even | Even |
| ML anomaly detection | Even | Even |
| Freshness and volume checks | Even | Even |
| Alerts (email, Slack or Teams) | Even | Even |
| Data lineage | Even | Even |
| Custom rule checks | Even | Even |
| Total | 1 | 1 |
At a glance
| iceDQ | Soda | |
|---|---|---|
| Score | 8.6/10 (#1) | 9.6/10 (#2) |
| Best for | Enterprise QA and data teams testing ETL pipelines, migrations and BI reports | Data engineering teams that want data contracts and pipeline tests with a free tier and published team price |
| Free plan | No | Yes |
| Paid from (annual) | See vendor | See vendor |
| Paid from (monthly) | — | $750/mo |
| Free trial | Free trial offered via demo request (length not stated) | — |
| Minimum seats | 1 | 1 |
| Platforms | Cloud (SaaS on AWS), On-premises (self-managed) | Cloud (SaaS), Self-hosted runner (Kubernetes), Python library, Private deployment (Team plan), Python library (Soda Core) |
Features
| Tool | Score | ML anomaly detection | Freshness and volume checks | Alerts (email, Slack or Teams) | Data lineage | Custom rule checks |
|---|---|---|---|---|---|---|
| iceDQ Featured partner | 8.6/10 | Yes | Yes | Yes | Yes | Yes |
| Soda | 9.6/10 | Yes | Yes | Yes | Yes | Yes |
Pros and cons
iceDQ
Pros- Connectors page lists 150+ native and SQL-based connectors, including Snowflake, Databricks, Google BigQuery, SAP HANA, Salesforce, Kafka and mainframe AS400
- Tests BI reports against their source data; the BI testing page names Power BI, Tableau, Qlik Sense, MicroStrategy, SAP BusinessObjects and IBM Cognos, and Power BI testing supports XMLA and native DAX queries
- File testing covers CSV, JSON, XML, Excel, fixed-width, Parquet, Avro and mainframe EBCDIC/COBOL files, read from S3, ADLS Gen2, Google Cloud Storage, FTP/SFTP and SharePoint
- Integrations page lists 20+ pre-built integrations: Jenkins, Bamboo, Azure DevOps, GitHub Actions, Airflow, Autosys, Control-M, Jira, ServiceNow, HP ALM, Xray and Zephyr
- Offered as SaaS on AWS or self-managed on-premises; the vendor says the customer controls data access in both
- No published prices; the license is described only as consumption-based per user per server or enterprise, and every page leads to 'Book a Demo'
- No free plan; the 'Free Trial' card on the homepage links to the demo request form and gives no trial length or terms
- Many connectors cost extra: the licensing policy lists JSON, XML, Parquet, Avro, REST API, GraphQL, Salesforce and Kafka as premium data connectors, Power BI, Tableau Cloud and Qlik Cloud as premium BI connectors, and Azure DevOps, GitHub Actions and Jira as premium integrations
- For Tableau and Qlik, the connectors page and licensing policy list only Tableau Cloud and Qlik Cloud; Cognos is named on the BI testing page but not in the connector list
- Aimed at data teams rather than API developers: there is no load testing or API mocking, and the vendor itself says it checks the data in API responses rather than replacing functional tools like Postman
Soda
Pros- Published pricing: Free at $0 and Team at $750 per month
- Free plan includes unlimited users and alerting and ticketing integrations, no credit card needed
- Alerts to Slack and Microsoft Teams; custom SQL metric monitors supported
- Deployment options: Python libraries in pipelines, Soda-hosted runner, or self-hosted runner
- Soda Core v4 is under the Elastic License 2.0, not an OSI open-source license
- SSO, RBAC, audit logs and the no-code interface require the Team plan
- Usage beyond the free Soda Processing Units (SPUs) is billed pay-as-you-go
Frequently asked questions
How do iceDQ and Soda compare on features and price?
iceDQ and Soda lead on 1 check each; 6 are even, out of 8 checks (yes/no, price and seats) where we have data for both.
Is iceDQ better than Soda?
Soda scores 9.6/10 against 8.6/10 for iceDQ on our data score for data monitoring testing tools. iceDQ is best for enterprise QA and data teams testing ETL pipelines, migrations and BI reports; Soda is best for data engineering teams that want data contracts and pipeline tests with a free tier and published team price.
Which is cheaper, iceDQ or Soda?
Check each vendor's pricing page; one of them does not publish an entry price.
Do iceDQ and Soda have free plans?
iceDQ: no. Soda: yes.
See the full Data Monitoring Testing Tools ranking for other options.
Sources
- iceDQ: official pricing page · iceDQ homepage · iceDQ platform overview (deployment and license FAQ) · iceDQ features · iceDQ connectors · iceDQ integrations · iceDQ licensing policy · iceDQ ETL testing · iceDQ data testing tool · iceDQ data reconciliation · iceDQ BI report testing · iceDQ Power BI testing · iceDQ file testing · iceDQ data monitoring · iceDQ data observability · iceDQ API data testing · iceDQ about us
- Soda: official pricing page · Soda pricing page · Soda docs index (profiling, metric monitoring, freshness, Slack/Teams) · Soda docs: deployment options · Soda Core GitHub repository and LICENSE · Soda home page · Soda Core v3 release notes · Soda docs: DuckDB data source (v4) · soda-core LICENSE (GitHub)