Enterprise Data Observability Platform Acceldata
Acceldata Inc.Reviews from AWS customer
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Enterprise Data Reliability and Observability Platform with Strong Customization
What do you like best about the product?
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.
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 the product?
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 the product 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.
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.
Needs Stability and Better Dashboard, but Strong Data Observability
What do you like best about the product?
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. There is also integration with the Atlan Catalog.
What do you dislike about the product?
It is frustrating that there is no way to control version upgrades, which often leads to instability on the platform after updates. The dashboard capabilities are also quite limited. Additionally, the reconciliation feature for the reliability component lacks robustness. Another inconvenience is the restriction on downloading bad records, as only 10,000 records can be downloaded directly, and any additional records must be retrieved from the S3 bucket, making the process less user-friendly for end users.
The same rule has be copied over multiple times in order to execute on various different environment.
The same rule has be copied over multiple times in order to execute on various different environment.
What problems is the product 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.
Outstanding Experience with This Software
What do you like best about the product?
I appreciate this product for its data observability features and real-time monitoring capabilities.
What do you dislike about the product?
The documentation could be improved, as it is sometimes lacking in detail.
What problems is the product 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.
Outstanding Support and Fast Issue Resolution
What do you like best about the product?
Good support, Great resolutions on issues, good response to tickets and always supportive round the clock.
What do you dislike about the product?
Required little improvement in documentation part.
What problems is the product 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
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
Great Features and Tools, But Usability Needs Improvement
What do you like best about the product?
I appreciate the ODP and Pluse from Acceldata, as well as the wide range of features they offer.
What do you dislike about the product?
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 the product 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.
Exceptional Support and Seamless Operation with Acceldata
What do you like best about the product?
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 the product?
There is nothing to hate about Acceldata.
What problems is the product 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.
Empowering Data Trust and Reliability with Acceldata
What do you like best about the product?
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 the product?
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 the product 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.
Real-Time Data Visibility and Reliable Monitoring
What do you like best about the product?
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 the product?
Could be more intuitive but these areas are steadily improving with frequent updates
What problems is the product 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
Review - Ocean
What do you like best about the product?
The data is decent and comprehensive enough
What do you dislike about the product?
The inconsistencies and lacking in GUI elements
What problems is the product solving and how is that benefiting you?
data reliability and observability for me
Terrific for Data Consolidation & Management
What do you like best about the product?
The level of integration in Acceldata is vast and broad reaching.
What do you dislike about the product?
It can be difficult at times to create a system from the ground up.
What problems is the product 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.
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