# Elementary vs Monte Carlo

| Attribute | Elementary | Monte Carlo |
|---|---|---|
| **vioscaleAI score** | 50.4 (55% (medium)) | 48.4 (7% (low)) |
| content.faq | `[{"answer":"An open-source tool that integrates with dbt to monitor data quality, pipeline performance, and anomalies, with an optional cloud version offering advanced ML-based monitoring, data lineage tracking, and AI-powered capabilities. It is indexed under Data Observability.","source":"https://www.elementary-data.com/","question":"What is Elementary?","confidence":0.6},{"answer":"Elementary does not publish its prices. Pricing is quoted on request, across 3 plans (Essentials, Scale and Enterprise), so the figure depends on your seat count and requirements. We record this as a pricing-transparency signal rather than guessing a number. Pricing changes often, so verify at source before relying on it.","source":"https://www.elementary-data.com/pricing","question":"How much does Elementary cost?","confidence":0.6},{"answer":"Elementary supports a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://www.elementary-data.com/","question":"What platforms does Elementary support?","confidence":0.6},{"answer":"Yes. Elementary can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://www.elementary-data.com/","question":"Can Elementary be self-hosted?","confidence":0.6},{"answer":"We have confirmed 12 integrations for Elementary, including dbt, Jira, PagerDuty, Slack, Microsoft Teams, HubSpot, PostHog and Common Room, plus 4 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.elementary-data.com/","question":"What does Elementary integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2 and GDPR for Elementary. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Elementary not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.elementary-data.com/post/security-incident-report-malicious-release-of-elementary-oss-python-cli-v0-23-3","question":"What security certifications does Elementary have?","confidence":0.7},{"answer":"Elementary is available worldwide. The vendor is headquartered in the United States.","source":"https://www.elementary-data.com/pricing","question":"Where is Elementary available?","confidence":0.75}]` | `[{"answer":"An observability platform that monitors data quality and AI agent performance in production environments, helping enterprises detect and resolve issues before they impact business outcomes. It is indexed under Data Observability.","source":"https://www.montecarlodata.com/","question":"What is Monte Carlo?","confidence":0.6},{"answer":"We have confirmed browser-based access to Monte Carlo. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://www.montecarlodata.com/","question":"What platforms does Monte Carlo support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Monte Carlo, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://www.montecarlodata.com/","question":"Can Monte Carlo be self-hosted?","confidence":0.6},{"answer":"We have confirmed 5 integrations for Monte Carlo, including Salesforce CRM, Salesforce Data Cloud, Salesforce Agentforce, Snowflake and Looker. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.montecarlodata.com/","question":"What does Monte Carlo integrate with?","confidence":0.6}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | A control plane that consolidates metadata, lineage, test results, and health signals to enable reliable data for AI workflows. Available as an open-source self-hosted solution or as a managed cloud service with advanced ML-driven monitoring. | An observability platform that monitors data quality and AI agent performance in production environments, helping enterprises detect and resolve issues before they impact business outcomes. |
| features.capabilities | `{"dbt_native":true,"open_source":true,"volume_monitoring":true,"data_quality_rules":true,"root_cause_analysis":true,"freshness_monitoring":true,"ml_anomaly_detection":true,"lineage_impact_analysis":true,"schema_change_detection":true}` | `{"data_quality_rules":true,"root_cause_analysis":true,"ml_anomaly_detection":true,"schema_change_detection":true}` |
| integrations.count | 3 | 5 |
| integrations.list | `[{"name":"dbt"},{"name":"Jira"},{"name":"PagerDuty"},{"name":"Slack"},{"name":"Microsoft Teams"},{"name":"HubSpot"},{"name":"PostHog"},{"name":"Common Room"},{"name":"Google"},{"name":"OKTA"},{"name":"Onelogin"},{"name":"Active Directory"}]` | `[{"name":"Salesforce CRM"},{"name":"Salesforce Data Cloud"},{"name":"Salesforce Agentforce"},{"name":"Snowflake"},{"name":"Looker"},{"name":"Salesforce","native":true,"category":"crm","direction":"inbound"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true}` | `{"web":true}` |
| pricing | `{"type":"subscription","plans":[{"free":true,"name":"Essentials","summary":"Free 30-day trial","features":["AI Agents","Automated Monitors","Anomaly Detection","Column Level Lineage","Performance Monitoring","Data Tests","BI Integrations","Incident Management","MCP Server","Data Health Scores","Catalog","Task & Incident Mgmt Integrations"],"description":"Free trial with access to core features","contactSales":false,"includedLimits":{"seats":"unlimited","tables":"unlimited","duration":"30 days","environments":"unlimited"}},{"free":false,"name":"Scale","summary":"Contact sales","features":["All Essentials features","AI Agents","Automated Monitors","Anomaly Detection","Column Level Lineage","Performance Monitoring","Data Tests","BI Integrations","Incident Management","MCP Server","Data Health Scores","Catalog","Task & Incident Mgmt Integrations"],"description":"Mid-tier plan with per-table pricing for additional capacity","contactSales":true,"includedLimits":{"tables":"1000"}},{"free":false,"name":"Enterprise","summary":"Contact sales","features":["All Scale features","SSO & RBAC","Advanced Deployment Options","Custom Enterprise Features","Dedicated Customer Success Engineer","Tailored Implementation and Training","External Catalog Integrations"],"description":"Enterprise plan with advanced deployment and management features","contactSales":true,"includedLimits":{"tables":"3000"}}],"addOns":[{"name":"AI Layer"}],"summary":"Subscription pricing by seats and environments. Free 30-day trial available. Enterprise pricing requires custom quote.","currency":"USD","freeTier":true,"sourceUrl":"https://www.elementary-data.com/pricing","retrievedAt":"2026-08-19T23:33:14.912Z","freeTrialDays":30}` | - |
| pricing.free_tier | yes | - |
| pricing.model | freemium | commercial |
| pricing.price_level | low | - |
| pricing.transparent | no | - |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | - |
| security.soc2 | yes | - |
| security.trust_center | - | https://montecarlo.ai/blog-sox-compliance-data |

## Capabilities (Data Observability)

| Capability | Elementary | Monte Carlo |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Freshness monitoring | ✓ | - |
| Volume monitoring | ✓ | - |
| Schema change detection | ✓ | ✓ |
| Data quality rules | ✓ | ✓ |
| ML anomaly detection | ✓ | ✓ |
| Lineage impact analysis | ✓ | - |
| Root cause analysis | ✓ | ✓ |
| Incident management workflow | - | - |
| Dbt native | ✓ | - |
| Streaming support | - | - |
| Deployment model | - | - |
| Open source | ✓ | - |
| Pricing model | - | - |

*Source: vioscaleAI. Generated 2026-10-15T22:02:30.886Z. "-" = undocumented, not absent.*