# Great Expectations, Monte Carlo vs Acceldata Comparison | | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Star Rating** | 4.5 out of 5 | 4.3 out of 5 | 4.4 out of 5 | | **Total Reviews** | 11 | 517 | 54 | | **Largest Market Segment** | Mid-Market (45.5% of reviews) | Enterprise (51.6% of reviews) | Enterprise (60.4% of reviews) | | **Entry Level Price** | No pricing available | Contact Us | No pricing available | --- ## Top Pros & Cons ### Great Expectations **Not enough data** ### Monte Carlo Pros: - Ease of Use (112 reviews) - Alerts (107 reviews) Cons: - Alert Management (68 reviews) - Alert Overload (62 reviews) ### Acceldata Pros: - Ease of Use (18 reviews) - Customer Support (15 reviews) Cons: - UX Improvement (9 reviews) - Complex Setup (6 reviews) --- ## Ratings Comparison | Rating | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Meets Requirements** | 9.2 (11 reviews) | 8.3 (466 reviews) | 8.8 (52 reviews) | | **Ease of Use** | 9.1 (9 reviews) | 8.3 (474 reviews) | 8.5 (53 reviews) | | **Ease of Setup** | 9.2 (6 reviews) | 8.2 (338 reviews) | 8.1 (45 reviews) | | **Ease of Admin** | 8.3 (6 reviews) | 8.5 (163 reviews) | 8.6 (30 reviews) | | **Quality of Support** | 8.5 (10 reviews) | 9.0 (419 reviews) | 8.9 (50 reviews) | | **Has the product been a good partner in doing business?** | 8.6 (6 reviews) | 9.3 (166 reviews) | 9.0 (27 reviews) | | **Product Direction (% positive)** | 10.0 (10 reviews) | 8.8 (457 reviews) | 8.9 (52 reviews) | --- ## Pricing ### Great Expectations #### Entry-Level Pricing No pricing available #### Free Trial No information available ### Monte Carlo #### Entry-Level Pricing Plan: Start Price: Contact Us Description: All you need to make data reliable for one team Key Features: - Monitoring for Data Warehouse, Business Intelligence, ETL - Incident triaging, troubleshooting and root cause analysis - Lineage [Browse all 4 editions](https://www.g2.com/products/monte-carlo/pricing) #### Free Trial No ### Acceldata #### Entry-Level Pricing No pricing available #### Free Trial Yes --- ## Features Comparison By Category ### Data Governance | Product | Score | Reviews | |---|---|---| | **Great Expectations** | N/A | N/A | | **Monte Carlo** | N/A | N/A | | **Acceldata** | N/A | N/A | #### Administration | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Data Modelling** | Not enough data | Not enough data | Not enough data | | **Recommendations** | Not enough data | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | Not enough data | | **Dashboards and Visualizations** | Not enough data | Not enough data | Not enough data | #### Management | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Business Glossary** | Not enough data | Not enough data | Not enough data | | **Data Discovery** | Not enough data | Not enough data | Not enough data | | **Data Profililng** | Not enough data | Not enough data | Not enough data | | **Reporting and Visualization** | Not enough data | Not enough data | Not enough data | | **Data Lineage** | Not enough data | Not enough data | Not enough data | #### Compliance | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Sensitive Data Compliance** | Not enough data | Not enough data | Not enough data | | **Training and Guidelines** | Not enough data | Not enough data | Not enough data | | **Policy Enforcement** | Not enough data | Not enough data | Not enough data | | **Compliance Monitoring** | Not enough data | Not enough data | Not enough data | #### Security | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Access Control** | Not enough data | Not enough data | Not enough data | | **Roles Management** | Not enough data | Not enough data | Not enough data | | **Compliance Management** | Not enough data | Not enough data | Not enough data | #### Data Quality | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Data Preparation** | Not enough data | Not enough data | Not enough data | | **Data Distribution** | Not enough data | Not enough data | Not enough data | | **Data Unification** | Not enough data | Not enough data | Not enough data | #### Maintainence | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Data Quality Management** | Not enough data | Not enough data | Not enough data | | **Policy Management** | Not enough data | Not enough data | Not enough data | #### Generative AI | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **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 - Data Governance | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **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 | | **Decision Making** | Not enough data | Not enough data | Not enough data | ### Database Monitoring | Product | Score | Reviews | |---|---|---| | **Great Expectations** | N/A | N/A | | **Monte Carlo** | 7.6/10 | 265 | | **Acceldata** | 8.2/10 | 15 | #### Functionality | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Monitoring** | Not enough data | 9.0 (261 reviews) | 8.3 (14 reviews) | | **Alerting** | Not enough data | 8.8 (262 reviews) | 8.2 (14 reviews) | | **Logging** | Not enough data | 7.8 (237 reviews) | 8.2 (13 reviews) | | **Response Time** | Not enough data | 8.3 (246 reviews) | 8.5 (13 reviews) | | **Reporting** | Not enough data | 7.7 (241 reviews) | 7.9 (13 reviews) | | **Data Visualization** | Not enough data | 7.4 (243 reviews) | 8.3 (13 reviews) | #### Agentic AI - Database Monitoring | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | 7.1 (13 reviews) | Not enough data | | **Multi-step Planning** | Not enough data | 6.9 (13 reviews) | Not enough data | | **Cross-system Integration** | Not enough data | 6.8 (13 reviews) | Not enough data | | **Adaptive Learning** | Not enough data | 7.1 (13 reviews) | Not enough data | | **Natural Language Interaction** | Not enough data | 6.8 (12 reviews) | Not enough data | | **Proactive Assistance** | Not enough data | 6.5 (13 reviews) | Not enough data | | **Decision Making** | Not enough data | 7.1 (13 reviews) | Not enough data | ### DataOps Platforms | Product | Score | Reviews | |---|---|---| | **Great Expectations** | N/A | N/A | | **Monte Carlo** | 7.6/10 | 57 | | **Acceldata** | 8.3/10 | 14 | #### Data Management | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Data Integration** | Not enough data | 8.6 (52 reviews) | 8.6 (12 reviews) | | **Metadata** | Not enough data | 8.4 (48 reviews) | 8.1 (12 reviews) | | **Self-service** | Not enough data | 8.6 (53 reviews) | 8.8 (12 reviews) | | **Automated workflows** | Not enough data | 8.0 (51 reviews) | 7.5 (12 reviews) | #### Agentic AI - DataOps Platforms | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | 7.6 (7 reviews) | Not enough data | | **Multi-step Planning** | Not enough data | 6.7 (6 reviews) | Not enough data | | **Cross-system Integration** | Not enough data | 6.9 (6 reviews) | Not enough data | | **Adaptive Learning** | Not enough data | 7.4 (7 reviews) | Not enough data | | **Decision Making** | Not enough data | 6.9 (6 reviews) | Not enough data | #### Analytics | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Analytics capabilities** | Not enough data | 7.9 (51 reviews) | 8.7 (10 reviews) | | **Dasboard visualizations** | Not enough data | 7.7 (48 reviews) | 8.8 (11 reviews) | #### Monitoring and Management | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Data Observability** | Not enough data | 9.2 (57 reviews) | 9.5 (10 reviews) | | **Testing capabilities** | Not enough data | 7.7 (49 reviews) | 7.6 (9 reviews) | #### Cloud Deployment | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Hybrid cloud support** | Not enough data | 7.5 (44 reviews) | 8.3 (8 reviews) | | **Cloud migration capabilities** | Not enough data | 7.1 (42 reviews) | 7.3 (8 reviews) | #### Generative AI | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **AI Text Generation** | Not enough data | 6.3 (35 reviews) | Not enough data | | **AI Text Summarization** | Not enough data | 6.2 (35 reviews) | Not enough data | ### Data Observability | Product | Score | Reviews | |---|---|---| | **Great Expectations** | 8.8/10 | 11 | | **Monte Carlo** | 7.5/10 | 366 | | **Acceldata** | 8.1/10 | 35 | #### Functionality | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Real-time Analytics** | 9.4 (8 reviews) | 7.4 (292 reviews) | 8.3 (31 reviews) | | **Data quality monitoring** | 8.8 (11 reviews) | 8.8 (336 reviews) | 8.2 (31 reviews) | | **Automation** | 8.8 (11 reviews) | 8.1 (299 reviews) | 8.1 (29 reviews) | | **End to End visiblity** | 8.9 (9 reviews) | 8.0 (307 reviews) | 8.4 (31 reviews) | #### Management | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Anomaly identification** | 8.3 (10 reviews) | 8.7 (332 reviews) | 8.6 (28 reviews) | | **Single pane view** | 8.9 (9 reviews) | 7.7 (287 reviews) | 8.1 (25 reviews) | | **Real-time alerts** | 8.5 (8 reviews) | 8.3 (325 reviews) | 8.4 (27 reviews) | | **Data lineage** | 8.7 (9 reviews) | 8.0 (310 reviews) | 7.6 (24 reviews) | | **Integrations** | 8.6 (11 reviews) | 8.1 (316 reviews) | 8.3 (28 reviews) | #### Generative AI | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **AI Text Generation** | Not enough data | 5.8 (232 reviews) | 6.7 (17 reviews) | #### Agentic AI - Data Observability | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | 6.6 (29 reviews) | Not enough data | | **Multi-step Planning** | Not enough data | 6.5 (28 reviews) | Not enough data | | **Cross-system Integration** | Not enough data | 7.1 (29 reviews) | Not enough data | | **Natural Language Interaction** | Not enough data | 6.5 (26 reviews) | Not enough data | | **Proactive Assistance** | Not enough data | 6.9 (30 reviews) | Not enough data | ### AI Agent Observability | Product | Score | Reviews | |---|---|---| | **Great Expectations** | N/A | N/A | | **Monte Carlo** | N/A | N/A | | **Acceldata** | N/A | N/A | #### Tracing & Debugging | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Agent Debugging** | Not enough data | Not enough data | Not enough data | | **Trace Visualization** | Not enough data | Not enough data | Not enough data | | **End-to-End Agent Tracing** | Not enough data | Not enough data | Not enough data | #### Evaluation & Quality | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Regression Testing** | Not enough data | Not enough data | Not enough data | | **Hallucination Detection** | Not enough data | Not enough data | Not enough data | | **Automated Output Evaluation** | Not enough data | Not enough data | Not enough data | #### Production Monitoring | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Alerts & Notifications** | Not enough data | Not enough data | Not enough data | | **Latency Monitoring** | Not enough data | Not enough data | Not enough data | | **Token Usage & Cost Tracking** | Not enough data | Not enough data | Not enough data | #### Agent Discovery & Governance | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Audit Logging** | Not enough data | Not enough data | Not enough data | | **Agent Discovery** | Not enough data | Not enough data | Not enough data | | **Policy Compliance Monitoring** | Not enough data | Not enough data | Not enough data | ### Data Quality | Product | Score | Reviews | |---|---|---| | **Great Expectations** | N/A | N/A | | **Monte Carlo** | 7.0/10 | 200 | | **Acceldata** | 8.0/10 | 12 | #### Functionality | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Identification** | Not enough data | 8.1 (191 reviews) | 9.0 (12 reviews) | | **Correction** | Not enough data | 6.4 (174 reviews) | 7.5 (10 reviews) | | **Normalization** | Not enough data | 6.7 (169 reviews) | 7.8 (10 reviews) | | **Preventative Cleaning** | Not enough data | 6.1 (164 reviews) | 7.3 (11 reviews) | | **Data Matching** | Not enough data | 6.4 (165 reviews) | 8.7 (9 reviews) | #### Management | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Reporting** | Not enough data | 7.2 (169 reviews) | 6.7 (12 reviews) | | **Automation** | Not enough data | 7.5 (170 reviews) | 8.8 (11 reviews) | | **Quality Audits** | Not enough data | 8.0 (169 reviews) | 9.0 (10 reviews) | | **Dashboard** | Not enough data | 7.4 (177 reviews) | 7.4 (11 reviews) | | **Governance** | Not enough data | 7.6 (170 reviews) | 8.3 (10 reviews) | #### Generative AI | Feature | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **AI Text Generation** | Not enough data | 5.2 (145 reviews) | 7.5 (8 reviews) | | **AI Text Summarization** | Not enough data | 5.3 (145 reviews) | 6.9 (8 reviews) | --- ## Categories **Shared Categories (2):** [Data Quality Tools](https://www.g2.com/categories/data-quality), [Data Observability Software](https://www.g2.com/categories/data-observability) **Unique to Monte Carlo (3):** [AI Agent Observability Software](https://www.g2.com/categories/ai-agent-observability), [Database Monitoring Tools](https://www.g2.com/categories/database-monitoring), [DataOps Platforms](https://www.g2.com/categories/dataops-platforms) **Unique to Acceldata (3):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Database Monitoring Tools](https://www.g2.com/categories/database-monitoring), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools) --- ## Reviewer Demographics ### By Company Size | Segment | Great Expectations | Monte Carlo | Acceldata | |---|---|---|---| | **Small-Business** | 36.4% | 3.8% | 17.0% | | **Mid-Market** | 45.5% | 44.6% | 22.6% | | **Enterprise** | 18.2% | 51.6% | 60.4% | ### By Industry #### 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% #### Monte Carlo - **Financial Services:** 13.5% - **Information Technology and Services:** 11.3% - **Computer Software:** 11.1% - **Marketing and Advertising:** 3.7% - **Manufacturing:** 3.7% - **Pharmaceuticals:** 3.3% - **Oil & Energy:** 3.1% - **Retail:** 2.9% - **Online Media:** 2.9% - **Internet:** 2.7% - **Other:** 42.0% #### Acceldata - **Computer Software:** 20.8% - **Information Technology and Services:** 17.0% - **Telecommunications:** 13.2% - **Marketing and Advertising:** 9.4% - **Food & Beverages:** 7.5% - **Computer & Network Security:** 7.5% - **Manufacturing:** 5.7% - **Consumer Goods:** 3.8% - **Transportation/Trucking/Railroad:** 1.9% - **Retail:** 1.9% - **Other:** 11.3% --- ## Alternatives ### Alternatives to Great Expectations - [Soda](https://www.g2.com/products/soda/reviews) — 4.4/5 stars (55 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1943 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) - [ZoomInfo Operations](https://www.g2.com/products/zoominfo-operations/reviews) — 4.4/5 stars (354 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) ### Alternatives to Monte Carlo - [Anomalo](https://www.g2.com/products/anomalo/reviews) — 4.4/5 stars (41 reviews) - [Datadog](https://www.g2.com/products/datadog/reviews) — 4.4/5 stars (705 reviews) - [Soda](https://www.g2.com/products/soda/reviews) — 4.4/5 stars (55 reviews) - [Metaplane](https://www.g2.com/products/metaplane/reviews) — 4.8/5 stars (116 reviews) - [Sifflet](https://www.g2.com/products/sifflet/reviews) — 4.4/5 stars (52 reviews) - [Dynatrace](https://www.g2.com/products/dynatrace/reviews) — 4.5/5 stars (1363 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (768 reviews) - [Hightouch](https://www.g2.com/products/hightouch/reviews) — 4.6/5 stars (392 reviews) - [Site24x7](https://www.g2.com/products/site24x7/reviews) — 4.6/5 stars (431 reviews) - [Planhat](https://www.g2.com/products/planhat/reviews) — 4.5/5 stars (926 reviews) ### Alternatives to Acceldata - [Datadog](https://www.g2.com/products/datadog/reviews) — 4.4/5 stars (705 reviews) - [Dynatrace](https://www.g2.com/products/dynatrace/reviews) — 4.5/5 stars (1363 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (768 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1943 reviews) - [Egnyte](https://www.g2.com/products/egnyte/reviews) — 4.4/5 stars (1158 reviews) - [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 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 (835 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (741 reviews) --- ## Top Discussions ### Great Expectations No discussions available for this product. ### Monte Carlo - Title: [What is Monte Carlo software?](https://www.g2.com/discussions/what-is-monte-carlo-software) — 1 comment > **Top comment:** "Monte Carlo is a fully automated, end-to-end data observability platform that helps data engineering teams reduce time to detection and resolution for data..." ### Acceldata No discussions available for this product. --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/great-expectations-vs-monte-carlo-vs-acceldata)