--- title: Acceldata Reviews meta_title: 'Acceldata Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 56 reviews by the users' company size, role or industry to find out how Acceldata works for a business like yours. aggregate_rating: rating_value: 4.4 review_count: 56 scale: '5' date_modified: '2026-06-17' parent_category: name: IT Management url: https://www.g2.com/categories/it-management --- # Acceldata Reviews **Vendor:** Acceldata **Category:** [Data Observability Software](https://www.g2.com/categories/data-observability) **Average Rating:** 4.4/5.0 **Total Reviews:** 56 ## About Acceldata Acceldata is a pioneering provider of enterprise solutions in data observability and Agentic Data Management. Its technology enables organizations to monitor, manage, and improve the reliability, quality, and performance of data systems across cloud, hybrid, and on-prem environments. Building on its foundation in data observability, Acceldata developed an Agentic Data Management platform that applies AI agents to autonomously detect, analyze, and resolve issues across the data lifecycle. This approach brings together observability, governance, and optimization into a unified system, allowing data environments to self-monitor, self-heal, and adapt over time. By moving from manual, reactive operations to more intelligent, automated processes, Acceldata supports scalable, efficient, and context-aware data management across the enterprise. Core Features of Acceldata’s Agentic Data Management Platform 1. Autonomous AI Agents: Acceldata deploys over 10 specialized AI agents designed to manage core data functions such as data quality, lineage, profiling, governance, pipeline health, and cost optimization. These agents continuously scan systems, detect issues, reason about their cause, and either take direct action or escalate with human oversight. They collaborate to improve data reliability, reduce downtime, and drive informed decision-making. 2. xLake Reasoning Engine: At the core of the platform is the xLake Reasoning Engine—a high-scale, AI-aware engine built to handle exabytes of data. It executes across hybrid and multi-cloud environments, translating business rules into intelligent data actions. xLake enables context-aware processing and powers the agents’ ability to reason across telemetry, metadata, and historical trends. 3. Contextual Memory and Learning: Agents don’t operate in isolation. They remember past patterns, recall prior actions, and improve over time using contextual memory. This learning ability allows agents to adapt policies, refine thresholds, and prevent repeat incidents, making pipelines and systems progressively smarter and more resilient. 4. Natural Language Interface – The Business Notebook: Acceldata features a conversational interface called the Business Notebook. This AI-powered workspace allows business users and technical teams to interact with data in natural language. It explains agent actions, visualizes lineage, and empowers non-technical users to ask questions, make decisions, and access insights without needing SQL or scripting knowledge. 5. Real-Time Data Observability and Self-Healing: The platform goes beyond traditional monitoring by offering agentic observability. It autonomously scans data systems for anomalies, schema drift, freshness decay, and operational failures. Once detected, agents not only alert but also remediate issues in real time—ensuring continuous data reliability and pipeline health. 6. Policy-Driven Governance and Compliance: Acceldata embeds governance into the fabric of your data workflows. With policy agents, organizations can define and enforce access controls, data protection rules, audit logging, and compliance policies like GDPR, HIPAA, and BCBS 239—all without manual configuration. These policies evolve automatically using machine learning and agent feedback loops. 7. Unified Data Discovery and Classification: The Discovery engine continuously scans across cloud platforms, data lakes, and warehouses to classify, tag, and map data assets. It auto-generates lineage maps, enriches assets with context (e.g., usage, sensitivity), and supports plain-language search. This eliminates the need for separate data catalogs and makes every dataset AI-ready. 8. Agent Studio for Custom Agent Creation: With Agent Studio, organizations can build and deploy their own AI agents tailored to their business needs. Whether it’s a vertical-specific data rule, a proprietary policy, or a unique remediation workflow, Agent Studio offers the flexibility to extend the platform’s capabilities and orchestrate multi-agent workflows. ## Acceldata Pros & Cons **What users like:** - Users find Acceldata to be **easy to use** , enhancing data management efficiency and overall productivity effortlessly. (18 reviews) - Users commend the **prompt and effective customer support** from Acceldata, facilitating smooth operations and quick issue resolution. (15 reviews) - Users value the **efficiency improvement** offered by Acceldata, enabling faster, data-driven decision making with minimal manual effort. (13 reviews) - Users value the **efficiency and quick onboarding** of Acceldata, enabling fast data insights and actionable trends. (13 reviews) - Users commend Acceldata for its **exceptional monitoring capabilities** , enhancing data operations and providing valuable insights effortlessly. (13 reviews) - Users highlight the **automation features** of Acceldata, significantly increasing productivity and enhancing data management efficiency. (12 reviews) - Users find Acceldata to be an **exceptionally useful tool** for enhancing data management and operational efficiency. (12 reviews) - Integrations (11 reviews) - Users commend **Acceldata's innovative data observability platform** , significantly enhancing data monitoring and management capabilities. (10 reviews) - Users value the **easy integrations** of Acceldata, enabling quick adaptation and streamlined data organization. (10 reviews) **What users dislike:** - Users find the **UX lacking intuitiveness** and point out slow response times and inconsistencies in the design. (9 reviews) - Users find the **initial setup complex** and the learning curve steep, affecting their overall experience with Acceldata. (6 reviews) - Users find the **difficult setup** of Acceldata challenging, often struggling with complexity and inadequate documentation. (6 reviews) - Users find the **learning curve steep** , with initial setup complexity and documentation needing improvement. (6 reviews) - Users find the **learning difficulty** in setting up Acceldata to be a challenging and complex process. (6 reviews) - Users find the **poor UI** of Acceldata frustrating, noting inconsistencies and slow response times compromise usability. (6 reviews) - Data Management (4 reviews) - Users find the **difficult learning curve** of Acceldata challenging, especially for non-technical team members. (4 reviews) - Expensive (4 reviews) - Missing Features (4 reviews) ## Acceldata Reviews ### 1. Versatile Data Observability with Brilliant Alerting and Monitoring **Rating:** 4.5/5.0 stars **Reviewed by:** Luciana S. | IT Manager , Health, Wellness and Fitness, Mid-Market (51-1000 emp.) **Reviewed Date:** June 11, 2026 **What do you like best about Acceldata?** Acceldata provides us with versatile data observability measures in all pipelines, the business infrastructure and it maintains data quality We get the actual visibility on our data reliability, cleanliness and health before it gets used for other processes The app has proactive measures that ensures we identify the quality of data to avoid negative impacts to the user Acceldata has brilliant alerting and monitoring capabilities and this maintains operational stability in out firm The software is designed to handle hybrid and cloud databases and this keeps our users updated The program supports our data team with the actual root cause of pipelines inefficiencies We have assurance on analytics and reporting done by the application due to proper data cleansing **What do you dislike about Acceldata?** Deployment of Acceldata is time consuming, with extensive prior planning and this makes some subscribers feel tired Acceldata has advanced features, which calls for specialized training to work with all the features The program demands alert tuning, which requires more advanced experience **What problems is Acceldata solving and how is that benefiting you?** Acceldata is a resourceful program that provides us with reports on data quality, and any defects is identified on time All underperforming, delayed and broken data pipelines are identified before they cause harm to the company Acceldata is automated, reducing the extra time that could be used to conduct data monitoring The software gives us brilliant visibility, more so when handling complex data and this brings reliable results Acceldata has prevented us from inaccurate reporting and this avoids intrinsically misleading information We get the root cause analysis of any data problems, more so incidents that may arise We obtain reliable business intelligence from this software and this gives us dependable analytical output The program is focused on lowering the possibility of operational disruption and downtime, more so on roles that entails data use ### 2. Enterprise Data Reliability and Observability Platform with Strong Customization **Rating:** 5.0/5.0 stars **Reviewed by:** Jayakumar S. | Principal, Enterprise Data & AI, Enterprise (> 1000 emp.) **Reviewed Date:** December 19, 2025 **What do you like best about Acceldata?** Acceldata offers a unified platform for data reliability and pipeline observability, which reduces tool sprawl and enables teams to manage data health effectively at an enterprise scale. The platform integrates well with modern data ecosystems, making it easier to onboard key pipelines and systems without excessive operational overhead. From an implementation standpoint, the flexibility of the platform allows it to be adapted to organization-specific architectures and operational requirements, rather than enforcing rigid patterns. Once onboarded, Acceldata becomes part of the day-to-day operational workflow, with teams frequently relying on it for monitoring, triaging, and understanding data issues. Additionally, the product and engineering teams are highly engaged and collaborative, often extending or customizing capabilities to address specific enterprise needs—an important differentiator for complex environments where out-of-the-box solutions alone are not sufficient. **What do you dislike about Acceldata?** The team has been very cooperative and responsive. As the platform continues to evolve quickly, there is an opportunity to better align the speed of new capability development with how rapidly those capabilities are packaged, documented, and transitioned to end users. Given the platform’s flexibility, expanding AI-enabled features to further automate insights and recommendations would also help customers take even greater advantage of the solution. **What problems is Acceldata solving and how is that benefiting you?** We already had a strong foundation in data reliability and data quality, and Acceldata has helped us standardize and scale those capabilities across teams. More recently, as we entered the pipeline observability space, Acceldata provided a natural extension to our existing reliability framework, allowing us to gain end-to-end visibility into pipeline health and performance. With our initial pipeline observability implementation recently going live, we are already seeing positive results in terms of improved visibility, faster issue detection, and clearer operational insights. Together, these capabilities are helping us move toward a more proactive, predictable data operations model while strengthening collaboration across engineering, platform, and support teams. ### 3. Best-in-Class Pipeline and Data Observability with Easy Alerts and Policies **Rating:** 4.5/5.0 stars **Reviewed by:** Dhanush R. | Senior Technical Customer Success Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** March 31, 2026 **What do you like best about Acceldata?** Pipeline observability is the best part of it, it was easy to manage pipeline and have alerts and policies set at each stage of the pipeline, which is crucial for the enterprise customers **What do you dislike about Acceldata?** The only thing was off was the UI, but now they did revamp it **What problems is Acceldata solving and how is that benefiting you?** Acceldata was helping forture 500 companies, where data was most impactful, Acceldata helps them to validate the data and apply policies ### 4. Comprehensive Observability for Modern Data Teams! **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.) **Reviewed Date:** December 17, 2025 **What do you like best about Acceldata?** Acceldata provides native and seamless integrations with leading platforms such as Snowflake and Databricks. It addresses the essential aspects of observability, including Data Quality, Pipeline Health, Infrastructure Observability, and Cost Optimization. Additionally, Acceldata takes a partnership-driven approach and offers round-the-clock support. **What do you dislike about Acceldata?** While the platform offers impressive power, the extensive range of features can result in a steep learning curve for non-technical stakeholders, so ease of use often depends on the user's background. There is also potential to further improve the reporting tools and to keep refining the user interface for a smoother experience. On the positive side, the support team is highly responsive to feedback, and we've noticed several UI enhancements in the most recent quarterly updates. **What problems is Acceldata solving and how is that benefiting you?** Acceldata addresses the challenge of monitoring data quality across our most important assets and critical pipelines. With its real-time anomaly detection and automated alerts, we are able to identify schema drift before it affects our business stakeholders. As a result, our overall trust in the data has grown significantly. ### 5. Acceldata for Data Observability—Solid Experience **Rating:** 3.5/5.0 stars **Reviewed by:** Upendra Y. | Quality Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** June 06, 2026 **What do you like best about Acceldata?** Acceldata is used for data observability **What do you dislike about Acceldata?** The platform has a learning curve for a new user **What problems is Acceldata solving and how is that benefiting you?** It monitor data quality and pipeline performance ### 6. Exceptional Support and Seamless Operation with Acceldata **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Retail | Enterprise (> 1000 emp.) **Reviewed Date:** December 04, 2025 **What do you like best about Acceldata?** I really appreciate the managed support provided by Acceldata; it significantly simplifies our day-to-day activities. Their support is exceptional, resolving our main issues effectively and promptly, which ensures a smooth operation of our migrations. I value their prompt response, professional approach, and effective issue resolution capabilities. Using the 'Pulse' tool from Acceldata is particularly beneficial, as it allows us to monitor our clusters and receive server-level metrics, along with cluster-based alerts. This tool enhances our capability to manage and oversee our operations efficiently. Additionally, the initial setup is hassle-free and straightforward without any critical complications. I find the entire experience with Acceldata valuable and look forward to a continued successful partnership. **What do you dislike about Acceldata?** There is nothing to hate about Acceldata. **What problems is Acceldata solving and how is that benefiting you?** Yes, its solving main core issues , I find Acceldata simplifies our daily operations with excellent support, resolving main issues promptly. The Pulse tool aids in monitoring clusters and server-level metrics, enhancing operational efficiency. ### 7. Outstanding Support and Fast Issue Resolution **Rating:** 5.0/5.0 stars **Reviewed by:** Kiran M. | Implementation Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** December 08, 2025 **What do you like best about Acceldata?** Good support, Great resolutions on issues, good response to tickets and always supportive round the clock. **What do you dislike about Acceldata?** Required little improvement in documentation part. **What problems is Acceldata solving and how is that benefiting you?** 1) Pipeline Failures & Unknown Data Gaps inProbe Data. 2)HDFS Space Spikes & Unexpected Disk Fills on DataNodes 3)Job Failures in Oozie 4) Lack of Central 360° View of the Cluster - Helped with Pulse ### 8. Needs Stability and Better Dashboard, but Strong Data Observability **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** December 17, 2025 **What do you like best about Acceldata?** The data observability module in Acceldata offers valuable insights into platform usage. The ability to create custom user-defined functions enables us to implement our own logic as needed. Additionally, the pipeline observability component keeps us informed about the current status of our pipelines. The integration with the Atlan platform provide DQ metric information on the catalog metadata. **What do you dislike about Acceldata?** The lack of version control for updates causes recurring instability, while limited dashboarding and reconciliation features hinder data oversight. Furthermore, restrictive data violation export limits and the manual effort required to sync rules across environments create significant workflow bottlenecks. **What problems is Acceldata solving and how is that benefiting you?** Acceldata is helping us create DQ rules on our Analytics Data Product. Its also helping us monitor the DBT pipelines. ### 9. Empowering Data Trust and Reliability with Acceldata **Rating:** 4.5/5.0 stars **Reviewed by:** Paulina P. | Global Payroll Implementation Specialist, Enterprise (> 1000 emp.) **Reviewed Date:** November 06, 2025 **What do you like best about Acceldata?** I like that Acceldata helps companies really understand and trust their data. The idea of making data more reliable and easier to manage is something I find very meaningful. **What do you dislike about Acceldata?** I don’t have any strong dislikes, but I know every fast-growing company has challenges around keeping up with scale and change. I see that more as an opportunity than a negative. **What problems is Acceldata solving and how is that benefiting you?** We used to spend a lot of time figuring out why data jobs failed or were slow. Acceldata makes it easier to spot those issues early and keep our data running smoothly. ### 10. Great Features and Tools, But Usability Needs Improvement **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Retail | Enterprise (> 1000 emp.) **Reviewed Date:** December 04, 2025 **What do you like best about Acceldata?** I appreciate the ODP and Pluse from Acceldata, as well as the wide range of features they offer. **What do you dislike about Acceldata?** Although it offers features that meet current requirements, I find it difficult to use and integrate. Additionally, the Ambari UI contains some bugs. **What problems is Acceldata solving and how is that benefiting you?** Acceldata supports working with advanced tech stack that is currently in demand in the market. Additionally, Pulse offers useful information about the platform and provides recommendations based on that data. ### 11. Solving big problems of your big data. **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Telecommunications | Enterprise (> 1000 emp.) **Reviewed Date:** April 04, 2023 **What do you like best about Acceldata?** Security & reliability has been enhanced overtime **What do you dislike about Acceldata?** Still few things can be improved in the fist time setup, also the documentation can also be improved **What problems is Acceldata solving and how is that benefiting you?** 1. Benefitted a lot in Automating pipelines 2. Overall peace of mind while using the product because of robust security features ### 12. Outstanding Experience with This Software **Rating:** 4.0/5.0 stars **Reviewed by:** KalyanKarthik K. | Project Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** December 10, 2025 **What do you like best about Acceldata?** I appreciate this product for its data observability features and real-time monitoring capabilities. **What do you dislike about Acceldata?** The documentation could be improved, as it is sometimes lacking in detail. **What problems is Acceldata solving and how is that benefiting you?** It addresses job slowness problems, as well as issues related to the platform, ODP, and the Pulse portal. ### 13. Acceldata Is Very User-Friendly **Rating:** 5.0/5.0 stars **Reviewed by:** Debaleena B. | Technical Architect, Enterprise (> 1000 emp.) **Reviewed Date:** January 20, 2026 **What do you like best about Acceldata?** Acceldata has been very much user friendly **What do you dislike about Acceldata?** Need more refinement in data quality aspect **What problems is Acceldata solving and how is that benefiting you?** Data observability ### 14. Real-Time Data Visibility and Reliable Monitoring **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.) **Reviewed Date:** November 05, 2025 **What do you like best about Acceldata?** The best thing about Acceldata is its ability to provide real time, end to end visibility at automated monitoring across complex data pipelines, enabling teams to quickly detect anomalies and ensure reliable, high quality data for decision making **What do you dislike about Acceldata?** Could be more intuitive but these areas are steadily improving with frequent updates **What problems is Acceldata solving and how is that benefiting you?** Acceldata solves the problem of unreliable and hard to monitor data pipelines by providing unified real time observability. Its benefitting me by reducing data downtime leading to higher productivity ### 15. Acceldata Enhancess Data Management and Monitoring **Rating:** 5.0/5.0 stars **Reviewed by:** sivareddy A. | APPLICATION/SW DEVELOPMENT/SUPPORT, Enterprise (> 1000 emp.) **Reviewed Date:** August 30, 2024 **What do you like best about Acceldata?** I have gained extensive experience working with HDP, CDP, and ODP. In my rigorous evaluation, I have found that ODP, despite being a recent entrant into the market, possesses the capability to effectively compete with CDP, primarily due to its exceptional stability. The installation and upgrade processes are remarkably straightforward, enhancing the overall user-friendliness of the platform. The seamless integration of the monitoring tool Pulse with ODP provides comprehensive statistics of components and alerts, which I find to be remarkably impressive. Furthermore, the dedicated expertise and prompt support from the ODP team are notable strengths that I highly value. It is worth highlighting that we recently completed an upgrade of our operating system from RHEL 7 to RHEL 8 with minimal downtime and encountered no issues, thus demonstrating the robustness of ODP. **What do you dislike about Acceldata?** They have to improve support documentation. **What problems is Acceldata solving and how is that benefiting you?** we recently completed an upgrade of our operating system from RHEL 7 to RHEL 8 with minimal downtime and encountered no issues, thus demonstrating the robustness of ODP. ### 16. One Thing which comes first is Acceldata - an alternative to Cloudera. **Rating:** 4.5/5.0 stars **Reviewed by:** HImanshu J. | Manager, Big Data Platform, Mid-Market (51-1000 emp.) **Reviewed Date:** August 21, 2024 **What do you like best about Acceldata?** 1) The Customer Support provided by Acceldata has been exceptional. Their team is always responsive and helpful whenever we encounter any issues or have questions. 2) This level of support has definitely made our experience with the product much smoother. 3) In terms of Ease of Integration, I have found that the Acceldata Product Pulse is very user-friendly and integrates seamlessly with our existing systems. 4) The setup process was straightforward, and we were able to start using the product without any major hiccups. **What do you dislike about Acceldata?** Nothing as such but we're really looking forward to getting our hands on ODP and seeing how it can benefit our team. **What problems is Acceldata solving and how is that benefiting you?** 1) Acceldata platform Pulse and ADOC that we have been using for Snowflake governance, Hadoop Platform and big data workflows. Overall, our experience with the platform has been positive. 2) The features and functionality have been meeting our needs effectively, and we have seen improvements in our data workflows and job management since implementing Acceldata. The user interface is user-friendly and easy to navigate, which has helped streamline our processes. ### 17. Rapid Onboarding and KPI indicators **Rating:** 4.5/5.0 stars **Reviewed by:** Mark H. | Manager Data Warhouse Operations, Enterprise (> 1000 emp.) **Reviewed Date:** August 23, 2024 **What do you like best about Acceldata?** Onboarding our data into Acceldata was very quick and simple. WIthin 24 hours all production data was loaded and trends were easily established. We were able to take immediate actions on inidcators and flags that we were unaware of and identify global trends that fueled strategy enhancements for our compute models. **What do you dislike about Acceldata?** Unfortunately there were several out of the box alerts and features that did not function as expected or did not tie out as expected. However Customer Support was able to quickly work on providing fixes and enhancements to address these. **What problems is Acceldata solving and how is that benefiting you?** Acceldata is a single UI where we are able to take a glace as the efficiency and cost of our cloud database platform to understand current health and status. Additionally we are able to be alerted when a user hits an Acceldata impelemented guardrail so we can investigate and maintain a COE and standard for platform use. ### 18. Acceldata's Review **Rating:** 5.0/5.0 stars **Reviewed by:** Saksham G. | Digital Marketing Executive | Paid Ads Specialist, Small-Business (50 or fewer emp.) **Reviewed Date:** March 29, 2025 **What do you like best about Acceldata?** Acceldata is a great platform for data management and monitoring. It's ODP product is a better alternative to HDP. The integration is very easy and the customer support is awesome. **What do you dislike about Acceldata?** There is nothing much to dislike about Acceldata. However, the UI/UX can be improved to enhance user experience. **What problems is Acceldata solving and how is that benefiting you?** Acceldata helps us in effective data management and consolidation. It's ODP product is great and easy to use. Our data organization has become very easy due to Acceldata's various integrations. ### 19. Data Observability with Acceldata **Rating:** 5.0/5.0 stars **Reviewed by:** Timothy C. | Senior Expert of Data Governance, Enterprise (> 1000 emp.) **Reviewed Date:** August 16, 2024 **What do you like best about Acceldata?** Acceldata has openned quite a few doors for us at Nestle. We have started with the Data Reliability features of the product and moved into the Cloud/Cost Optimization aspects. The Data Reliability aspects have been able to satisfy all of our traditional Data Quality requirements so far, with the additional benefit of measuring as data moves between multiple environments. We are starting to already see gains from the optimization engine in the short time that we have been using it. Through our whole adoption period, the Acceldata team has been by our side helping us with all of our needs. We could not have asked for a better partner. **What do you dislike about Acceldata?** Acceldata does seem to have a Data Engineer in mind when they were designing their UI and not a non-technical Data Steward type of person. With that, you do have to train the user a bit more (especially if they are not technically focused) but it has not been anything we haven't been able to overcome. **What problems is Acceldata solving and how is that benefiting you?** First and foremost, Acceldata is providing us end-to-end data monitoring for our data quality along with introducing the concept of data reliabilty into the mix. Having visibility, and being able to prove, that data meets our high quality standards but is also timely and complete through all the hops between environments in a multi-cloud environment is essential. We are also able to consolidate from several tools looking at data quality, data pipeline performance, and monitoring into one area. The platform monitoring adds an additional level to the tool that just helps in so many ways. We can drive quality and reliability, but then also find cost optimization at the same time... within the same tool. ### 20. Great **Rating:** 4.5/5.0 stars **Reviewed by:** Jonathan R. | Desarrollador .Net , Mid-Market (51-1000 emp.) **Reviewed Date:** March 31, 2025 **What do you like best about Acceldata?** It's a tool very helpful day by day at work, generally it is a tool that will continue to evolve. **What do you dislike about Acceldata?** There are clearly areas for improvement that will be worked on, and much more is expected later on. **What problems is Acceldata solving and how is that benefiting you?** analysis ### 21. Enhancing Stability and Cost Efficiency with Acceldata’s Innovative Solutions **Rating:** 4.5/5.0 stars **Reviewed by:** Prashanth S. | Director, Platform Engineering and Data Operations, Enterprise (> 1000 emp.) **Reviewed Date:** August 26, 2024 **What do you like best about Acceldata?** Acceldata has been instrumental in enhancing our data platform management capabilities. Their solutions not only ensure platform stability with the insights they provide but also drive significant cost savings. Their innovative offerings provide a comprehensive solution to monitor, manage, and optimize our entire data infrastructure. We have successfully utilized their products, such as Pulse and now ADOC, which have been particularly critical for our operations teams. We look forward to continuing our partnership with Acceldata and exploring their future data product offerings. **What do you dislike about Acceldata?** May be more support engineers working in Asia time zone **What problems is Acceldata solving and how is that benefiting you?** Acceldata has been instrumental in enhancing our data platform management capabilities. Their solutions not only ensure platform stability but also drive significant cost savings. Their innovative offerings provide a comprehensive solution to monitor, manage, and optimize our entire data infrastructure. We have successfully utilized their products, such as Pulse and now ADOC, which have been particularly critical for our operations teams. We look forward to continuing our partnership with Acceldata and exploring their future data product offerings. ### 22. Platform Observability **Rating:** 5.0/5.0 stars **Reviewed by:** Arunkumar S. | Client Engagement Partner, T-Mobile USA Inc.., , Enterprise (> 1000 emp.) **Reviewed Date:** August 21, 2024 **What do you like best about Acceldata?** Acceldata - Pulse : A product meant for multi-dimensional platform observability is an unique offering to govern the vast on-prem landscape (which is still in high demand for several cyber security & cost aspects) for one of our large telco customers. POV till implementation and demonstrate value in just few weeks. It's a great tool to leverage on day to day basis to enable zero touch operations, monitor data usage and performance tuning. Equally, their customer success team is as good as their product to stay nimble and jump into action as needed. Great product and team to work with! **What do you dislike about Acceldata?** New feature roll out and Roadmap takes slightly longer time to get to real production use (Likes of self-healing and auto-ticketing using Pulse). **What problems is Acceldata solving and how is that benefiting you?** Pulse : A product meant for multi-dimensional platform observability is an unique offering to govern the vast on-prem landscape (which is still in high demand for several cyber security & cost aspects) for one of our large telco customers. POV till implementation and demonstrate value in just few weeks. It's a great tool to leverage on day to day basis to enable zero touch operations, monitor data usage and performance tuning. ### 23. Terrific for Data Consolidation & Management **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Manufacturing | Small-Business (50 or fewer emp.) **Reviewed Date:** March 31, 2025 **What do you like best about Acceldata?** The level of integration in Acceldata is vast and broad reaching. **What do you dislike about Acceldata?** It can be difficult at times to create a system from the ground up. **What problems is Acceldata solving and how is that benefiting you?** Acceldata brings all the data necessary for me front and center. Having all the data in one place makes it easier to observe and analyze trends. ### 24. Acceldata Review **Rating:** 4.0/5.0 stars **Reviewed by:** saisharan c. | Technical Architect, Enterprise (> 1000 emp.) **Reviewed Date:** August 19, 2024 **What do you like best about Acceldata?** Acceldata is a game-changer for their data operations, enabling their team to confidently make data-driven decisions while minimizing manual effort. With its powerful features and dependable performance, Acceldata is an essential addition to any enterprise tech stack seeking to enhance data observability and boost operational efficienc **What do you dislike about Acceldata?** There’s a need to improve the process for upgrading product versions and expand the Data Quality features, particularly with capabilities like Data Correction. **What problems is Acceldata solving and how is that benefiting you?** Data reconciliation policies, resource compute management, and performance recommendations for data sources. ### 25. Acceldata Product Review and Usage Score **Rating:** 4.5/5.0 stars **Reviewed by:** Hrutwi K. | Enterprise (> 1000 emp.) **Reviewed Date:** March 28, 2024 **What do you like best about Acceldata?** Acceldata provides a ready to use data monitoring solution for Snowflake which doesn't require much setup to get started with. It also provides a wide range of metrics . It provides valuable visual insights of Snowflake's usage and trends, eliminating the requirement for in house development. The support team at Acceldata is very responsive and adresses issues quickle. **What do you dislike about Acceldata?** Interpreting some visuals and charts can be a bit difficult due to their complex model. It becomes much complicated if you wanted to add a custom monitor beyond the ones they have already provided. There are still some inconsistencies between what you see in Acceldata and what's shown in Snowflake. The GUI is still lacking smoothness and efficiency but the customer success team at Acceldata has been really supportive and helping us out in every way they can **What problems is Acceldata solving and how is that benefiting you?** Acceldata provides a logical graphical depiction of usage patterns with detailed insights about qyuery issues and warehouse utilization. This is helping us keep an eye out for unusual queries or users that are using the wrong warehouses that lead to increased credit usage/cost. The alerting feature in Acceldata helps monitor queries in real time and is useful when collaborating with end users. ### 26. Acceldata Experience **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Consumer Goods | Enterprise (> 1000 emp.) **Reviewed Date:** August 20, 2024 **What do you like best about Acceldata?** Acceldata provides a strong technology stack with highly efficient compute for complex scenarios. It provides a good offering of out of the box integrations and more coming soon. Their customer support is quick to address any questions and the representatives are always quite knowledgable in the area. **What do you dislike about Acceldata?** While Acceldata's underlying technical data processing and analysis is great, there is some room for improvement on the reporting components. I am looking forward to some new features in this area. **What problems is Acceldata solving and how is that benefiting you?** Acceldata helps us identify issues with data quality and freshness. We have implemented our solutions on priority datasets so we can quickly address issues as well as improve our overal data reliability for end-users. ### 27. Diverse tool for monitoring Snowflake environments **Rating:** 4.5/5.0 stars **Reviewed by:** Michael M. | Enterprise (> 1000 emp.) **Reviewed Date:** March 19, 2024 **What do you like best about Acceldata?** Acceldata provides an "out of the box" environment monitoring solution for Snowflake with very little setup time and a varied selection of metrics that are monitored. Provided graphical representation of numerous aspects of Snowflake usage and trends without having to develop the insights internally. Support has been very responsive to issues and has provided fixes more quickly than most other package vendors I've dealt with. **What do you dislike about Acceldata?** Some of the charts and data can be hard to understand as to what they are displaying. Outside of provided monitors, it seems very complex to add a "custom" monitor. No "role based" access to allow filtering of different views based on who is logging in. Still seems to be a "work in progress" with some discrepancies between our Snowflake environment numbers and the reported Acceldata numbers. Encountered several display issues, but most have been resolved. **What problems is Acceldata solving and how is that benefiting you?** Acceldata provides easy visual representation of usage trends along with in-depth visibility to issues with long running queries and warehouse usage. This allows us to monitor for rogue queries or users/applications that are utilizing incorrect warehouses, which in turn increases costs. Also provides alerting when thresholds are met and real-time monitoring of queries if needed when working with end users. ### 28. Data Reliability Review **Rating:** 5.0/5.0 stars **Reviewed by:** Chidambararajan M. | IT Consultant, Enterprise (> 1000 emp.) **Reviewed Date:** August 23, 2024 **What do you like best about Acceldata?** Acceldata is good tool for the Data Observability and the configurations are very helpful Acceldata can be in any enterprise tech stack looking to improve their data observability and operational efficiency. **What do you dislike about Acceldata?** As we are using this tool for the first time , We dont see any dislike as of now. **What problems is Acceldata solving and how is that benefiting you?** Acceldata is giving the better quality checks for the data sources and the maintenance of the environment is good. ### 29. Great platform for data consolidation and management **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Farming | Small-Business (50 or fewer emp.) **Reviewed Date:** March 19, 2025 **What do you like best about Acceldata?** Acceldata has a plethora of integrations that makes data organization easy **What do you dislike about Acceldata?** Sometimes it's difficult to create a system from scratch **What problems is Acceldata solving and how is that benefiting you?** Acceldata brings all necessary data into one place making it easier to analyze and identify trends ### 30. Review - Ocean **Rating:** 2.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.) **Reviewed Date:** April 08, 2025 **What do you like best about Acceldata?** The data is decent and comprehensive enough **What do you dislike about Acceldata?** The inconsistencies and lacking in GUI elements **What problems is Acceldata solving and how is that benefiting you?** data reliability and observability for me ### 31. Using Pulse for Kafka Monitoring **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Marketing and Advertising | Enterprise (> 1000 emp.) **Reviewed Date:** August 23, 2024 **What do you like best about Acceldata?** 1. High visibility of cluster level configs. 2. Alerts for all the micro-services 3. Kafka monitoring for brokers and topics 4. we are using the ADOC for monitoring the recomondations on snowflake 5. Also able to check the old tales by using ADOC **What do you dislike about Acceldata?** Nothing as of now, need new featurs from Pulse and ADOC. **What problems is Acceldata solving and how is that benefiting you?** 1. Snowflake environment monitoring using ADOC. 2. Using Pulse for monitoring kafka clusters. 3. Ease of monitoring of HDFS service 4. Can create custom dashboards for hdfs small files, which helps in reduction in high block count. ### 32. Data observability tool **Rating:** 4.5/5.0 stars **Reviewed by:** Aman c. | Data quality Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** August 23, 2024 **What do you like best about Acceldata?** user experience is good and its services are also far very good **What do you dislike about Acceldata?** Nothing for now as I do not see any drawback in the tool **What problems is Acceldata solving and how is that benefiting you?** Acceldata is reducing more of the humana effort that the sustain team was putting where we can have the notifications if the DQ jobs and recon jobs fail ### 33. Transformative Data Observability with Exceptional Support **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.) **Reviewed Date:** August 23, 2024 **What do you like best about Acceldata?** Working with Acceldata has been a game-changer for our data operations. As a client, we have been thoroughly impressed by their innovative data observability platform, which has significantly enhanced our ability to monitor, manage, and optimize our data infrastructure. The insights and tools provided by Acceldata have allowed us to proactively address potential issues, improve data reliability, and ultimately make more informed business decisions. **What do you dislike about Acceldata?** Faced one time on the K8s version incompatibility issue, but finally they rectified the issue with their product **What problems is Acceldata solving and how is that benefiting you?** Acceldata's solutions have not only improved our data performance but have also provided us with the confidence to scale our operations with ease. I highly recommend Acceldata to any organization looking for a robust and reliable data observability platform backed by a dedicated team of experts. ### 34. Efficient data observability tool - Acceldata **Rating:** 5.0/5.0 stars **Reviewed by:** ANKIT B. | Senior Technical Lead, Enterprise (> 1000 emp.) **Reviewed Date:** August 21, 2024 **What do you like best about Acceldata?** We have been using Acceldata to cater needs for efficiently handling data quality issues. Acceldata makes data exploration really easy. It is easy to use tool and has good performance. It can be integrated with differnent ecosystems easily and implementaion is also simple. **What do you dislike about Acceldata?** For Data quality issues would like Acceldata to have transformations in place to correct the data as well. **What problems is Acceldata solving and how is that benefiting you?** We are using power of Acceldata for our data quality issues. Its integration is simple and we are able to identify various data quality issues quite easily. ### 35. Enhancing Data Reliability and Performance **Rating:** 5.0/5.0 stars **Reviewed by:** Jayanth Reddy G. | Senior Devops Enginner, Enterprise (> 1000 emp.) **Reviewed Date:** August 21, 2024 **What do you like best about Acceldata?** The platform offers comprehensive data observability, which helps in monitoring, managing, and optimizing data pipelines effectively. This combination of usability, seamless integration, and robust features makes Acceldata a powerful tool for enhancing data reliability and performance. **What do you dislike about Acceldata?** Complecity for beginners and Customizations for individual use case. **What problems is Acceldata solving and how is that benefiting you?** Data Qualtiy ### 36. Hadoop Administration - Pulse **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Marketing and Advertising | Mid-Market (51-1000 emp.) **Reviewed Date:** August 23, 2024 **What do you like best about Acceldata?** - Team is always available on the go for tackling any sort of issue. - From the Pulse Product is has become very easy to navigte the hdfs and find minute details where the problem lies. - Very Easy to monitor all the jobs and services with the help of custom Alerting. **What do you dislike about Acceldata?** Need some improvement in the Pulse wrt to UI slowness. **What problems is Acceldata solving and how is that benefiting you?** Any technical issue we come accross with respect to HDFS or job processing is being tackled in a swift way. ### 37. DQ and Data Reconciliation with operational efficiency **Rating:** 4.0/5.0 stars **Reviewed by:** DHANASHREE L. | Data Governance and Data Observability Architect @ Leading F&B , Enterprise (> 1000 emp.) **Reviewed Date:** August 16, 2024 **What do you like best about Acceldata?** Acceldata has proven to be an invaluable asset for one of customer's data operations. It empowers the team to make data-driven decisions with confidence and reducing the manual efforts while doing this. thanks to its robust features and reliable performance. Acceldata can be tool in any enterprise tech stack looking to improve their data observability and operational efficiency. **What do you dislike about Acceldata?** Need to improve on Control plane from ease of creation and usability of operational goverance. **What problems is Acceldata solving and how is that benefiting you?** Operational governance and integration with customer's data governance process. ### 38. ODP migration from HDP **Rating:** 4.5/5.0 stars **Reviewed by:** Nataraj S. | Principal Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** August 30, 2024 **What do you like best about Acceldata?** AccelData ODP product is a good alternative to HDP. The open source aspect of this product helps in getting new features integrated quickly **What do you dislike about Acceldata?** Trouble shooting takes more time, as the company matures, hope the turnaround speed can be improved **What problems is Acceldata solving and how is that benefiting you?** AccelData helps in processing huge amounts of data ( ~100Tb per day ). This helps us to get to do a deep dive into the data and provide analytical information to our users ### 39. Review of Acceldata and AT&T TADA team **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Telecommunications | Enterprise (> 1000 emp.) **Reviewed Date:** August 28, 2024 **What do you like best about Acceldata?** Good experience and relatively fast responses. Always professional and polite to work with. **What do you dislike about Acceldata?** I can be confusing to set up time outside of recuring meeting with rep. **What problems is Acceldata solving and how is that benefiting you?** Acceldata is helping us with Big Data processing that is not for statistical analyis. We use ODP in a unique way as our back-end auditing maching. ### 40. Accel Data **Rating:** 3.5/5.0 stars **Reviewed by:** Venkata Chaitanya E. | Director, Enterprise (> 1000 emp.) **Reviewed Date:** August 23, 2024 **What do you like best about Acceldata?** Software and Support is very good for ODP (Apache Hadoop) **What do you dislike about Acceldata?** Time taking to respond and support for any issues needs improvement **What problems is Acceldata solving and how is that benefiting you?** We recently started moving to Apache Hadoop and outside world no one providing Apache Hadoop with Ambari for less price, we got that from Accel. ### 41. Timely Support, Commitment and Assurance **Rating:** 5.0/5.0 stars **Reviewed by:** Thirumurugan K. | General Manager, Enterprise (> 1000 emp.) **Reviewed Date:** August 20, 2024 **What do you like best about Acceldata?** We are getting timely support for all the tickets **What do you dislike about Acceldata?** We are not seeing any specific issues with the Acceldata related to their services and suport. **What problems is Acceldata solving and how is that benefiting you?** 1. Providing solutions on the implementations [Installation & Configurations] 2. Resolution to the production platform issues 3. Providing Updated ODP platform ### 42. It has been a good experience **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Marketing and Advertising | Mid-Market (51-1000 emp.) **Reviewed Date:** August 20, 2024 **What do you like best about Acceldata?** The Puls etool is very useful and the support eam is very helpful. **What do you dislike about Acceldata?** Sometimes a single issue requires different peoples from support that makes the process slow . The Pulse upgrade process was painful. **What problems is Acceldata solving and how is that benefiting you?** It is helpful to trobleshooting and for identify points of improvement ### 43. Having nice experience **Rating:** 3.5/5.0 stars **Reviewed by:** Akshat K. | Senior Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** December 21, 2023 **What do you like best about Acceldata?** The best thinga about accel data is it's implementation , more data quality, and quick response sometimes from customer suppoort for data incidents by integrating and numbers of using in our product . We use it frequently in our project t monitor the cost and manage **What do you dislike about Acceldata?** Least helpful thing is it's complex data visualisation and an some glitch happens which led them to showimg incorrect visualisation . **What problems is Acceldata solving and how is that benefiting you?** Acceldata helps in montioring the data in efiicient way and it's improved and renowned data quality , it is helping in our optimizing the databricks cluster monitoring and database long runnning queries which is helping us in cost optimisation for our clusters ### 44. Review of Acceldata **Rating:** 4.0/5.0 stars **Reviewed by:** Debaleena B. | Technical Architect, Small-Business (50 or fewer emp.) **Reviewed Date:** August 18, 2024 **What do you like best about Acceldata?** The team is very collaborative and helpful **What do you dislike about Acceldata?** The GUI needs improvement and more enhancements **What problems is Acceldata solving and how is that benefiting you?** Enhancing the tool as per our requirements ### 45. Acceldata Tool Review for Data Observability and Data Quality perspective **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Food & Beverages | Mid-Market (51-1000 emp.) **Reviewed Date:** August 19, 2024 **What do you like best about Acceldata?** User Friendly , ease of use , in-build DQ Rules , Navigatoins **What do you dislike about Acceldata?** Reports and UI feature needs to enhanced as well as response time is slow **What problems is Acceldata solving and how is that benefiting you?** The Tool is able to provide end-end Reconciliation feature as well Data Quality feature ### 46. Maximize Efficiency with Acceldata **Rating:** 4.0/5.0 stars **Reviewed by:** Harshit A. | Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** March 24, 2023 **What do you like best about Acceldata?** I can confidently say that it has made a significant difference in how I manage my data. The platform's user-friendly interface, real-time monitoring, and automation of repetitive tasks have been invaluable in increasing my productivity. The flexibility of the platform and its robust security features have also given me peace of mind when it comes to managing my data. Overall, I'm extremely satisfied with Acceldata as a data management tool and would highly recommend it to others. **What do you dislike about Acceldata?** I have found the initial setup to be somewhat complex and the learning curve to be steep. **What problems is Acceldata solving and how is that benefiting you?** I have solved many of my data management problems by automating tasks, providing real-time monitoring, and streamlining workflows. This has saved me time, increased my productivity, and provided peace of mind with strong security features. Overall, Acceldata has greatly benefited me in my work. ### 47. Acceldata at a glance **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.) **Reviewed Date:** April 18, 2023 **What do you like best about Acceldata?** Acceldata is very useful if you want to compute deep insights from data, build pipelines and automate actions and also helps in alerting when pipeline fails. **What do you dislike about Acceldata?** While adding and removing nodes sometimes manual intervention is needed and also the cost can be decreased a bit which will also help in getting more market share for the company. **What problems is Acceldata solving and how is that benefiting you?** When compared to Airflow , it is very easy to create a pipeline in Acceldata Torch. So I have worked on creating pipelines for few months. ### 48. Acceldata for Data Management **Rating:** 4.0/5.0 stars **Reviewed by:** NIKHIL G. | GCP Data Engineer at TCS, Enterprise (> 1000 emp.) **Reviewed Date:** April 19, 2023 **What do you like best about Acceldata?** It is one of the best data management tool I have seen. The user interface is very user friendly. Very useful while deploying the data pipelines and also streamline pipelines. **What do you dislike about Acceldata?** First time setup is little bit complex and they can also improve by providing some services for lesser cost. **What problems is Acceldata solving and how is that benefiting you?** The one of the main use case is Automating the Pipelines, both Batch pipelines and Steaming Pipelines. Compared to Dataflow, Airflow and Mesh it very easier to use. ### 49. "The best Data Management Solution to Data Pipelines -Acceldata" **Rating:** 4.5/5.0 stars **Reviewed by:** Madhusudhan M. | System Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** April 17, 2023 **What do you like best about Acceldata?** It is very easy to access,User friendly platform and real time monitoring.It helped me to increase in productivity by automation of repetitive tasks.Its great working with this software. **What do you dislike about Acceldata?** There is no such bad review as per my knowledge but I found difficult in the initial setup. **What problems is Acceldata solving and how is that benefiting you?** While getting automatic and real time data insights,this software helped me extremely well. I was also impressed with fast debugging of issues and easy solutions to root cause. ### 50. Reduces manual hours crawling through the data looking for anomalies. **Rating:** 4.0/5.0 stars **Reviewed by:** Jancy Mariam J. | Graduate Engineering Trainee, Enterprise (> 1000 emp.) **Reviewed Date:** March 21, 2023 **What do you like best about Acceldata?** Its intuitive User interface. We can find what we are looking for pretty quickly. **What do you dislike about Acceldata?** There are certain bugs that creeps you out. Should have option to parallely process pipelines. **What problems is Acceldata solving and how is that benefiting you?** Once the data loads are done, we had to manually crawl through all tables and look for discrepancies. Now with acceldata, it nudges us in the right direction, and we need only concentrate there. - [View Acceldata pricing details and edition comparison](https://www.g2.com/products/acceldata/reviews?section=pricing&secure%5Bexpires_at%5D=2026-06-23+19%3A19%3A47+-0500&secure%5Bsession_id%5D=0af4859d-2534-4a1d-98eb-f5648a4d2e5d&secure%5Btoken%5D=90421da0b268963df8346df0317097d9b5b307fb7e02f653e4c14da6a6edbfa1&format=llm_user) ## Acceldata Integrations - [Apache Airflow](https://www.g2.com/products/apache-airflow/reviews) - [Atlan](https://www.g2.com/products/atlan/reviews) - [Hadoop HDFS](https://www.g2.com/products/hadoop-hdfs/reviews) - [Hive](https://www.g2.com/products/hive/reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) ## Acceldata Features **Administration** - Data Modelling - Recommendations - Workflow Management - Dashboards and Visualizations **Functionality** - Monitoring - Alerting - Logging - Response Time - Reporting - Data Visualization **Management** - Business Glossary - Data Discovery - Data Profililng - Reporting and Visualization - Data Lineage **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 **Compliance** - Sensitive Data Compliance - Training and Guidelines - Policy Enforcement - Compliance Monitoring **Security** - Access Control - Roles Management - Compliance 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 **Data Quality** - Data Preparation - Data Distribution - Data Unification **Maintainence** - Data Quality Management - Policy Management **Monitoring and Management** - Data Observability - Testing capabilities **Generative AI** - AI Text Generation **Functionality** - Identification - Correction - Normalization - Preventative Cleaning - Data Matching **Cloud Deployment** - Hybrid cloud support - Cloud migration capabilities **Generative AI** - AI Text Generation - AI Text Summarization **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 **Agentic AI - Data Governance** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Decision Making **Generative AI** - AI Text Generation - AI Text Summarization ## Top Acceldata Alternatives - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) - 4.3/5.0 (522 reviews) - [Datadog](https://www.g2.com/products/datadog/reviews) - 4.4/5.0 (708 reviews) - [Dynatrace](https://www.g2.com/products/dynatrace/reviews) - 4.5/5.0 (1,231 reviews)