iceDQ review

#1 in ETL Testing ToolsScore 8.6/10Checked Nov 15, 2026By BestSoftwareGuides Editorial Team

iceDQ is a data testing, reconciliation and monitoring platform from Torana Inc. that checks data across databases, files, APIs and BI reports. It is our Featured partner in ETL testing tools and is listed first there; by score it is #2 of 9 (8.6/10). Best for enterprise QA and data teams testing ETL pipelines, migrations and BI reports.

Also ranked in Data Reconciliation Tools (Featured partner, listed first; #2 by score, 8.6/10), Data Monitoring Testing Tools (Featured partner, listed first; #5 by score, 8.6/10), Data Quality Tools (Featured partner, listed first; #9 by score, 7.8/10), Power BI Report Testing Tools (Featured partner, listed first; #3 by score, 8.2/10), BI Report Testing Tools (Featured partner, listed first; #3 by score, 8.6/10), File Testing Tools (Featured partner, listed first; #4 by score, 8.6/10), API Testing Tools (#10, 7.8/10).

Price: Quote-only pricing · Free trial offered via demo request (length not stated).

Disclosure: iceDQ is a featured partner of BestSoftwareGuides and is listed first in ETL Testing Tools, Data Reconciliation Tools, Data Monitoring Testing Tools, Data Quality Tools, Power BI Report Testing Tools, BI Report Testing Tools, File Testing Tools. That does not change its score, pros, cons or prices on this page. Read our disclosure.

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What iceDQ is

iceDQ runs validation and reconciliation rules that compare source and target data at row and column level across databases, files, APIs and BI reports, using its own in-memory engine. It is sold as SaaS on AWS or self-managed on-premises, with schedulers, CI/CD hooks and email, Slack or Teams alerts.

Pros and cons

Where it wins

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

Where it falls short

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

iceDQ pricing

iceDQ pricing plans
Plan	Billed annually	Billed monthly	Annual saving	Notes
Enterprise license	Custom quote	Custom quote	—	Quote only. Site: 'consumption-based license per user per server or enterprise'. Engines (Standard, High Throughput, Big Data) are sized Mini/Small/Medium/Large; premium connectors and integrations are add-on licenses.

USD, per user per month unless noted. "—" means the price is not published or we could not confirm it. Last checked Nov 15, 2026. Status: verified on iceDQ's pricing page.

Key facts

Free plan	No
Free trial	Free trial offered via demo request (length not stated)
Paid from	Quote-only (contact sales)
Minimum seats	1
Platforms	Cloud (SaaS on AWS), On-premises (self-managed)
Integrations	150+ connectors; 20+ pre-built integrations
Compliance and security	ISO/IEC 27001 (badge), SOC (AICPA badge, report type not stated), SSO, LDAP/Active Directory
Support	Support portal, Email, Phone, Training (iceDQ University), Premium support credits
No-code test creation	Yes
Source-to-target comparison	Yes
CI/CD integration	Yes
Scheduled test runs	Yes
Snowflake, Databricks and BigQuery support	Yes
Facts checked	Nov 15, 2026 · verified on the vendor's own site (source)