--- title: Kyvos Semantic Layer Reviews meta_title: 'Kyvos Semantic Layer Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 288 reviews by the users' company size, role or industry to find out how Kyvos Semantic Layer works for a business like yours. aggregate_rating: rating_value: 4.8 review_count: 288 scale: '5' date_modified: '2026-07-29' parent_category: name: Business Intelligence url: https://www.g2.com/categories/business-intelligence --- # Kyvos Semantic Layer Reviews **Vendor:** Kyvos Insights **Category:** [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools) **Average Rating:** 4.8/5.0 **Total Reviews:** 288 ## About Kyvos Semantic Layer Kyvos is a semantic layer for AI and BI. It gives organizations a single, consistent, business-friendly view of their entire data estate. By standardizing how data is defined and understood, Kyvos eliminates metric drift across BI tools and ensures that LLMs and AI agents work with governed business semantics rather than raw tables. Kyvos also delivers lightning-fast analytics at massive scale and high concurrency — including granular multidimensional analysis on the cloud — without the sluggish query times and escalating cloud costs that typically come with it. Why Organizations Use Kyvos Unified Semantic Foundation for AI and BI Kyvos semantic layer standardizes how metrics, KPIs, dimensions, hierarchies, relationships, calculations, and business rules are modelled across the enterprise — so that dashboards, analytics tools, notebooks, and AI systems all operate on the same understanding of the business. Kyvos enables: - Shared semantics — one common data language across every tool, team, and system - Governed access — data exploration within defined security, role, and permission boundaries - Platform interoperability — consistent semantic context across diverse platforms and environments - AI readiness — LLMs and agents work with governed business semantics rather than raw tables or ambiguous schema AI Grounded in Business Context Kyvos grounds AI systems in the governed semantic model, ensuring they operate on established business context rather than raw schemas — improving the accuracy, traceability, and reliability of AI-generated insights. Consistent Metrics Across BI Tools Kyvos centralizes metric and KPI definitions in the semantic layer and applies them consistently across every analytics interface — eliminating metric drift and improving trust in analytics. High-Performance Analytics at Scale Kyvos delivers high-performance analytics that scale with demand, enabling: - Sub-second query performance across massive datasets - High concurrency across thousands of users and workloads - Consistent response times regardless of data volume or concurrency - No performance degradation as adoption grows - Multidimensional Analytics on the Cloud Kyvos enables deep multidimensional analytics, supporting: - Granular analysis across billions of rows - Thousands of measures and dimensions in a single model - Fast drill-down across complex hierarchies - Full analytical depth without sacrificing query speed Cloud Cost Efficiency Kyvos serves analytics through its semantic layer rather than routing every query to the warehouse — reducing compute consumption across analytics and AI workloads. As adoption grows, organizations can scale users, workloads, and analytical complexity without a corresponding rise in warehouse compute costs. ## Kyvos Semantic Layer Pros & Cons **What users like:** - Users appreciate the **ease of use** of Kyvos, enabling quick insights and a user-friendly experience for complex data. (120 reviews) - Users love the **speed** of Kyvos for real-time insights, enabling quick queries and faster decision-making across data metrics. (88 reviews) - Users value the **exceptional performance** of Kyvos for quickly analyzing large datasets and delivering timely insights. (54 reviews) - Users admire the **lightning-fast analytics** of Kyvos Semantic Layer, enhancing performance and visualization of large datasets. (53 reviews) - Users value the **fast querying capabilities** of Kyvos Semantic Layer, enabling quick analysis of large transaction datasets. (50 reviews) - Efficiency (48 reviews) - Users appreciate the **cost-effective performance enhancement** of Kyvos, allowing for efficient data analysis and reduced cloud expenses. (48 reviews) - Users value the **scalability** of Kyvos, enabling efficient analysis of vast amounts of data effortlessly. (44 reviews) - Users commend the **responsive customer support** of Kyvos, making their data exploration experience seamless and efficient. (36 reviews) - Large Datasets (36 reviews) **What users dislike:** - Users find the **learning curve steep** for advanced features and MDX queries, which can slow down usage efforts. (34 reviews) - Users find the **difficult setup** of Kyvos Semantic Layer challenging, though support helps ease the process. (33 reviews) - Users find the **initial setup and MDX complexity** challenging, though support helps ease the deployment process. (9 reviews) - Users note the **feature limitations** of Kyvos, especially lacking advanced analytics and integration for seamless data exploration. (7 reviews) - Users experience **connectivity issues** , as initial integration with existing systems can be time-consuming. (6 reviews) - Users find that **learning difficulty** can hinder new users' experience, despite abundant training resources available. (6 reviews) - Limited Customization (6 reviews) - Technical Expertise Required (6 reviews) - Integration Issues (5 reviews) - Slow Performance (5 reviews) ## Kyvos Semantic Layer Reviews ### 1. Great for multi-dimensional Insights **Rating:** 4.5/5.0 stars **Reviewed by:** Ashi J. | Senior software engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 24, 2025 **What do you like best about Kyvos Semantic Layer?** Earlier, analyzing data across regions or time periods was slow and complicated. With Kyvos, I can look at the same data from different angles in seconds and find patterns much faster. **What do you dislike about Kyvos Semantic Layer?** Kyvos has helped us reduce both cost and effort, nothing to complain about at this time. Support team has also been helpful. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Given the massive volume of data our team handles, we were finding it hard to slice and dice analytics across multiple measures and dimensions. This was leading to a lot of delays. Kyvos delivers the deep, granular insights we need. ### 2. Excellent performance even at scale **Rating:** 5.0/5.0 stars **Reviewed by:** Nayum D. | Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** December 22, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos delivers instant responses to queries even for large-scale data, regardless of the number of concurrent users. Its multi-level caching helps accelerate query response time on our BI tools. **What do you dislike about Kyvos Semantic Layer?** No major concerns till date. Had a couple of onboarding issues which the support team helped quicky resolve. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** With Kyvos, analytics performance is fast and consistent. Our records often run into billions of rows and being able to get instant responses to complex queries is a big achievement for us. ### 3. Powerful tool for data exploration and analysis **Rating:** 5.0/5.0 stars **Reviewed by:** Gourav T. | Sr. Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** December 01, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos helps us deep dive into our datasets – regardless of the size or format. It is straightforward to use and our business users can easily explore and analyze data on their own. This has helped our organization save a lot of time and effort. **What do you dislike about Kyvos Semantic Layer?** We have been using Kyvos for several months without any problems or issues. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We are no longer constrained by the pre-defined views of BI dashboards. Our business team can explore data as freely as they want and understand key trends, patterns and correlations instantly. ### 4. Working with data just got easier **Rating:** 5.0/5.0 stars **Reviewed by:** Shweta T. | Associate Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** November 07, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos has eased my work quite a bit. I don’t need to build separate data sets for different tools anymore. I just set up the model once and now everyone can use their preferred BI tool and get insights without any issues **What do you dislike about Kyvos Semantic Layer?** Kyvos offers a wide range of advanced analytics features for many different use cases and is incredibly easy to use. Nothing to dislike. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** I used to spend far too much time troubleshooting data performance issues and preparing data in different formats for different teams. Now with Kyvos, there’s a single source of truth everyone can rely on. ### 5. All our teams get the same trusted insights **Rating:** 5.0/5.0 stars **Reviewed by:** priyanka p. | Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 07, 2025 **What do you like best about Kyvos Semantic Layer?** It can handle large volumes of data smoothly. Diving into the data and uncovering insights feels simple and I don’t even need help from the tech team to dig around. **What do you dislike about Kyvos Semantic Layer?** I haven’t faced any critical issues so far. Their documentation is rather helpful and does a tremendous job of showing you the way through anything. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Kyvos brings together our data from different systems into one reliable source. This saves us a lot of time that we used to spend on merging data manually. Additionally, it lets different teams access the data they need on their own. ### 6. Kyvos- very Insightful and consistent **Rating:** 4.5/5.0 stars **Reviewed by:** Aman R. | Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** July 18, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos is great tool for semantic analytics, it integrates with both cloud and on-premise environments. It's performance and speed have been huge help — reports that used to take several minutes now load in seconds, even when pulling from huge datasets. I no longer have to create extracts or build custom summary tables just to speed things up. That alone has saved a ton of time. Another major plus is the consistency it brings. Metrics are defined once and used across tools and teams, which has drastically cut down on the number of “why don’t my numbers match yours?” conversations. It’s a huge relief to have that alignment, especially in meetings where everyone is looking at different tools. **What do you dislike about Kyvos Semantic Layer?** That said, there was a bit of a learning curve when it came to advanced filtering and cube design. It’s not completely intuitive at first, and I had to spend some time figuring out the flow. But once you understand how it works, it’s pretty smooth and powerful. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Kyvos has really helped us move from slow, fragmented reporting to a faster, more unified experience. Dashboards are quick, metrics are trusted, and we spend more time analyzing instead of troubleshooting. ### 7. Helps spot anomalies faster **Rating:** 5.0/5.0 stars **Reviewed by:** Madhavi S. | Lead Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 20, 2025 **What do you like best about Kyvos Semantic Layer?** It allows me to slice and dice large volumes of transactions data in seconds. I can easily search through the data, examine suspicious accounts and detect unusual transaction patterns that might indicate fraud. **What do you dislike about Kyvos Semantic Layer?** The product is functioning well; I don’t think there’re any significant problems worth mentioning. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Our fraud checks were constrained by simple queries on limited data. Kyvos allowed us to analyze as much data as we need, which helped us to flag anomalies earlier, reduce false positives and strengthen fraud prevention across the board. ### 8. Good accuracy in conversational analytics **Rating:** 5.0/5.0 stars **Reviewed by:** Priyesh S. | Senior Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** December 01, 2025 **What do you like best about Kyvos Semantic Layer?** I like how Kyvos lets us ask our data questions in plain English. We have tried other conversational analytics tools in the past, but the answers were not always reliable. With Kyvos we get responses that are relevant and meaningful. **What do you dislike about Kyvos Semantic Layer?** Till date we have not encountered any major issues. Looking forward to explore more capabilities of the product. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Kyvos understands business language terms and allows us to get insights from as much data as we want, using natural language queries. ### 9. Makes fixing and sharing data easier **Rating:** 5.0/5.0 stars **Reviewed by:** Sriram N. | Manager Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** September 10, 2025 **What do you like best about Kyvos Semantic Layer?** I like Kyvos because when I fix or change something in how data is set up, everyone sees the same thing right away, in any tool. I don’t need to send files or explain changes many times. **What do you dislike about Kyvos Semantic Layer?** Nothing to complain about the product so far. It works well for whatever I need to make my work easier. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Kyvos makes it much easier for me because when I add a new rule or fix something, all the reports and dashboards use it right away. I don’t have to double-check numbers or answer lots of questions from other teams anymore. Everyone always sees the same numbers, which saves my time and keeps things simple for me and my team. ### 10. Kyvos lets us connect multiple BI tools to a single source of truth **Rating:** 5.0/5.0 stars **Reviewed by:** priyanka s. | Senior Quality Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 23, 2025 **What do you like best about Kyvos Semantic Layer?** With Kyvos, we don't need to make stack changes to get faster data access and insights. Whether someone is using Tableau, Power BI or Excel, they’re working off the same definitions and calculations. It keeps our numbers consistent across the board. **What do you dislike about Kyvos Semantic Layer?** I found no issues. The availability of in-app guides and quick-start templates makes onboarding new team members and handing off projects between teams smoother and more efficient. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We used to keep separate datasets for each BI platform, which was a nightmare to maintain. Now, we define KPIs and measures once, and every tool consumes them directly. It’s cut down our data prep time and improved trust in our reports. ### 11. Secure way for AI agents to access enterprise data **Rating:** 5.0/5.0 stars **Reviewed by:** manish s. | Lead Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** December 01, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos helps us give AI agents secure, governed access to all our organizational data. It organizes and governs data across multiple sources, ensuring only authorized AI agents can connect to it. **What do you dislike about Kyvos Semantic Layer?** My team and I have not found any issues worth flagging or complaining about yet. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Since we handle a lot of sensitive customer data, we were wary of unauthorized data exposure while training AI agents. Kyvos has helped us ensure compliance with policies and regulations. ### 12. Kyvos keeps governance simple and consistent across tools **Rating:** 4.5/5.0 stars **Reviewed by:** nishi j. | Director of Engineering, Enterprise (> 1000 emp.) **Reviewed Date:** October 10, 2025 **What do you like best about Kyvos Semantic Layer?** I like how flexible the role-based access controls are. Permissions can be applied once at the semantic layer and they automatically flow down to every connected BI tool. That saves us from duplicating effort or worrying about accidental data exposure. **What do you dislike about Kyvos Semantic Layer?** So far, I have no complaints. The setup and onboarding process went smoothly, and any questions we had were promptly addressed by the support team. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We spent too much time validating reports and making sure people weren’t using outdated metrics. Kyvos centralized our business logic which has reduced manual oversight and given us more confidence during audits and compliance reviews. ### 13. We see every KPI clearly **Rating:** 5.0/5.0 stars **Reviewed by:** Rutali Joshi S. | Associate Technical Architect, Enterprise (> 1000 emp.) **Reviewed Date:** November 06, 2025 **What do you like best about Kyvos Semantic Layer?** We can analyze many data points at once which gives a clear, detailed view of performance across the board. This helps us quickly spot where things are going well or where we need to step in. **What do you dislike about Kyvos Semantic Layer?** So far, I haven’t encountered any major problems. The experience has been positive overall. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** With our old setup, we missed important insights because it couldn't handle all our data and KPIs. Kyvos fixed that; we now see everything we need, and our reports are much more helpful for our teams. ### 14. Reliable reports and fast responses **Rating:** 5.0/5.0 stars **Reviewed by:** DEBAJIT P. | Sr Manager software engineering, Enterprise (> 1000 emp.) **Reviewed Date:** September 12, 2025 **What do you like best about Kyvos Semantic Layer?** I love how Kyvos gives us a governed, centralized view of all financial data. It handles deep hierarchies and complex metrics, yet keeps things simple for my team. The Excel integration is very smooth and without any performance issues. **What do you dislike about Kyvos Semantic Layer?** Honestly, I haven’t run into any issues that have slowed us down. The platform works well and the support team has always been responsive and helpful whenever we had questions or needed tweaks. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We used to juggle multiple versions of financial reports and teams often spent time validating numbers. With Kyvos, we only have to define our metrics once and use them everywhere, so reporting is faster, more accurate and a lot less stressful. ### 15. Faster, deeper product analytics without SQL **Rating:** 5.0/5.0 stars **Reviewed by:** Ankita D. | Lead Quality Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** October 10, 2025 **What do you like best about Kyvos Semantic Layer?** High-cardinality product usage data is handled effortlessly. I can explore adoption trends, funnels and retention cohorts without writing SQL so that’s a big plus for me. The speed at which I can pivot across features, geographies or customer segments is impressive. **What do you dislike about Kyvos Semantic Layer?** Nothing negative to report — the platform has been stable and easy to maintain. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We used to rely on pre-built reports which often left us with more questions. And now Kyvos gives me the freedom to explore hypotheses on my own and uncover insights in minutes. Kyvos lets me get insights instantly and inform product roadmaps faster. ### 16. Insights on customer behavior are faster and more actionable **Rating:** 5.0/5.0 stars **Reviewed by:** Niten K. | Senior Technical Architect, Enterprise (> 1000 emp.) **Reviewed Date:** September 12, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos gives my team live updates about customers, which helps us spot churn risks, track usage and plan interventions. It’s great how I can drill down to individual customer records or zoom out to see the bigger trends, all in one place. **What do you dislike about Kyvos Semantic Layer?** There’s nothing major that I’d count as a drawback. If anything, I’d love to see a mobile app or lighter interface for quick checks during meetings. But performance and data access have been spot-on so far. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We used to wait days for customer health reports. Now, Kyvos gives us instant access to the same insights. That’s helped us be more proactive with support and tailor our engagement better. ### 17. Reliable analytics for real-time and historical data **Rating:** 5.0/5.0 stars **Reviewed by:** Harsh R. | Module Lead, Enterprise (> 1000 emp.) **Reviewed Date:** October 28, 2025 **What do you like best about Kyvos Semantic Layer?** Getting started was smooth. Post setup, our team could dive into data exploration almost immediately. The interface is intuitive and it seamlessly connects with the tools we already use. **What do you dislike about Kyvos Semantic Layer?** Honestly, the hardest part is keeping up with all the features they keep adding. Their support team is quick and responsive. The platform does what it promises really well. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We finally have the ability to analyze both historical and real-time data at speed, which was a major gap in our analytics process before Kyvos. ### 18. Works smooth with our cloud setup **Rating:** 5.0/5.0 stars **Reviewed by:** DEEPAK K. | Technical Architect, Enterprise (> 1000 emp.) **Reviewed Date:** September 11, 2025 **What do you like best about Kyvos Semantic Layer?** I like it because Kyvos runs well with our cloud. Even when we have very big data, it does not get slow. All our old tools work same, as before, so I do not need to learn new things. **What do you dislike about Kyvos Semantic Layer?** The platform works as expected. We haven’t seen any issues, and it fits into our systems without much effort. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Our data is growing much bigger now, but Kyvos keeps reports quick. I do not have to build new systems every time, and our teams do not wait for long time to get the reports. It is simple for us to manage more data as the company grows. ### 19. Stable performance at scale without overloading infra **Rating:** 5.0/5.0 stars **Reviewed by:** Moumita N. | Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** August 08, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos scales really well without us needing to add more infrastructure or tune anything constantly. Even with hundreds of users querying huge datasets, there’s no drop in performance. It also fits smoothly into our cloud setup—we didn’t have to change our pipeline architecture to accommodate it. **What do you dislike about Kyvos Semantic Layer?** It’s been a reliable platform so far. I like that we don’t have to monitor it much. Query engines scale up and down automatically and it manages resources smartly. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We used to face slow dashboards and rising cloud costs when too many people queried data at once. Kyvos takes the pressure off our data warehouse by caching smartly, so users get faster responses and we avoid scaling up clusters or getting hit with surprise cloud bills. ### 20. Advanced calculations are easier now **Rating:** 5.0/5.0 stars **Reviewed by:** Ashish M. | lead software engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 30, 2025 **What do you like best about Kyvos Semantic Layer?** I can set up things like running totals, growth checks and year-over-year numbers right inside Kyvos. Then all reports show the same numbers, and I don’t need to write SQL each time. **What do you dislike about Kyvos Semantic Layer?** Nothing really stands out as a problem. Once I got used to it, the platform works fine and does what I need. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Kyvos helps me keep advanced calculations the same everywhere. I don’t have to redo them in each BI tool anymore. We just define them once in Kyvos, and all dashboards use the same logic, which saves time and avoids mistakes. ### 21. Smooth Excel integration and flexibility **Rating:** 5.0/5.0 stars **Reviewed by:** Jyoti P. | Manager Software Engineering, Enterprise (> 1000 emp.) **Reviewed Date:** October 28, 2025 **What do you like best about Kyvos Semantic Layer?** · Connected with Excel easily so we didn’t need to change our BI tool. · Keeps our sensitive data safe. · Our data is continuously growing, and Kyvos handles it well. · The support team listens and makes improvements quickly. **What do you dislike about Kyvos Semantic Layer?** It’s been a good experience so far. Might be able to share more after extended use. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** With our old system, everything felt slow and clunky. Now, data analysis is faster as we can work with bigger, more complex data sets. ### 22. Deep data analysis in seconds **Rating:** 5.0/5.0 stars **Reviewed by:** Bhanupratap B. | Software Quality Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** November 06, 2025 **What do you like best about Kyvos Semantic Layer?** Analyzing historical data is effortless with Kyvos. I can load and explore years’ worth of information in a single view without worrying about performance dips. **What do you dislike about Kyvos Semantic Layer?** Can’t say if I encountered anything that created problems. So far, it’s been great using the product. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Earlier, our long-term data was almost unusable because of performance limits. With Kyvos, I can now run queries on five to six years of information instantly, which has opened up far deeper insights. ### 23. Managing reports is simpler now **Rating:** 5.0/5.0 stars **Reviewed by:** Kaizan W. | Senior Quality Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 24, 2025 **What do you like best about Kyvos Semantic Layer?** I like that reports run fast. I can set up definitions and rules in one place and know my team’s reports will all follow the same logic. It makes managing dashboards across departments much easier. **What do you dislike about Kyvos Semantic Layer?** So far there’s nothing I really dislike. It works well for daily use and fits smoothly into how my team works. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Kyvos lets my team work directly with live data instead of relying on outdated extracts. We can adjust reports on the spot and share numbers that are always current. It cuts down delays and keeps leadership discussions moving. ### 24. No confusion in stock numbers **Rating:** 5.0/5.0 stars **Reviewed by:** Anshik J. | Lead Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 30, 2025 **What do you like best about Kyvos Semantic Layer?** I can look at stock by product, region, warehouse, or even by week in the same report. It moves from totals to details fast, which makes it easy to spot issues. **What do you dislike about Kyvos Semantic Layer?** It works well for my daily work. I haven’t run into anything big that slows me down, and it gives the answers I need. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Kyvos helps me keep track of inventory at many levels without switching between systems. I can check orders, shipments, and stock balance in one place. This makes planning with suppliers and warehouses very simple for me. ### 25. Clear data for campaign tracking **Rating:** 5.0/5.0 stars **Reviewed by:** Devendra K. | Senior Software Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** September 30, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos helps me check campaign spend and results without waiting on someone from our IT department. Reports are clear, and data stays consistent. **What do you dislike about Kyvos Semantic Layer?** I don’t see major issues. It gives me the data I need, and once I got used to its features, it has been easy to follow. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Earlier reports showed different numbers in different BI tools my team uses, like Power BI and Excel. Now, I get one clear view and can trust what I present to the board, while we still use the same set of tools. ### 26. Reporting is much better now **Rating:** 5.0/5.0 stars **Reviewed by:** Ankit N. | Lead Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** October 28, 2025 **What do you like best about Kyvos Semantic Layer?** It allows us to work with all our financial data in one place and delivers exceptional performance. I can calculate metrics like XIRR and xNPV over millions of financial data almost instantly. **What do you dislike about Kyvos Semantic Layer?** I thought there would be a steep learning curve, but I found Kyvos easy to pick up. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Our financial reporting has become faster and more reliable. Now, our analysts from different regions are able to run reports and do on-the-spot analysis without any delays. ### 27. Kyvos improved forecasting for us **Rating:** 4.5/5.0 stars **Reviewed by:** Sandeep S. | Architect, Enterprise (> 1000 emp.) **Reviewed Date:** October 10, 2025 **What do you like best about Kyvos Semantic Layer?** I no longer have to bring all reports from different CRMs or BI tools. Kyvos gives us a single view of the sales funnel and I am able to dig deep into global performance of individual accounts with ease. **What do you dislike about Kyvos Semantic Layer?** There were some minor tweaks needed in dashboards during the initial rollout, but overall the setup was straightforward. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Forecasting used to be a slow process for our team. Kyvos has made it fast and accurate. Now we have time to focus on planning and execution. ### 28. Kyvos helps us take on-time inventory decisions backed by fast insights **Rating:** 5.0/5.0 stars **Reviewed by:** Anshika R. | Senior Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 17, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos helps me and my team to easily explore supply chain data across warehouses, suppliers and regions. We can now analyze inventory levels, delivery times and order patterns in seconds. **What do you dislike about Kyvos Semantic Layer?** It took a bit of training to get used to how dimensions and hierarchies are modeled, but once I got the hang of it, the workflow became intuitive. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We use to rely on weekly reports to detect bottlenecks. Now, I can see order delays or inventory risks as they happen and alert the team right away. It’s helped us improve fill rates and reduce overstock. ### 29. Less back and forth with data checks **Rating:** 5.0/5.0 stars **Reviewed by:** Kushagra B. | Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 23, 2025 **What do you like best about Kyvos Semantic Layer?** I don’t need to chase IT or other teams when numbers look off. Reports run smoothly, and I get answers myself. **What do you dislike about Kyvos Semantic Layer?** The system works well so far. No serious issues in daily use, and it’s been steady once the setup was done. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Before, I had to send emails to confirm if data was right and then waited for replies from different teams. Now, I just open the report, and the same number shows every time. It saves me hours in small checks and makes me more confident in sharing reports quickly. ### 30. Data visualization was never this simple **Rating:** 5.0/5.0 stars **Reviewed by:** Ankit P. | Module Lead Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 14, 2025 **What do you like best about Kyvos Semantic Layer?** I like the drag-and-drop feature which has made data visualization easy for everyone. We can dive deep into granular data which helps us to analyze data effectively. **What do you dislike about Kyvos Semantic Layer?** Nothing specific comes to mind. It’s meeting all our requirements well. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Enabled business users to create their own dashboards without relying on IT. Made decision-making faster across departments. It gave us a single, consistent view of our data. ### 31. Seamless integration, faster reporting **Rating:** 5.0/5.0 stars **Reviewed by:** Astha J. | Senior Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 13, 2025 **What do you like best about Kyvos Semantic Layer?** The biggest benefit with Kyvos is faster performance. It plugged right into our cloud setup and started working with our BI tools without any hassle. **What do you dislike about Kyvos Semantic Layer?** There’s always room for improvement in any product, but I think Kyvos is already performing really well. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Reporting used to be slow and was limited by data size. Now, we can work with much bigger datasets and get results faster. ### 32. Spotting user trends is easier now **Rating:** 5.0/5.0 stars **Reviewed by:** Sreelakshmi N. | Quality Assurance Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** October 28, 2025 **What do you like best about Kyvos Semantic Layer?** Makes it easy to analyze large volumes of product usage data. I can quickly track how users access different features of our product and identify retention patterns without having to write complex queries. **What do you dislike about Kyvos Semantic Layer?** I am highly satisfied with the product so far. No major problems come to mind. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We were dealing with sluggish queries and increasing cloud expenses. Now, our workloads run faster, and resource consumption is also more predictable and cost-efficient. ### 33. Get all campaign metrics in one place **Rating:** 5.0/5.0 stars **Reviewed by:** Abhishek S. | Director of Engineering, Enterprise (> 1000 emp.) **Reviewed Date:** September 16, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos helps me track marketing metrics across all regions. I can slice campaigns by channel, region and see results instantly. The consistency in numbers across tools like Excel and Power BI is a big plus for us. **What do you dislike about Kyvos Semantic Layer?** So far, everything has worked well for us. The interface is familiar, our teams quickly started using it after deployment. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We used to rely heavily on IT to extract and merge campaign data from different systems. With Kyvos, that’s no longer needed. I can dig into performance on my own and make quick adjustments mid-campaign. ### 34. Connects to all our data sources and handles massive data with ease **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.) **Reviewed Date:** August 04, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos makes it incredibly easy to connect to virtually any data source. I only need to define the business logic once, and it becomes accessible across all teams and tools. This eliminates the need to duplicate logic in different platforms, which not only saves time but also ensures consistency. Additionally, Kyvos delivers exceptional performance — even with massive datasets, we get answers almost instantly. That level of speed and scalability has been a game-changer for our analytics workflows. **What do you dislike about Kyvos Semantic Layer?** While Kyvos works very well, I think it could benefit from more pre-built templates or quick-start configurations for common data scenarios. These would help accelerate setup and reduce the initial learning curve, especially for new users or teams implementing similar data models repeatedly. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Before Kyvos, our data was spread across multiple platforms, and each BI tool required its own data setup. That led to duplicated efforts and inconsistent reporting. Kyvos helped us centralize all our data and deliver a single, consistent semantic layer to all our BI tools. This has significantly reduced development effort, improved data accuracy, and minimized maintenance overhead. We're now spending more time analyzing data and less time managing infrastructure. ### 35. One place to control who sees what **Rating:** 5.0/5.0 stars **Reviewed by:** Prateek J. | Module Lead Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** September 10, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos makes it really simple to decide who can see each piece of data. I don’t worry about people accessing stuff they shouldn’t. With just a few clicks, I set up permissions and know that our rules are followed. **What do you dislike about Kyvos Semantic Layer?** Setting up the rules at first takes some time, especially if the team is big. After that, changing things is quick and easy. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We manage all user access from one place, so no need to repeat work in different tools. Roles and permissions are clear. Audits are easier because permissions and changes are tracked good. ### 36. The best way to get more out of Tableau **Rating:** 5.0/5.0 stars **Reviewed by:** Manish A. | Technical Project Manager, Enterprise (> 1000 emp.) **Reviewed Date:** October 13, 2025 **What do you like best about Kyvos Semantic Layer?** Building dashboards is really easy with Kyvos’ drag-and-drop feature; I can visualize any data without much hassle. Another thing I really value in Kyvos is data security. Its role-based masking makes sure only authorized people see sensitive info. **What do you dislike about Kyvos Semantic Layer?** The UI is clean and intuitive, and query performance is impressive. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** It’s capable of querying billions of records in a matter of seconds without relying on any external platforms. We primarily use Tableau and Kyvos connects with it seamlessly. ### 37. Centralized, governed insights at scale without compromising speed **Rating:** 5.0/5.0 stars **Reviewed by:** Deepak B. | Senior Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** August 04, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos gives us a single, governed layer over all our data, even if it lives in different places. All business teams can access data without risking inconsistencies or duplicated logic. The performance has held strong even as our user base and data size have grown. **What do you dislike about Kyvos Semantic Layer?** Kyvos has done what we needed it to. It’s helped us keep data accessible, secure and unified. We didn’t need to restructure or rip out our existing systems to accommodate Kyvos. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We were juggling multiple tools, duplicate metrics and a heavy reliance on IT for reporting. Now, every team is aligned on the same business definitions and same metrics. This has helped us make faster decisions. ### 38. Kept our stack intact while expanding access across teams and tools **Rating:** 5.0/5.0 stars **Reviewed by:** Kulamani M. | Senior Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** July 17, 2025 **What do you like best about Kyvos Semantic Layer?** I like that we didn’t have to rip and replace anything. Kyvos sits on top of our existing systems and just works. It supports all our BI tools and performance stayed consistent even as more users came on board. **What do you dislike about Kyvos Semantic Layer?** The platform is solid. Only one time I had to connect with their support team at my initial phase and after that I never had any interaction with them for their services related issues. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We needed a way to serve analytics across multiple teams and tools without duplicating logic or moving data around. Kyvos gave us a single model that works across departments. It’s made data governance easier too, since all the calculations and access rules sit in one place. ### 39. Kyvos helps me to dig into user journeys anytime I want **Rating:** 5.0/5.0 stars **Reviewed by:** leena j. | Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 19, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos handles high-cardinality product usage data really well. I can break down user journeys, feature interactions and retention cohorts without writing complex queries or waiting on our data team. **What do you dislike about Kyvos Semantic Layer?** Kyvos offers powerful capabilities for building complex filters and calculated measures, and with a bit of onboarding, even non-technical users can take full advantage of them. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Kyvos has replaced the need for static product reports. Now I can explore product adoption trends on my own and feed those insights directly into roadmap discussions. It’s shortened our feedback loops. ### 40. Smooth deployment, minimal support load **Rating:** 5.0/5.0 stars **Reviewed by:** Ankur S. | Senior Quality Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 23, 2025 **What do you like best about Kyvos Semantic Layer?** Deployment was straightforward, and once it was up, there wasn’t much maintenance needed. It integrates well with our cloud stack and doesn't put load on our source systems during analysis. **What do you dislike about Kyvos Semantic Layer?** The UI favors simplicity over heavy customization, which works well for our needs. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We wanted a tool that can help us make decisions faster and that didn’t need constant hand-holding. Kyvos delivered. It handles growing user traffic without lag and my team doesn’t have to jump in every time someone wants new metrics or dashboards. ### 41. Clean data helps avoid mistakes **Rating:** 5.0/5.0 stars **Reviewed by:** prateek s. | Quality Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 24, 2025 **What do you like best about Kyvos Semantic Layer?** I can drill into risk exposure on billions of rows without delays. Everything comes from the same source, so I don’t worry about small errors adding up. **What do you dislike about Kyvos Semantic Layer?** Kyvos works fine in daily use. Once we got used to how the models are set up, we didn’t really have any problems worth noting. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Kyvos lets me look at full trade and transaction data when checking risk, not just a sample. That means I can spot unusual patterns and run what-if checks without building separate extracts. ### 42. Kyvos makes financial planning faster and more accurate **Rating:** 5.0/5.0 stars **Reviewed by:** Sakshi V. | Senior Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 30, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos consolidates budgets, forecasts and actuals in one place. I can dig deep into data by department, region or period instantly. **What do you dislike about Kyvos Semantic Layer?** Minor tweaks in reporting templates at first, but support helped quickly. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We used to spend days consolidating and reconciling spreadsheets which delayed planning cycles and often introduced errors. Kyvos brought all our financial data into one trusted place, and everyone is working off the same definitions. That has not only reduced errors but also shortened our planning cycles significantly. ### 43. Fast access to product KPIs across the board **Rating:** 5.0/5.0 stars **Reviewed by:** Aayush S. | Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** August 04, 2025 **What do you like best about Kyvos Semantic Layer?** What stands out for me is how Kyvos makes product data accessible without needing to go through multiple teams. I can track adoption metrics, usage trends and performance data across different segments easily. **What do you dislike about Kyvos Semantic Layer?** Kyvos handles our growing data volumes without any issues. Nothing to call out as a drawback at this point. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** We used to spend a lot of time aligning numbers across teams. Kyvos helped unify that view. I now have access to product KPIs that are defined once and reused across reports, so there’s no back-and-forth. I can deep-dive into specific cohorts, compare product performance across regions and even drill down to transactional data when needed. ### 44. No more waiting on IT for reports **Rating:** 5.0/5.0 stars **Reviewed by:** Priya T. | Module Lead QA, Mid-Market (51-1000 emp.) **Reviewed Date:** October 16, 2025 **What do you like best about Kyvos Semantic Layer?** With Kyvos, it’s easy to monitor marketing performance across multiple geographies. I can break down campaigns by channel and location and get immediate insights. **What do you dislike about Kyvos Semantic Layer?** I haven’t encountered any issues so far. The product’s incredibly easy to use, thanks to in-depth documentation. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Previously, whenever we needed to pull and combine campaign data from different systems, IT support was necessary. Now with Kyvos, we can explore campaign metrics independently with more control and speed. ### 45. Fast access to detailed data helps us build better models, faster **Rating:** 5.0/5.0 stars **Reviewed by:** Tirupathi S. | Senior software engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** August 04, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos gives me quick access to detailed, high-volume data without needing to pre-aggregate or trim anything down. I can work with years of history, multiple attributes and even tricky calculations and queries don’t fail or lag. It connects easily with our cloud setup and I can pull data straight into Python or BI tools depending on the use case. **What do you dislike about Kyvos Semantic Layer?** So far, it’s been a good experience. Kyvos has handled complex data and model requirements really well and I haven’t faced any blockers in my day-to-day work. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Kyvos helps me to explore behavior across regions, run experiments using real transactional-level data and feed models with complete feature sets. ### 46. Complex queries run easily on full data **Rating:** 5.0/5.0 stars **Reviewed by:** Naresh M. | Senior Lead Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** October 01, 2025 **What do you like best about Kyvos Semantic Layer?** Even with too many rows, I can use advanced functions like percentile or ranking without slowing down. Kyvos works right inside our existing stack. **What do you dislike about Kyvos Semantic Layer?** I don’t really see downsides in daily use. It performs well, and I don’t face any problems with running queries. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** With other systems, heavy queries often timed out or needed extracts. Kyvos handles these directly on the full dataset, which helps business teams run detailed scenarios without waiting on IT to prepare data slices. ### 47. Speed and clarity for all our analytics needs **Rating:** 5.0/5.0 stars **Reviewed by:** Jaykishan J. | Module Lead Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 06, 2025 **What do you like best about Kyvos Semantic Layer?** With Kyvos, I can easily work with massive datasets. Even when I’m querying billions of rows, the results come back almost instantly **What do you dislike about Kyvos Semantic Layer?** What’s to dislike? It’s quite capable and not to mention incredibly user-friendly. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** I used to deal with painfully slow dashboards and siloed insights. With Kyvos, dashboards load in seconds and my team shares a single source of truth. ### 48. Kyvos helps us to assess risk easily and simplifies risk management **Rating:** 5.0/5.0 stars **Reviewed by:** vikas k. | Senior Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 23, 2025 **What do you like best about Kyvos Semantic Layer?** Kyvos allows my team to run risk assessments and stress tests across multiple datasets quickly. It connects easily with our existing tools and makes these activities faster, so now our regulatory reporting has become a lot smoother because of Kyvos. **What do you dislike about Kyvos Semantic Layer?** Nothing significant, the support team is very responsive and good at troubleshooting issues and solving them for us. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Previously, risk reports required manual data consolidation and validation. Kyvos centralizes all metrics, reduces errors and lets us respond faster to emerging risks. ### 49. I don’t wait for IT teams to get the information I need **Rating:** 4.5/5.0 stars **Reviewed by:** Adit J. | Associate Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** July 21, 2025 **What do you like best about Kyvos Semantic Layer?** I can pull all my finance-related dashboards on Excel and Power BI without any need to ask someone for help. I am now analyzing data by product or region as and when needed. A lot of my work may involve ad hoc reports and Kyvos has been a big help in delivering them on time. **What do you dislike about Kyvos Semantic Layer?** I have been using Kyvos for about one and a half years and so far, it has been running smoothly with no issues. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** A lot of our big reports would fail or dashboards took longer to refresh. This delayed our critical decisions in some cases. Now, I work with whatever data I need and everything loads fine. ### 50. Kyvos keeps operations transparent **Rating:** 5.0/5.0 stars **Reviewed by:** Nistha J. | Senior Manager, Enterprise (> 1000 emp.) **Reviewed Date:** October 10, 2025 **What do you like best about Kyvos Semantic Layer?** I like that I can dig into KPIs across teams, locations and processes. Exploring insights from specific processes or regions helps me quickly identify where action is needed. **What do you dislike about Kyvos Semantic Layer?** No major issues so far. The platform is quite reliable and easy to use. **What problems is Kyvos Semantic Layer solving and how is that benefiting you?** Previously, visibility into operations was not so good. Kyvos gives us latest dashboards that highlight delays and issues right away. Now we can respond faster and keep workflows on track. - [View Kyvos Semantic Layer pricing details and edition comparison](https://www.g2.com/products/kyvos-semantic-layer/reviews?page=2§ion=pricing&secure%5Bexpires_at%5D=2026-07-30+01%3A25%3A04+-0500&secure%5Bsession_id%5D=af18a196-e49d-40b1-918f-9adf87b1b405&secure%5Btoken%5D=b21936380e80e36a44fb3224e9844baab3fc16ac4c870ed0e73c4b09a0c6dca1&format=llm_user) ## Kyvos Semantic Layer Features **Reports** - Reports Interface - Steps to Answer - Graphs and Charts - Score Cards - Dashboards **Data Preparation** - Connectors - Data Governance **Deployment & Integration - Semantic Layer Tools** - Multi-Environment & Multi-Cloud Support - Open API & SDK Integration **Database** - Real-Time Data Collection - Data Distribution - Data Lake **Data Transformation** - Real-Time Analytics - Data Querying **Data Modeling and Blending** - Data Querying - Data Filtering - Data Blending **Data Connectivity & Federation - Semantic Layer Tools** - Cross-Source Query Federation - Dynamic Schema & Metadata Adaptation **Integrations** - Hadoop Integration - Spark Integration **Generative AI** - AI Text Generation - AI Text Summarization **Data Modeling & Metrics - Semantic Layer Tools** - Derived & Calculated Metrics - Time Intelligence Functions **Platform** - Machine Scaling - Data Preparation - Spark Integration **Connectivity** - Hadoop Integration - Spark Integration - Multi-Source Analysis - Data Lake **Agentic AI - Analytics Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Performance Optimization - Semantic Layer Tools** - Query Caching & Acceleration - Adaptive Query Optimization **Self Service ** - Calculated Fields - Data Column Filtering - Data Discovery - Search - Collaboration / Workflow - Automodeling **Processing** - Cloud Processing - Workload Processing **Operations** - Data Visualization - Data Workflow - Governed Discovery - Embedded Analytics - Notebooks **Deployment & Integration - Analytics Platforms** - No-code Dashboard Builder - Report Scheduling and Automation - Embedded Analytics and White-labeling - Data Source Connectivity **Governance - Semantic Layer Tools** - AI Governance & Observability - Metric Lineage for AI Training Data - Version Control & Change Impact Analysis **Advanced Analytics** - Predictive Analytics - Data Visualization - Big Data Services **Performance & Scalability - Analytics Platforms** - Large data handling and Query Speed - Concurrent User Support **Advanced Intelligence - Semantic Layer Tools** - Natural Language Query Interface - Semantic Layer for AI/ML Models - Recommendation Engine **Advanced Analytics & Modeling - Analytics Platforms** - Data Modeling and Governance - Notebook and Script Integration - Built-in Predictive and Statistical Models **Agentic AI Enablement - Semantic Layer Tools** - Agentic Query Orchestration - Contextual Reasoning Layer - Workflow Automation via Semantic Agents **Agentic AI Capabilities - Analytics Platforms** - Auto-generated Insights and Narratives - Natural Language Queries - Proactive KPI Monitoring and Alerts - AI Agents for Analytical Follow-ups **Personalized Intelligence - Analytics Platforms** - Behavioral Learning for Contextual Query Refinement - Role-based Insight Personalization - Conversational and Prompt-based Analytics **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs **Platform** - Mobile User Support - Customization - User, Role, and Access Management - Internationalization - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications ## Top Kyvos Semantic Layer Alternatives - [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) - 4.5/5.0 (1,597 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) - 4.6/5.0 (852 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) - 4.5/5.0 (711 reviews)