--- title: Elementary Data Reviews meta_title: 'Elementary Data Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 18 reviews by the users' company size, role or industry to find out how Elementary Data works for a business like yours. aggregate_rating: rating_value: 4.5 review_count: 18 scale: '5' date_modified: '2026-08-07' parent_category: name: IT Management url: https://www.g2.com/categories/it-management --- # Elementary Data Reviews **Vendor:** Elementary Data **Category:** [Data Observability Software](https://www.g2.com/categories/data-observability) **Average Rating:** 4.5/5.0 **Total Reviews:** 18 ## About Elementary Data Elementary is a data observability solution designed for dbt-centric data stacks. It seamlessly integrates into your dbt development workflow and pipelines and ensures you are the first to know when something breaks. Trusted by 5000+ analytics and data engineers, Elementary helps data-driven companies deliver production-grade data. ## Elementary Data Pros & Cons **What users like:** - Users appreciate the **seamless integration and automation** features of Elementary Data, enhancing data quality and monitoring efficiency. (8 reviews) - Users love the **seamless integration with dbt** , providing real-time alerts and an intuitive user interface for monitoring. (8 reviews) - Users commend the **ease of use** of Elementary Data, appreciating its intuitive setup and seamless integration with dbt. (7 reviews) - Users value the **Slack integration** for real-time alerts, enhancing collaboration and quick troubleshooting for data issues. (7 reviews) - Users value the **daily alerts** feature of Elementary Data, enhancing data monitoring and responsiveness effortlessly. (6 reviews) - Alerts (6 reviews) - Anomaly Detection (6 reviews) - Easy Integrations (6 reviews) - Users appreciate the **easy setup** of Elementary Data, enabling effective data quality and anomaly testing in under an hour. (6 reviews) - Data Quality (5 reviews) **What users dislike:** - Users face **integration issues** with tools like Metabase and BI systems, complicating their workflow and usability. (6 reviews) - Users face **database integration issues** due to limited compatibility, hindering flexibility and adaptability in diverse workflows. (4 reviews) - Users note the **limited integration** options of Elementary Data, impacting its adaptability with various BI platforms. (3 reviews) - Users note **API limitations** that hinder integrations and customization, suggesting the need for a more robust solution. (2 reviews) - Users find **limited features** in Elementary Data, hindering its full potential and causing reliance on trial-and-error. (2 reviews) - Limited Integrations (2 reviews) - Poor Documentation (2 reviews) - Product Maturity (2 reviews) - UX Improvement (2 reviews) - Alert Management (1 reviews) ## Elementary Data Reviews ### 1. Easy and pleasant to use **Rating:** 5.0/5.0 stars **Reviewed by:** Ariel F. | Product Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** January 22, 2025 **What do you like best about Elementary Data?** * Improved Data Validation & Anomaly Detection. * Seamless Integration with dbt. * Automated Data Quality Monitoring. * Intuitive Dashboard & Reporting. * Faster Issue Detection & Resolution. * Customization & Flexibility. **What do you dislike about Elementary Data?** * The documentation is a bit unclear, making it difficult to fully understand how to configure and optimize the tool. Many features are not well-documented, leading to trial-and-error implementation rather than a structured onboarding experience. * The anomaly detection feature needs improvement. Currently, when an anomaly occurs, the upper and lower bounds expand, making it difficult to easily disregard the anomaly. **What problems is Elementary Data solving and how is that benefiting you?** * Data Quality Monitoring at Scale * Anomaly Detection & Data Drift Identification * Faster Issue Resolution & Debugging ### 2. Awesome, lightweight data observability tool that's dbt native **Rating:** 4.0/5.0 stars **Reviewed by:** Macklin F. | Analytics Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** May 20, 2024 **What do you like best about Elementary Data?** Most observability tools I've seen fall into two camps, either open source and really hard to use, or have total vendor lock in. Elementary straddles that line of being open source and built on top of your dbt stack, but is still very easy to set up and configure. The price point for elementary cloud is much more accessible for small startups to get started with data observability, which in my experience is walled off to enterprise-scale companies, despite often being needed in smaller company sizes. **What do you dislike about Elementary Data?** if you don't like dbt or don't have dbt set up, there's nothing to work with here. I think the company is still young and more edge cases are still being worked out, but otherwise, pretty happy so far. **What problems is Elementary Data solving and how is that benefiting you?** Anomaly detection, one view for all test failures, data lineage, pipeline health status - [View Elementary Data pricing details and edition comparison](https://www.g2.com/products/elementary-data/reviews?filters%5Bsentiment_snippet%5D=1621832&qs=pros-and-cons§ion=pricing&secure%5Bexpires_at%5D=2026-08-14+02%3A24%3A37+-0500&secure%5Bsession_id%5D=451f2229-f3d7-4505-bbd1-eafc285ea9e7&secure%5Btoken%5D=1b3ed69d9101e9304e1198df2420ef53fd473f879447b2918570182d322907fb&format=llm_user) ## Elementary Data Features **Functionality** - Monitoring - Alerting - Logging - Response Time - Reporting - Data Visualization - Performance Monitoring - Real-Time Monitoring - Server Monitoring - Real-Time Reporting - Uptime Reporting - Transaction Monitoring - Real-Time Data **Data Management** - Data Integration - Metadata - Self-service - Automated workflows **Functionality** - Real-time Analytics - Data quality monitoring - Automation - End to End visiblity **Agentic AI - DataOps Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Decision Making **Analytics** - Analytics capabilities - Dasboard visualizations **Management** - Anomaly identification - Single pane view - Real-time alerts - Data lineage - Integrations **Agentic AI - Database Monitoring** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making - Third-Party Integrations - Capacity Planning **Additional Functionality** - Resource Management - Anomaly Detection - Visual Analytics - Remote Monitoring & Management - Secure Data Storage - Dashboard - Generative AI - Configuration Management - API - User Management - Capacity Management - Diagnostic Tools - Dependency Tracking - Troubleshooting - Reporting & Statistics - Reporting/Analytics - Predictive Analytics - Audit Management - Real-Time Notifications - Application Management - Data Storage Management - Application-Level Analysis - Multitenancy - Query Analysis - Performance Management - Access Controls/Permissions - Compliance Management - Historical Trend Analysis - Alerts/Notifications - Summary Reports - AI Copilot - Event Logs - Dashboard Creation - Automated Discovery - Prioritization - Issue Tracking - Activity Dashboard - Performance Metrics - Resource Optimization - Real-Time Analytics - Status Tracking **Monitoring and Management** - Data Observability - Testing capabilities **Generative AI** - AI Text Generation **Functionality** - Identification - Correction - Normalization - Preventative Cleaning - Data Matching - Real-Time Data **Cloud Deployment** - Hybrid cloud support - Cloud migration capabilities **Agentic AI - Data Observability** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Natural Language Interaction - Proactive Assistance **Management** - Reporting - Automation - Quality Audits - Dashboard - Governance **Generative AI** - AI Text Generation - AI Text Summarization **Generative AI** - AI Text Generation - AI Text Summarization - Generative AI **Additional Functionality** - Metadata Management - Collaboration Tools - Search/Filter - Workflow Management - AI Copilot - Third-Party Integrations - Data Synchronization - Data Import/Export - Customizable Rules - Master Data Management - Monitoring - Data Transformation - Multiple Data Sources - Self Service Portal - Customer Database - Data Verification - Data Migration - Multi-Language - Single Sign On - Duplicate Detection - Email Address Extraction - Reporting/Analytics - Data Profiling - Data Extraction - Data Mapping - Address Validation - Match & Merge - Performance Metrics - Visual Analytics - Version Control - API - Data Capture and Transfer - Access Controls/Permissions - Compliance Management - Data Discovery ## Top Elementary Data Alternatives - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) - 4.3/5.0 (533 reviews) - [GTM Studio - Powered by ZoomInfo](https://www.g2.com/products/gtm-studio-powered-by-zoominfo/reviews) - 4.5/5.0 (3,395 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) - 4.4/5.0 (1,941 reviews)