# Sifflet, Soda vs Great Expectations Comparison | | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Star Rating** | 4.4 out of 5 | 4.4 out of 5 | 4.5 out of 5 | | **Total Reviews** | 52 | 55 | 11 | | **Largest Market Segment** | Mid-Market (62.8% of reviews) | Mid-Market (43.6% of reviews) | Mid-Market (45.5% of reviews) | | **Entry Level Price** | Contact Us 1001 Tables Per Year | $0.00 3 Production Datasets Per Month | No pricing available | --- ## Top Pros & Cons ### Sifflet Pros: - Efficiency Improvement (37 reviews) - Ease of Use (36 reviews) Cons: - Limited Customization (17 reviews) - Complex Setup (11 reviews) ### Soda Pros: - Data Quality (2 reviews) - Customer Support (1 reviews) Cons: - Limited Functionality (2 reviews) - Access Control (1 reviews) ### Great Expectations **Not enough data** --- ## Ratings Comparison | Rating | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Meets Requirements** | 8.6 (41 reviews) | 8.7 (49 reviews) | 9.2 (11 reviews) | | **Ease of Use** | 8.6 (43 reviews) | 8.5 (50 reviews) | 9.1 (9 reviews) | | **Ease of Setup** | 8.3 (30 reviews) | 8.4 (29 reviews) | 9.2 (6 reviews) | | **Ease of Admin** | 8.5 (13 reviews) | 8.6 (22 reviews) | 8.3 (6 reviews) | | **Quality of Support** | 8.9 (34 reviews) | 8.7 (49 reviews) | 8.5 (10 reviews) | | **Has the product been a good partner in doing business?** | 8.5 (13 reviews) | 8.9 (22 reviews) | 8.6 (6 reviews) | | **Product Direction (% positive)** | 8.5 (40 reviews) | 9.0 (49 reviews) | 10.0 (10 reviews) | --- ## Pricing ### Sifflet #### Entry-Level Pricing Plan: Enterprise Price: Contact Us 1001 Tables Per Year Description: Great for large, regulated or complex organizations Key Features: - Core Data Observability & Catalog (Fundamental metrics: freshness, schema, volume, custom metrics...) - Business-Aware Lineage & Impact Analysis - Automated Root-Cause Analysis [Browse all 3 editions](https://www.g2.com/products/sifflet/pricing) #### Free Trial Yes ### 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 ### Great Expectations #### Entry-Level Pricing No pricing available #### Free Trial No information available --- ## Features Comparison By Category ### Machine Learning Data Catalog | Product | Score | Reviews | |---|---|---| | **Sifflet** | N/A | N/A | | **Soda** | N/A | N/A | | **Great Expectations** | N/A | N/A | #### Data Governance | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **User Access Management** | Not enough data | Not enough data | Not enough data | | **Dynamic Data Masking** | Not enough data | Not enough data | Not enough data | | **Data Lineage** | Not enough data | Not enough data | Not enough data | #### Data Preparation | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Search** | Not enough data | Not enough data | Not enough data | | **Data Quality and Cleansing** | Not enough data | Not enough data | Not enough data | | **Data Transformation** | Not enough data | Not enough data | Not enough data | | **Data Modeling** | Not enough data | Not enough data | Not enough data | #### Collaboration | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Commenting** | Not enough data | Not enough data | Not enough data | | **Profiling and Classification** | Not enough data | Not enough data | Not enough data | | **Business and Data Glossary** | Not enough data | Not enough data | Not enough data | | **Metadata Management ** | Not enough data | Not enough data | Not enough data | #### Artificial Intelligence | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Machine Learning Recommendations** | Not enough data | Not enough data | Not enough data | | **Natural Language Query** | Not enough data | Not enough data | Not enough data | | **Automatic Data Cleansing** | Not enough data | Not enough data | Not enough data | #### Generative AI | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | Not enough data | #### Agentic AI - Machine Learning Data Catalog | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | ### Database Monitoring | Product | Score | Reviews | |---|---|---| | **Sifflet** | N/A | N/A | | **Soda** | N/A | N/A | | **Great Expectations** | N/A | N/A | #### Functionality | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Monitoring** | Not enough data | Not enough data | Not enough data | | **Alerting** | Not enough data | Not enough data | Not enough data | | **Logging** | Not enough data | Not enough data | Not enough data | | **Response Time** | Not enough data | Not enough data | Not enough data | | **Reporting** | Not enough data | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | Not enough data | #### Agentic AI - Database Monitoring | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | ### Master Data Management (MDM) | Product | Score | Reviews | |---|---|---| | **Sifflet** | N/A | N/A | | **Soda** | N/A | N/A | | **Great Expectations** | N/A | N/A | #### Management | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Hierarchy Management** | Not enough data | Not enough data | Not enough data | | **Reference Data Management** | Not enough data | Not enough data | Not enough data | | **Data Lineage** | Not enough data | Not enough data | Not enough data | | **Metadata Management** | Not enough data | Not enough data | Not enough data | #### Functionality | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Multi-Domain** | Not enough data | Not enough data | Not enough data | | **Match & Merge** | Not enough data | Not enough data | Not enough data | | **Relationship Mapping** | Not enough data | Not enough data | Not enough data | | **User Interface** | Not enough data | Not enough data | Not enough data | #### Security | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Data Governance** | Not enough data | Not enough data | Not enough data | | **Data Masking** | Not enough data | Not enough data | Not enough data | ### DataOps Platforms | Product | Score | Reviews | |---|---|---| | **Sifflet** | N/A | N/A | | **Soda** | N/A | N/A | | **Great Expectations** | N/A | N/A | #### Data Management | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Data Integration** | Not enough data | Not enough data | Not enough data | | **Metadata** | Not enough data | Not enough data | Not enough data | | **Self-service** | Not enough data | Not enough data | Not enough data | | **Automated workflows** | Not enough data | Not enough data | Not enough data | #### Agentic AI - DataOps Platforms | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | #### Analytics | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Analytics capabilities** | Not enough data | Not enough data | Not enough data | | **Dasboard visualizations** | Not enough data | Not enough data | Not enough data | #### Monitoring and Management | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Data Observability** | Not enough data | Not enough data | Not enough data | | **Testing capabilities** | Not enough data | Not enough data | Not enough data | #### Cloud Deployment | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Hybrid cloud support** | Not enough data | Not enough data | Not enough data | | **Cloud migration capabilities** | Not enough data | Not enough data | Not enough data | #### Generative AI | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | Not enough data | ### Data Observability | Product | Score | Reviews | |---|---|---| | **Sifflet** | 8.2/10 | 51 | | **Soda** | 8.2/10 | 24 | | **Great Expectations** | 8.8/10 | 11 | #### Functionality | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Real-time Analytics** | 8.1 (30 reviews) | 8.0 (22 reviews) | 9.4 (8 reviews) | | **Data quality monitoring** | 8.9 (37 reviews) | 9.2 (24 reviews) | 8.8 (11 reviews) | | **Automation** | 8.5 (35 reviews) | 8.1 (24 reviews) | 8.8 (11 reviews) | | **End to End visiblity** | 8.3 (37 reviews) | 8.8 (24 reviews) | 8.9 (9 reviews) | #### Management | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Anomaly identification** | 8.6 (37 reviews) | 8.6 (24 reviews) | 8.3 (10 reviews) | | **Single pane view** | 8.1 (33 reviews) | 8.3 (20 reviews) | 8.9 (9 reviews) | | **Real-time alerts** | 8.4 (33 reviews) | 8.6 (23 reviews) | 8.5 (8 reviews) | | **Data lineage** | 8.5 (34 reviews) | 7.5 (21 reviews) | 8.7 (9 reviews) | | **Integrations** | 7.9 (34 reviews) | 8.5 (24 reviews) | 8.6 (11 reviews) | #### Generative AI | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **AI Text Generation** | 6.9 (20 reviews) | 6.1 (14 reviews) | Not enough data | #### Agentic AI - Data Observability | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | ### Data Quality | Product | Score | Reviews | |---|---|---| | **Sifflet** | N/A | N/A | | **Soda** | 7.9/10 | 44 | | **Great Expectations** | N/A | N/A | #### Functionality | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Identification** | Not enough data | 8.7 (42 reviews) | Not enough data | | **Correction** | Not enough data | Feature Not Available | Not enough data | | **Normalization** | Not enough data | 8.0 (41 reviews) | Not enough data | | **Preventative Cleaning** | Not enough data | Feature Not Available | Not enough data | | **Data Matching** | Not enough data | 7.9 (43 reviews) | Not enough data | #### Management | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Reporting** | Not enough data | 7.7 (33 reviews) | Not enough data | | **Automation** | Not enough data | Feature Not Available | Not enough data | | **Quality Audits** | Not enough data | 8.5 (42 reviews) | Not enough data | | **Dashboard** | Not enough data | 7.7 (42 reviews) | Not enough data | | **Governance** | Not enough data | 8.2 (38 reviews) | Not enough data | #### Generative AI | Feature | Sifflet | Soda | Great Expectations | |---|---|---|---| | **AI Text Generation** | Not enough data | 5.9 (25 reviews) | Not enough data | | **AI Text Summarization** | Not enough data | 6.3 (25 reviews) | Not enough data | --- ## Categories **Shared Categories (2):** [Data Observability Software](https://www.g2.com/categories/data-observability), [Data Quality Tools](https://www.g2.com/categories/data-quality) **Unique to Sifflet (4):** [Database Monitoring Tools](https://www.g2.com/categories/database-monitoring), [Master Data Management (MDM) Tools](https://www.g2.com/categories/master-data-management-mdm), [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog), [DataOps Platforms](https://www.g2.com/categories/dataops-platforms) --- ## Reviewer Demographics ### By Company Size | Segment | Sifflet | Soda | Great Expectations | |---|---|---|---| | **Small-Business** | 11.6% | 16.4% | 36.4% | | **Mid-Market** | 62.8% | 43.6% | 45.5% | | **Enterprise** | 25.6% | 40.0% | 18.2% | ### By Industry #### Sifflet - **Information Technology and Services:** 13.3% - **Computer Software:** 11.1% - **Consumer Services:** 11.1% - **Retail:** 8.9% - **Pharmaceuticals:** 6.7% - **Financial Services:** 6.7% - **Restaurants:** 4.4% - **Online Media:** 4.4% - **Broadcast Media:** 4.4% - **Internet:** 4.4% - **Other:** 24.4% #### 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% #### Great Expectations - **Accounting:** 36.4% - **Information Technology and Services:** 18.2% - **Telecommunications:** 9.1% - **Security and Investigations:** 9.1% - **Online Media:** 9.1% - **Computer Software:** 9.1% - **Banking:** 9.1% --- ## Alternatives ### Alternatives to Sifflet - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (522 reviews) - [Datadog](https://www.g2.com/products/datadog/reviews) — 4.4/5 stars (705 reviews) - [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5561 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1947 reviews) - [Dynatrace](https://www.g2.com/products/dynatrace/reviews) — 4.5/5 stars (1363 reviews) - [Planhat](https://www.g2.com/products/planhat/reviews) — 4.5/5 stars (926 reviews) - [SolarWinds Observability](https://www.g2.com/products/solarwinds-worldwide-llc-solarwinds-observability/reviews) — 4.3/5 stars (836 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (783 reviews) - [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (576 reviews) ### Alternatives to Soda - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (522 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 (1947 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) - [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) - [Metaplane](https://www.g2.com/products/metaplane/reviews) — 4.8/5 stars (116 reviews) - [Mezmo](https://www.g2.com/products/mezmo/reviews) — 4.6/5 stars (224 reviews) ### Alternatives to Great Expectations - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (522 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1947 reviews) - [Planhat](https://www.g2.com/products/planhat/reviews) — 4.5/5 stars (926 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews) - [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (576 reviews) - [DemandTools](https://www.g2.com/products/demandtools/reviews) — 4.6/5 stars (284 reviews) - [Mezmo](https://www.g2.com/products/mezmo/reviews) — 4.6/5 stars (224 reviews) - [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (206 reviews) - [Integrate.io](https://www.g2.com/products/integrate-io/reviews) — 4.3/5 stars (212 reviews) - [Anomalo](https://www.g2.com/products/anomalo/reviews) — 4.4/5 stars (41 reviews) --- ## Top Discussions ### Sifflet No discussions available for this product. ### Soda No discussions available for this product. ### Great Expectations No discussions available for this product. --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/sifflet-vs-soda-vs-great-expectations)