--- title: Seemore Data Reviews meta_title: 'Seemore Data Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 13 reviews by the users' company size, role or industry to find out how Seemore Data works for a business like yours. aggregate_rating: rating_value: 4.5 review_count: 13 scale: '5' date_modified: '2026-09-22' parent_category: name: IT Infrastructure url: https://www.g2.com/categories/it-infrastructure --- # Seemore Data Reviews **Vendor:** Seemore Data **Category:** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms) **Average Rating:** 4.5/5.0 **Total Reviews:** 13 **AI Enabled:** This product embeds AI to enhance or extend its core functionality. ## About Seemore Data Seemore Data is an autonomous data efficiency platform purpose-built for Snowflake cost optimization and end-to-end data warehouse optimization. It uses a context-aware AI agent to continuously analyze, explain, and optimize cost, performance, and usage across Snowflake and the modern data stack. Unlike passive dashboards, Seemore acts as an autonomous agent, automatically right-sizing warehouses, eliminating idle compute, and preventing cost anomalies before they escalate. With deep lineage and business context, teams can trace every dollar spent back to queries, pipelines, dashboards, and owners. The result: predictable Snowflake spend, faster performance, and data teams that scale impact without adding headcount. ## Seemore Data Pros & Cons Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews. **What users like:** - Users praise the **ease of use** of Seemore Data, highlighting its intuitive design and helpful customer support. (11 reviews) - Users appreciate the **intuitive user interface** of Seemore Data, which simplifies data visualization and management. (8 reviews) - Users appreciate the **advanced data lineage capabilities** of Seemore Data, simplifying tracking and management efforts. (7 reviews) - Users appreciate the **responsive customer support** of Seemore Data, quickly addressing feedback and enhancing the platform effectively. (5 reviews) - Users appreciate the **end-to-end data management** of Seemore Data, enhancing efficiency and automating critical processes. (4 reviews) - Users appreciate the **efficiency improvement** with Seemore Data, streamlining processes and saving valuable time on documentation. (4 reviews) - Users value the **responsive automation** features of Seemore Data, enhancing efficiency and addressing evolving needs quickly. (3 reviews) - Users value the **cost-effectiveness** of Seemore Data, appreciating the savings and reasonable pricing for its features. (3 reviews) - Users value the **time-saving automation** offered by Seemore Data, streamlining documentation and enhancing data management efficiency. (3 reviews) - Time-saving (3 reviews) **What users dislike:** - Users find the **lineage limitations** burdensome, complicating real-time collaboration and making usage less intuitive. (4 reviews) - Users find the **navigation confusing** , with complex menus hindering quick access to settings and features. (4 reviews) - Users face **data management issues** with Seemore Data, struggling with integration and cumbersome reporting processes for collaboration. (3 reviews) - Users find the **navigation confusing** , which complicates their experience and slows down day-to-day workflows. (3 reviews) - Users report significant **data inaccuracy issues** with Seemore Data, affecting trust in analytics and decision-making. (2 reviews) - Users find the **data lineage issues** cumbersome, complicating collaboration and requiring awkward manual report exports. (2 reviews) - Users find **data sharing burdensome** , complicating real-time collaboration and lacking governance and quality tools. (2 reviews) - Limited Functionality (2 reviews) - Users find the **poor user experience** in Seemore Data's interface makes utilizing features like Lineage challenging. (2 reviews) - User Interface Issues (2 reviews) ## Seemore Data Reviews ### 1. Strong cost savings and lineage, fast-moving product **Rating:** 5.0/5.0 stars **Reviewed by:** Zach B. | Director of Data, Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** February 09, 2026 **What do you like best about Seemore Data?** What I like best about Seemore Data is how responsive the team is to customer feedback - they turn our suggestions into shipped features really quickly, which makes the platform feel like it’s evolving alongside our needs. A standout example is the Auto Shutdown for Warehouses feature: it’s a great addition that’s been easy to adopt and has already saved us a meaningful amount of money by reducing unnecessary warehouse runtime. **What do you dislike about Seemore Data?** The main downside is that navigation can be a bit confusing - there are many menus and feature areas, and it’s not always intuitive where a specific setting or capability lives. As the platform continues to expand, it can take extra time to remember where to go, which slows down day-to-day workflows. One improvement that would be really valuable is an AI assistant that can take a natural language request (for example, “show me warehouse spend last month by team” or “set up auto shutdown rules”) and either direct you to the right page with a link, or even pre-fill the relevant filters and configuration so you don’t have to hunt through menus and set everything up manually. **What problems is Seemore Data solving and how is that benefiting you?** Before using Seemore Data, we struggled to consistently identify cost optimization opportunities in our Snowflake environment and had limited visibility into how data flowed across tables, models, and teams. Optimization was mostly manual and reactive, and Snowflake’s native lineage capabilities weren’t sufficient for understanding real usage and dependencies at scale. With Seemore Data, we now get clear, actionable recommendations on how to optimize our data workloads, and in some cases those optimizations can be automated for us. This has directly helped reduce warehouse and compute costs and removed a lot of guesswork from cost management. In addition, Seemore’s lineage capabilities give us a much deeper and more reliable view of data dependencies than Snowflake alone, which has improved our confidence when making changes and significantly reduced the risk of breaking downstream consumers. ### 2. Helpful End-to-End Data Visibility with Responsive Seemore Data Support **Rating:** 4.5/5.0 stars **Reviewed by:** John H. | Staff Data Engineer, Enterprise (> 1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** January 20, 2026 **What do you like best about Seemore Data?** The end-to-end view of our data assets is very helpful. We appreciate the ability to manage license utilization and database optimization in a single location. Some of the auto-optimization features are very promising. The Seemore Data team is also incredibly helpful and responsive. Cost is also very reasonable. **What do you dislike about Seemore Data?** The platform is promising, but I can imagine some other teams overlooking the product due to its nascency. This isn't really a problem for us, but the product's "youth" shines through from time to time. **What problems is Seemore Data solving and how is that benefiting you?** E2E observability is really the main thing. This is incredibly useful for us, and it makes optimization across multiple platforms much more attainable. ### 3. Clear, Easy-to-Use UI with Continuous Team Support **Rating:** 4.5/5.0 stars **Reviewed by:** Dávid K. | Data Engineer, Enterprise (> 1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through Google using a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** February 04, 2026 **What do you like best about Seemore Data?** Clear, easily understandable UI. Continuous support from the team! **What do you dislike about Seemore Data?** I don't have anything for this question in particular. **What problems is Seemore Data solving and how is that benefiting you?** Reducing costs by the smart features. E.g auto-suspend, auto-clustering etc ### 4. Easy to Use, Great Support, and Cost-Saving Value **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer Games | Mid-Market (51-1000 emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through Google using a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** January 28, 2026 **What do you like best about Seemore Data?** It’s easy to use, the customer support is great, and it’s a great way to save on costs. **What do you dislike about Seemore Data?** Since we also use BigQuery at our company, it would be great if this were supported as well. **What problems is Seemore Data solving and how is that benefiting you?** Identify unused datasets, improve the overall performance of the data models and save cost. ### 5. Leads to incorrect outcomes for further analysis **Rating:** 4.0/5.0 stars **Reviewed by:** Arun N. | Lead Data Scientist, Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** December 19, 2024 **What do you like best about Seemore Data?** Seemore Data gave me a precise table of data provenance and how this data is processed in pipelines. This relieves my team of the task of trying to determine why they are having problems and where the data quality issues are. **What do you dislike about Seemore Data?** Seemore Data has its limitations particularly in the area of data governance integration with our current tools. This means we are still required to switch between the various platforms in order to effectively manage our data therefore not fully integrating the workflow. **What problems is Seemore Data solving and how is that benefiting you?** Seemore Data has been instrumental in un-jangling the complex web of the data pipes that connect our various systems. The column level lineage maps offer a single source of truth for where the data came from and where it went, but again, the inability to feed into existing data governance tools is less than ideal. ### 6. Data Catalog Automation **Rating:** 4.0/5.0 stars **Reviewed by:** Itay A. | Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review. **Source: Seller invite:** Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review. **Reviewed Date:** June 06, 2023 **What do you like best about Seemore Data?** The data catalog helps move our manual documentation to the next level with automation and a smart scoring system that really helps focus on the most important assets. As a data product manager, we spend a lot of time manually creating, sharing, and storing S2T (source-to-target) docs with the dev team, and also the analytics team for future reference. Aggua saves us a lot of precious time by automating this process, so we can easily create and maintain the S2T and data catalog. Also, since all this data is available on Aggua, the analytics team can then use the catalog to learn and understand what business logic stands behind each column. **What do you dislike about Seemore Data?** I really like the Lineage feature, it really helps us understand how each table is built and review the process each column goes through. However, I feel like sometimes the UI isn't so intuitive and it makes the usage of the Lineage quite difficult. **What problems is Seemore Data solving and how is that benefiting you?** Aggua helps us automate data mapping and data catalog processes. It provides different teams with an easy-to-use tool to explore our data map and also share knowledge with minimal effort. ### 7. Cross cloud data governance made easy! **Rating:** 5.0/5.0 stars **Reviewed by:** Wojciech W. | Head of Data Warehouse, Mid-Market (51-1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review. **Source: Seller invite:** Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review. **Reviewed Date:** June 07, 2023 **What do you like best about Seemore Data?** With little to no effort we were able to create lineage for a data report which combines tables from both GCP BigQuery and AWS Redshift. Onboarding our data platform was simple, with a help from amazing support team at Aggua. **What do you dislike about Seemore Data?** The team would say "yes, we can do it" to any edge case request. And they delivered on everything! But if you're sceptical about hearing "yes" all the time (most of us are), then this might be a challenging team to work with. **What problems is Seemore Data solving and how is that benefiting you?** We have two data platforms on two different tech stacks. Each with its own documentation, or data catalogue. Working on anything across the organisation (a report, data governance, metric, audit, etc) is very time consuming and requires involving SMEs from both parts of the organisation. With Aggua, we have everything in one place. ### 8. Complete Data Management Platform - Go for it!!! **Rating:** 4.5/5.0 stars **Reviewed by:** Somenath M. | Sr. Automation Architect, Enterprise (> 1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** March 07, 2023 At G2, we prefer fresh reviews and we like to follow up with reviewers. They may not have updated their review text, but have updated their review. **What do you like best about Seemore Data?** It makes the data discovery and onboarding very convenient. Single platform to answer questions about my data. The lineage capabilities are must have. **What do you dislike about Seemore Data?** Honestly I don't have any negative points in my mind at this time. I may come back later on this. **What problems is Seemore Data solving and how is that benefiting you?** The data discovery and onboarding is very easy **Official Response from Dekel Wiesman:** > Thank you Somenath, appreciate you taking the time to review Aggua! We value your feedback. It gives us motivation to make our product even better. Check out our new Cost Management & Optimization solution offering » ### 9. Getting to know your system **Rating:** 4.5/5.0 stars **Reviewed by:** Hannan K. | Data Engineering Team Leader, Mid-Market (51-1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review. **Source: Organic:** Organic review. This reviewer was offered a nominal incentive as thanks for completing this review. **Reviewed Date:** May 09, 2023 **What do you like best about Seemore Data?** When we first got a "legacy" of undocumented processes, Aggua made it easy for me to understand the flows and pipelines, and better visualize the bottlenecks once stakeholders complained that the reporting layer is not correct. **What do you dislike about Seemore Data?** The lineage of complex processes with multiple dependencies makes it a little bit difficult to focus for the end user, **What problems is Seemore Data solving and how is that benefiting you?** Aggua initially focused on data lineage and observability. When we first began to look into old processes that my team didn't build, it helped us understand the flows and the relations between tasks, jobs, and eventually to focus on the business layer, and the impact of failures during the pipeline on the layer. **Official Response from Dekel Wiesman:** > Thank you Hannan for the kind review and for the great job you're doing on Aggua's platform. Looking forward to continue our collaboration and growing together with you business. Keep up the good work! ### 10. Overall Positive change **Rating:** 3.5/5.0 stars **Reviewed by:** Felix E. | Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through Google using a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** December 08, 2023 **What do you like best about Seemore Data?** Helped to streamline our processes and really get a feel for our more important assets **What do you dislike about Seemore Data?** user interface could be a little more intuitive, issues with lineage **What problems is Seemore Data solving and how is that benefiting you?** Helping with flows and pipelines, easier to manage data ### 11. Catalog automation of data **Rating:** 5.0/5.0 stars **Reviewed by:** Harish K. | Associate Software Engineer, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 02, 2023 **What do you like best about Seemore Data?** Flows and Pipelines are easily understandable through Aggua. Advanced and lineage capabilities. Importation of data is made simple. **What do you dislike about Seemore Data?** As of my knowledge, I don't find any flaws in Aggua. **What problems is Seemore Data solving and how is that benefiting you?** It focuses on data lineage and observability. User friendly and helps us in automating data mapping and data catalog processes. ### 12. Data Lineage on Steroids **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review. **Source: Seller invite:** Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review. **Reviewed Date:** June 16, 2023 **What do you like best about Seemore Data?** Most intuitive data lineage solution, with great UI/UX, Column Level instead of Table. Definitely a game changer! **What do you dislike about Seemore Data?** Support and customer care can be improved, however everything was communicated in a timely manner. **What problems is Seemore Data solving and how is that benefiting you?** Data Lineage and dependencies mapping ### 13. Next Gen Data Management Platform **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review. **Source: Seller invite:** Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review. **Reviewed Date:** June 18, 2023 **What do you like best about Seemore Data?** Very advanced catalog and lineage capabilities **What do you dislike about Seemore Data?** Missing data governance, quality and observability capabilities **What problems is Seemore Data solving and how is that benefiting you?** Catalog data assets and map data flow in the pipeline - [View Seemore Data pricing details and edition comparison](https://www.g2.com/products/seemore-data/reviews?section=pricing&secure%5Bexpires_at%5D=2026-09-30+06%3A57%3A10+-0500&secure%5Bsession_id%5D=334be0a1-607d-43a2-88ea-94280b5ed0cf&secure%5Btoken%5D=61d83e167e4554ca4d1099f6d77b879b9b010f1a7e4095fb7a620076442fc253&format=llm_user) ## Seemore Data Features **Operations** - Scheduling - Automation - Usage Monitoring **Administration** - Data Modelling - Recommendations - Workflow Management - Dashboards and Visualizations - Configurable Workflow - Rules-Based Workflow **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 **Functionality** - Data visualisation - Data transformation - No-code functionality - Analytics - Reporting **Management** - Business Glossary - Data Discovery - Data Profililng - Reporting and Visualization - Data Lineage - Data Visualization **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 **Cost Optimization** - Spend Forecasting and Optimization - Recommendations - Spend Tracking **Compliance** - Sensitive Data Compliance - Training and Guidelines - Policy Enforcement - Compliance Monitoring - Real-Time Monitoring **Security** - Access Control - Roles Management - Compliance Management - Deletion Management - Access Controls/Permissions - User Management - Process Management - Audit Management - Metadata Management **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 **Administration** - Reporting - Dashboards and Visualizations - Compliance **Data Quality** - Data Preparation - Data Distribution - Data Unification **Maintainence** - Data Quality Management - Policy Management - Data Storage Management **Monitoring and Management** - Data Observability - Testing capabilities **Generative AI** - AI Text Generation **Functionality** - Identification - Correction - Real-Time Data **Generative AI** - AI Text Generation - Generative AI **Agentic AI - Cloud Cost Management** - Autonomous Task Execution - Proactive Assistance - Decision Making **Agentic AI - Data Observability** - Natural Language Interaction - Proactive Assistance **Management** - Reporting - Automation - Quality Audits - Dashboard - Governance **Agentic AI - Data Governance** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Decision Making - Third-Party Integrations - Active Directory Integration **Additional Functionality** - AI Copilot - Reporting & Statistics - Data Migration - Archiving & Retention - Data Capture and Transfer - Audit Trail - Data Synchronization - Single Sign On - Customizable Reports - Data Profiling - Authentication - Role-Based Permissions - Tagging - Secure Data Storage - Data Security - HIPAA Compliant - SSL Security - Risk Assessment - Data Mapping - Search/Filter - Self Service Portal - Multiple Data Sources - Document Storage - API - Activity Tracking - Automatic Backup - Visual Analytics **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 Seemore Data Alternatives - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) - 4.3/5.0 (546 reviews) - 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