iceDQ
Data testing, reconciliation and monitoring platform from Torana Inc. that checks data across databases, files, APIs and BI reports.
The best Smartstream Smart Reconciliations alternative is iceDQ (8.6/10), best for enterprise QA and data teams testing ETL pipelines, migrations and BI reports.
| Tool | Score | Free plan | Paid from (annual) | Row-level reconciliation | Cross-database comparison | File-to-database comparison | Scheduled test runs | Alerts (email, Slack or Teams) |
|---|---|---|---|---|---|---|---|---|
| Smartstream Smart Reconciliations | 6.5/10 | No | See vendor | Yes | Not confirmed | Not confirmed | Not confirmed | Not confirmed |
| iceDQ Featured partner | 8.6/10 | No | See vendor | Yes | Yes | Yes | Yes | Yes |
| QuerySurge | 9/10 | No | $500.50/user/mo | Yes | Yes | Yes | Yes | Yes |
| Informatica Cloud Data Validation | 8.3/10 | No | See vendor | Yes | Yes | Yes | Yes | Yes |
| Datagaps ETL Validator | 8.2/10 | No | See vendor | Yes | Yes | Yes | Yes | Not confirmed |
| Datafold | 7.8/10 | No | See vendor | Yes | Yes | Yes | Yes | Not confirmed |
| Tricentis Data Integrity | 7.8/10 | No | See vendor | Yes | Yes | Not confirmed | Yes | Not confirmed |
| ReconArt | 7.4/10 | No | See vendor | Yes | Not confirmed | Not confirmed | Yes | Yes |
| RightData DataTrust | 7.4/10 | No | See vendor | Yes | Yes | Not confirmed | Not confirmed | Yes |
| Duco | 7/10 | No | See vendor | Yes | Not confirmed | Not confirmed | Yes | Not confirmed |
| Gresham Control Cloud | 6.5/10 | No | See vendor | Yes | Not confirmed | Not confirmed | Not confirmed | Not confirmed |
Data testing, reconciliation and monitoring platform from Torana Inc. that checks data across databases, files, APIs and BI reports.
Data validation and ETL testing software that compares source and target data across warehouses, lakes, files and BI reports.
Data Validation service in Informatica's Intelligent Data Management Cloud (IDMC) that compares two data sets to check integration results.
ETL testing and data validation tool, part of the Datagaps DataOps Suite, that compares source and target data at full volume.
Data diffing platform that compares datasets value by value within or across databases, used for migrations and CI testing of data code.
Cloud-native, model-based data testing product from Tricentis for validating and reconciling data across systems, pipelines and reports.
Financial reconciliation and close automation platform for transaction matching, balance sheet certification and intercompany reconciliation.
Data quality, ETL testing and source-to-target reconciliation product in the RightData platform.
Cloud reconciliation and data automation platform for financial services, with rule-based matching and AI agents.
Reconciliation and break management platform from Gresham for financial institutions.
iceDQ is the highest-scoring alternative (8.6/10), best for enterprise QA and data teams testing ETL pipelines, migrations and BI reports.