# Ataccama ONE vs Soda Comparison | | Ataccama ONE | Soda | |---|---|---| | **Star Rating** | 4.2 out of 5 | 4.4 out of 5 | | **Total Reviews** | 11 | 55 | | **Largest Market Segment** | Enterprise (40.0% of reviews) | Mid-Market (43.6% of reviews) | | **Entry Level Price** | No pricing available | $0.00 3 Production Datasets Per Month | --- ## Top Pros & Cons ### Ataccama ONE Pros: - Customer Support (1 reviews) - Customization (1 reviews) Cons: - Complexity (1 reviews) - Difficult Learning (1 reviews) ### Soda Pros: - Data Quality (2 reviews) - Customer Support (1 reviews) Cons: - Limited Functionality (2 reviews) - Access Control (1 reviews) --- ## Ratings Comparison | Rating | Ataccama ONE | Soda | |---|---|---| | **Meets Requirements** | 8.7 (9 reviews) | 8.7 (49 reviews) | | **Ease of Use** | 8.5 (8 reviews) | 8.5 (50 reviews) | | **Ease of Setup** | Not enough data | 8.4 (29 reviews) | | **Ease of Admin** | Not enough data | 8.6 (22 reviews) | | **Quality of Support** | 8.8 (8 reviews) | 8.7 (49 reviews) | | **Has the product been a good partner in doing business?** | Not enough data | 8.9 (22 reviews) | | **Product Direction (% positive)** | 8.7 (9 reviews) | 9.0 (49 reviews) | --- ## Pricing ### Ataccama ONE #### Entry-Level Pricing No pricing available #### Free Trial No information available ### Soda #### Entry-Level Pricing Plan: Free Price: $0.00 3 Production Datasets Per Month Description: Great for small projects Key Features: - Pipeline testing - Metrics observability - Alerting & ticketing integrations [Browse all 3 editions](https://www.g2.com/products/soda/pricing) #### Free Trial Yes --- ## Features Comparison By Category ### Machine Learning Data Catalog | Product | Score | Reviews | |---|---|---| | **Ataccama ONE** | N/A | N/A | | **Soda** | N/A | N/A | #### Data Governance | Feature | Ataccama ONE | Soda | |---|---|---| | **User Access Management** | Not enough data | Not enough data | | **Dynamic Data Masking** | Not enough data | Not enough data | | **Data Lineage** | Not enough data | Not enough data | #### Data Preparation | Feature | Ataccama ONE | Soda | |---|---|---| | **Search** | Not enough data | Not enough data | | **Data Quality and Cleansing** | Not enough data | Not enough data | | **Data Transformation** | Not enough data | Not enough data | | **Data Modeling** | Not enough data | Not enough data | #### Collaboration | Feature | Ataccama ONE | Soda | |---|---|---| | **Commenting** | Not enough data | Not enough data | | **Profiling and Classification** | Not enough data | Not enough data | | **Business and Data Glossary** | Not enough data | Not enough data | | **Metadata Management ** | Not enough data | Not enough data | #### Artificial Intelligence | Feature | Ataccama ONE | Soda | |---|---|---| | **Machine Learning Recommendations** | Not enough data | Not enough data | | **Natural Language Query** | Not enough data | Not enough data | | **Automatic Data Cleansing** | Not enough data | Not enough data | #### Generative AI | Feature | Ataccama ONE | Soda | |---|---|---| | **AI Text Generation** | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | #### Agentic AI - Machine Learning Data Catalog | Feature | Ataccama ONE | Soda | |---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | ### Data Governance | Product | Score | Reviews | |---|---|---| | **Ataccama ONE** | N/A | N/A | | **Soda** | N/A | N/A | #### Administration | Feature | Ataccama ONE | Soda | |---|---|---| | **Data Modelling** | Not enough data | Not enough data | | **Recommendations** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Dashboards and Visualizations** | Not enough data | Not enough data | #### Management | Feature | Ataccama ONE | Soda | |---|---|---| | **Business Glossary** | Not enough data | Not enough data | | **Data Discovery** | Not enough data | Not enough data | | **Data Profililng** | Not enough data | Not enough data | | **Reporting and Visualization** | Not enough data | Not enough data | | **Data Lineage** | Not enough data | Not enough data | #### Compliance | Feature | Ataccama ONE | Soda | |---|---|---| | **Sensitive Data Compliance** | Not enough data | Not enough data | | **Training and Guidelines** | Not enough data | Not enough data | | **Policy Enforcement** | Not enough data | Not enough data | | **Compliance Monitoring** | Not enough data | Not enough data | #### Security | Feature | Ataccama ONE | Soda | |---|---|---| | **Access Control** | Not enough data | Not enough data | | **Roles Management** | Not enough data | Not enough data | | **Compliance Management** | Not enough data | Not enough data | #### Data Quality | Feature | Ataccama ONE | Soda | |---|---|---| | **Data Preparation** | Not enough data | Not enough data | | **Data Distribution** | Not enough data | Not enough data | | **Data Unification** | Not enough data | Not enough data | #### Maintainence | Feature | Ataccama ONE | Soda | |---|---|---| | **Data Quality Management** | Not enough data | Not enough data | | **Policy Management** | Not enough data | Not enough data | #### Generative AI | Feature | Ataccama ONE | Soda | |---|---|---| | **AI Text Generation** | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | #### Agentic AI - Data Governance | Feature | Ataccama ONE | Soda | |---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | ### Master Data Management (MDM) | Product | Score | Reviews | |---|---|---| | **Ataccama ONE** | N/A | N/A | | **Soda** | N/A | N/A | #### Management | Feature | Ataccama ONE | Soda | |---|---|---| | **Hierarchy Management** | Not enough data | Not enough data | | **Reference Data Management** | Not enough data | Not enough data | | **Data Lineage** | Not enough data | Not enough data | | **Metadata Management** | Not enough data | Not enough data | #### Functionality | Feature | Ataccama ONE | Soda | |---|---|---| | **Multi-Domain** | Not enough data | Not enough data | | **Match & Merge** | Not enough data | Not enough data | | **Relationship Mapping** | Not enough data | Not enough data | | **User Interface** | Not enough data | Not enough data | #### Security | Feature | Ataccama ONE | Soda | |---|---|---| | **Data Governance** | Not enough data | Not enough data | | **Data Masking** | Not enough data | Not enough data | ### Active Metadata Management | Product | Score | Reviews | |---|---|---| | **Ataccama ONE** | N/A | N/A | | **Soda** | N/A | N/A | #### Data management | Feature | Ataccama ONE | Soda | |---|---|---| | **Metadata Management** | Not enough data | Not enough data | | **Automation Features** | Not enough data | Not enough data | | **Collaboration** | Not enough data | Not enough data | | **Data Lineage** | Not enough data | Not enough data | | **Data Discovery** | Not enough data | Not enough data | #### Reporting | Feature | Ataccama ONE | Soda | |---|---|---| | **Intelligent Insights** | Not enough data | Not enough data | | **Actionable Insights** | Not enough data | Not enough data | | **Dashboards** | Not enough data | Not enough data | #### Generative AI | Feature | Ataccama ONE | Soda | |---|---|---| | **AI Text Generation** | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | ### Data Observability | Product | Score | Reviews | |---|---|---| | **Ataccama ONE** | N/A | N/A | | **Soda** | 8.2/10 | 24 | #### Functionality | Feature | Ataccama ONE | Soda | |---|---|---| | **Real-time Analytics** | Not enough data | 8.0 (22 reviews) | | **Data quality monitoring** | Not enough data | 9.2 (24 reviews) | | **Automation** | Not enough data | 8.1 (24 reviews) | | **End to End visiblity** | Not enough data | 8.8 (24 reviews) | #### Management | Feature | Ataccama ONE | Soda | |---|---|---| | **Anomaly identification** | Not enough data | 8.6 (24 reviews) | | **Single pane view** | Not enough data | 8.3 (20 reviews) | | **Real-time alerts** | Not enough data | 8.6 (23 reviews) | | **Data lineage** | Not enough data | 7.5 (21 reviews) | | **Integrations** | Not enough data | 8.5 (24 reviews) | #### Generative AI | Feature | Ataccama ONE | Soda | |---|---|---| | **AI Text Generation** | Not enough data | 6.1 (14 reviews) | #### Agentic AI - Data Observability | Feature | Ataccama ONE | Soda | |---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | ### Data Quality | Product | Score | Reviews | |---|---|---| | **Ataccama ONE** | N/A | N/A | | **Soda** | 7.9/10 | 44 | #### Functionality | Feature | Ataccama ONE | Soda | |---|---|---| | **Identification** | Not enough data | 8.7 (42 reviews) | | **Correction** | Not enough data | Feature Not Available | | **Normalization** | Not enough data | 8.0 (41 reviews) | | **Preventative Cleaning** | Not enough data | Feature Not Available | | **Data Matching** | Not enough data | 7.9 (43 reviews) | #### Management | Feature | Ataccama ONE | Soda | |---|---|---| | **Reporting** | Not enough data | 7.7 (33 reviews) | | **Automation** | Not enough data | Feature Not Available | | **Quality Audits** | Not enough data | 8.5 (42 reviews) | | **Dashboard** | Not enough data | 7.7 (42 reviews) | | **Governance** | Not enough data | 8.2 (38 reviews) | #### Generative AI | Feature | Ataccama ONE | Soda | |---|---|---| | **AI Text Generation** | Not enough data | 5.9 (25 reviews) | | **AI Text Summarization** | Not enough data | 6.3 (25 reviews) | --- ## Categories **Shared Categories (1):** [Data Quality Tools](https://www.g2.com/categories/data-quality) **Unique to Ataccama ONE (5):** [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Master Data Management (MDM) Tools](https://www.g2.com/categories/master-data-management-mdm), [Active Metadata Management Software](https://www.g2.com/categories/active-metadata-management) **Unique to Soda (1):** [Data Observability Software](https://www.g2.com/categories/data-observability) --- ## Reviewer Demographics ### By Company Size | Segment | Ataccama ONE | Soda | |---|---|---| | **Small-Business** | 30.0% | 16.4% | | **Mid-Market** | 30.0% | 43.6% | | **Enterprise** | 40.0% | 40.0% | ### By Industry #### Ataccama ONE - **Information Technology and Services:** 20.0% - **Airlines/Aviation:** 20.0% - **Plastics:** 10.0% - **Music:** 10.0% - **Mining & Metals:** 10.0% - **Internet:** 10.0% - **Consumer Services:** 10.0% - **Accounting:** 10.0% #### Soda - **Information Technology and Services:** 21.8% - **Computer Software:** 18.2% - **Consulting:** 16.4% - **Financial Services:** 9.1% - **Retail:** 3.6% - **Online Media:** 3.6% - **Consumer Goods:** 3.6% - **Entertainment:** 3.6% - **Automotive:** 1.8% - **Broadcast Media:** 1.8% - **Other:** 16.4% --- ## Alternatives ### Alternatives to Ataccama ONE - [Collibra](https://www.g2.com/products/collibra/reviews) — 4.2/5 stars (102 reviews) - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (517 reviews) - [Boomi](https://www.g2.com/products/boomi/reviews) — 4.4/5 stars (505 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (769 reviews) - [Egnyte](https://www.g2.com/products/egnyte/reviews) — 4.4/5 stars (1158 reviews) - [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews) - [Twilio Segment](https://www.g2.com/products/twilio-segment/reviews) — 4.5/5 stars (565 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1235 reviews) - [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews) ### Alternatives to Soda - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (517 reviews) - [Great Expectations](https://www.g2.com/products/great-expectations/reviews) — 4.5/5 stars (11 reviews) - [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (206 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1943 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews) - [Planhat](https://www.g2.com/products/planhat/reviews) — 4.5/5 stars (926 reviews) - [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (576 reviews) - [ZoomInfo Operations](https://www.g2.com/products/zoominfo-operations/reviews) — 4.4/5 stars (354 reviews) - [Anomalo](https://www.g2.com/products/anomalo/reviews) — 4.4/5 stars (41 reviews) - [DemandTools](https://www.g2.com/products/demandtools/reviews) — 4.6/5 stars (284 reviews) --- ## Top Discussions ### Ataccama ONE No discussions available for this product. ### Soda No discussions available for this product. --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/ataccama-one-vs-soda)