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Pantomath Reviews & Product Details

BN
Data Platform Engineer
Enterprise(> 1000 emp.)
Validated Reviewer
Review source: Organic
What do you like best about Pantomath?

End to end visibility of our data assets and clearly seeing how our 1k+ reporting assets are impacted by job failures in SQL or SSIS Review collected by and hosted on G2.com.

What do you dislike about Pantomath?

There is no documentation on integrating Pantomath into an IaC cloud environment with least privilege. Review collected by and hosted on G2.com.

What problems is Pantomath solving and how is that benefiting you?

Pantomath covers a large gap of creating visibility between all of our assets and creates an easy to use monitoring environment within our Power BI tenant Review collected by and hosted on G2.com.

Pantomath Overview

What is Pantomath?

Pantomath is a data pipeline observability and traceability platform designed to automate data operations across an enterprise's data ecosystem. This innovative solution continuously monitors datasets and jobs, providing users with a comprehensive view of their data pipelines. By establishing automated cross-platform technical pipeline lineage, Pantomath delivers essential context to complex data workflows, enabling organizations to maintain data integrity and operational efficiency. Targeted primarily at data engineers, data scientists, and IT operations teams, Pantomath addresses the challenges associated with managing large volumes of data across diverse platforms. Its capabilities are particularly beneficial for organizations that rely on real-time data processing and require robust monitoring to ensure data quality. Use cases include identifying data quality issues, managing data incidents, and maintaining operational continuity in environments where data is constantly in motion. One of the key features of Pantomath is its machine learning-driven approach to data monitoring. This allows users to detect data issues in real-time, significantly reducing the risk of business impact due to data inaccuracies or outages. The platform's end-to-end cross-platform technical lineage provides a clear view of data flow, making troubleshooting straightforward by aggregating logs and presenting a unified view of data operations. This streamlined approach not only enhances productivity but also empowers teams to respond quickly to data-related challenges. Moreover, Pantomath offers automated root-cause analysis, which aids in swiftly resolving issues and minimizing data downtime. By pinpointing the source of problems, users can implement corrective actions without extensive manual investigation. Additionally, the platform's automated impact analysis feature helps organizations assess the potential consequences of data issues, preventing poor decision-making based on flawed data. This proactive approach to data management ensures that businesses can operate with confidence, knowing that their data pipelines are under constant surveillance and optimization. Overall, Pantomath stands out in the realm of data observability and traceability by combining advanced monitoring capabilities with automation. Its focus on real-time issue detection, streamlined troubleshooting, and proactive impact analysis provides organizations with the tools they need to maintain data integrity and operational efficiency in an increasingly complex data landscape.

Pantomath Details
Product Website
Languages Supported
English
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Product Description

Pantomath is a data pipeline observability and traceability platform for automating data operations and improving data reliability through automated real-time monitoring and cross-platform pipeline lineage.

How do you position yourself against your competitors?

Key Features:

End-to-End Monitoring: Provides real-time insights and continuous monitoring across the entire data stack, from ingestion to transformation to consumption.

Anomaly Detection: Uses machine learning algorithms to detect unexpected changes or anomalies in data patterns, which helps prevent bad data from impacting business operations.

Root Cause Analysis: Quickly identifies the root causes of data issues by offering detailed insights into the data pipeline's performance and health.

Impact Analysis: Understand downstream impact of data issues and a guided path to resolution through end-to-end traceability.

Customizable Dashboards: Tailored dashboards that allow teams to visualize data performance metrics and track relevant KPIs.

Automated Alerts and Notifications: Sends out notifications to data engineers and stakeholders when issues are detected in the pipeline or data quality degrades, helping teams respond quickly to problems.

Compliance and Governance Support: Ensures data governance policies are adhered to, including audit trails, access controls, and compliance reporting.


Seller Details
Company Website
Year Founded
2022
HQ Location
Cincinnati
LinkedIn® Page
www.linkedin.com
43 employees on LinkedIn®
Description

Pantomath is a data pipeline observability and traceability platform for automating data operations and improving data reliability through automated real-time monitoring and cross-platform pipeline lineage.Automated root-cause analysis helps resolve issues, minimizing data downtime, while automated impact analysis helps prevent poor decision-making with bad data, eliminating any possible business impact.Implementing Pantomath is simple; through a wide range of connectors for the most popular data tools that integrate seamlessly into complex data stacks providing autonomous pipeline lineage in minutes.Eliminate data reliability issues and automate data operations today.


Eric E.
EE
Overview Provided by:
Data Observability Champion

Recent Pantomath Reviews

Verified User
U
Verified UserMid-Market (51-1000 emp.)
3.5 out of 5
"Pantomath experience"
real-time monitoring and automated pipeline traceability make managing complex data much easier
Pirabu S.
PS
Pirabu S.Enterprise (> 1000 emp.)
5.0 out of 5
"Comprehensive view on data lineage and observability across various data tools and services."
Pantomath offers a outstanding visualization of data lineage across multiple technologies and services providers in the data landscape. Since its i...
MA
Maritza A.Enterprise (> 1000 emp.)
5.0 out of 5
"Pantomath: A game changer for Traceabiliity and observability in data pipelines"
Out of the box, Pantomath offers full traceability of data pipelines. It’s astonishing to visualize the complexity of these pipelines, and Pantomat...
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Pantomath Media

Pantomath Demo - Traceability Across The Data Pipeline
Automated cross-platform pipeline lineage from data producers to data consumers with every interdependency and relationship mapping across the data stack. Application-level technical job lineage and data lineage together make up cross-platform pipeline lineage.
Pantomath Demo - The Pantomath Data Observability Pyramid
In complex data environments, data teams need full end-to-end observability and traceability. Only with a complete understanding of the entire data pipeline can enterprises be confident in the quality of their data and the reliability of their data pipelines.
Pantomath Demo - The Pantomath Data Health Center
Gain insights into your organizations data health.
Pantomath Demo - Incident Management
Enable cross-functional collaboration and streamline data operations with Pantomath’s automated Incident Management system. Automatically identify and track data related incidents for both data at rest and data in motion – highlighting downstream impact. Route incidents based on severity and expe...
Pantomath Demo - Data Catalog
Elevate your data management with Pantomath’s Data Catalog, designed to centralize and organize your entire data ecosystem. From jobs and tables to pipelines and tags, alongside operational and business documentation, our catalog offers a unified view of all your data assets. Simplify data discov...
Pantomath Demo - Operational & Data Observability
Monitor data in motion as-well as data at rest. Pre-configured monitors and machine learning frameworks are available out of the box providing immediate value.
Pantomath Overview
Play Pantomath Video
Pantomath Overview
Unlocking End-to-End Pipeline Traceability with Pantomath
Play Pantomath Video
Unlocking End-to-End Pipeline Traceability with Pantomath

Official Downloads

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14 out of 15 Total Reviews for Pantomath

4.7 out of 5
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14 out of 15 Total Reviews for Pantomath
4.7 out of 5
14 out of 15 Total Reviews for Pantomath
4.7 out of 5

Pantomath Pros and Cons

How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Cons

Overall Review Sentiment for PantomathQuestion

Time to Implement
<1 day
>12 months
Return on Investment
<6 months
48+ months
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G2 reviews are authentic and verified.
MA
Director of product development
Enterprise(> 1000 emp.)
Validated Reviewer
Verified Current User
Review source: Organic
(Original )Information
What do you like best about Pantomath?

Out of the box, Pantomath offers full traceability of data pipelines. It’s astonishing to visualize the complexity of these pipelines, and Pantomath makes it impressively simple.

The end-to-end data observability and cross-platform traceability that Pantomath provides are game changers. This tool allows us to quickly identify the root causes of issues and resolve them in a fraction of the time it used to take. The reliability and predictability Pantomath brings to our operations are unparalleled. The platform offers real-time visualization of our data pipelines, automatically detecting and alerting us to issues long before they impact our processes. This proactive approach has saved us countless hours of last-minute fixes and has improved our overall productivity.

Our teams can now focus on building new solutions instead of getting bogged down with operational tasks. Pantomath has proven invaluable, ensuring our data is trustworthy and our processes run smoothly. We highly recommend it to any business dealing with complex data pipelines and looking to enhance operational efficiency!

Pantomath's customer support is excellent, and they consistently address issues promptly. As a startup, they have demonstrated an impressive velocity in incorporating new features. Review collected by and hosted on G2.com.

What do you dislike about Pantomath?

It takes some time to operationalize if the data ecosystem is complex, as you need to configure the alerts, create teams and tags to ensure that proper teams receive the alerts Review collected by and hosted on G2.com.

What problems is Pantomath solving and how is that benefiting you?

Pantomath is helping us to find issues in processes and troubleshooting them before they impact our customers and financial performance. Review collected by and hosted on G2.com.

TH
Software Engineering Manager
Enterprise(> 1000 emp.)
Validated Reviewer
Verified Current User
Review source: Organic
(Original )Information
What do you like best about Pantomath?

Pantomth has an excellent data lineage visualization that exceeds anything I've seen in other data lineage tools. For complicated pipelines, it's critical for developers and SREs alike to understand the size, complexity, and interconnected nature of individual elements in the pipeline. The UI is well-designed and makes it easy to see and understand lineage and where individual components come into play. More importantly, it allows you to see pipeline impacts at a glance.

Real-time alerting and monitoring in a single pane of glass is another stand out feature. It's nice to be able to see failures and log history in one place rather than switching between tools.

For larger, complicated systems tagging is critical and Pantomath supports tagging as well as bulk manipulation of objects in the system based on tags.

As with any system of this level of complexity, an implementation requires a good partnership between the vendor and the client. The Pantomath team is professional, responsive, and helpful in this regard. Review collected by and hosted on G2.com.

What do you dislike about Pantomath?

There are no real downsides that I can think of. Review collected by and hosted on G2.com.

What problems is Pantomath solving and how is that benefiting you?

Data pipeline lineage and monitoring. Review collected by and hosted on G2.com.

Bryan P.
BP
Data Governance & Data Operations Manager
Enterprise(> 1000 emp.)
Validated Reviewer
Verified Current User
Review source: Organic
What do you like best about Pantomath?

Pantomath does something many other products claim to do but can't. This is a testament to their insane commitment to parsing endless amounts of source code and building complete maps of your entire data stack, from source data to end report visual. We tried another product who promised this same thing, only Pantomath delivered what I thought to be impossible. On top of that great achievement, they also monitor it all in a central tool, giving large organizations a better path to centralize Data Operations into one team. This team can alert both producers and consumers of data and hold individual data teams accountable in root cause analysis and remediation efforts. Review collected by and hosted on G2.com.

What do you dislike about Pantomath?

Still young in their journey, searching the catalog of assets can be overwhelming. With hundreds of thousands of 'points' being able to find things just off a name is a search box can be improved, as many of those names overlap. Review collected by and hosted on G2.com.

What problems is Pantomath solving and how is that benefiting you?

We can find where ourdata is coming from and what impact code changes to those pipelines will have. Review collected by and hosted on G2.com.

Sandy S.
SS
Member, Analytics Expert Network
Enterprise(> 1000 emp.)
Validated Reviewer
Verified Current User
Review source: Organic
What do you like best about Pantomath?

I now know about a failure before my end users. Historically, I found out about a failed report execution when an end user received a blank report or a report didn't update. Pantomath provides me visibility based on alerting when an ETL failed that populates a report I used, when a Power BI report failed to refresh - and because of this, I am able to not only intervene and run a manual update, but also build trust with the business by alerting them before they come to me with an issue.

Pantomath has also saved us from deploying a change that would have cause significant downstream impacts. We were able to see all the reports, systems and downstream products that would fail had a data change been implemented without proper steps taken upstream to account for the change.

The UI is easy to use - doesn't take much training to know how to use the tool. My team members use the tool almost daily, especially as we are working through our cloud migration. Any time we need support, Pantomath's support team is at the ready. I appreciate how attentive our support team has been to our business. Review collected by and hosted on G2.com.

What do you dislike about Pantomath?

Pantomath is a start-up, which has it's pros and cons. We loved working with their product team as they were able to build a product that meets our needs. The implementation wasn't as seamless as we had hoped, but that has more to do with our on-prem environment than Pantomath itself. We do receive a lot of alerts, which is exactly what Pantomath promised - it takes time to adjust the alert sensitivity but the effort pays off when done right. Review collected by and hosted on G2.com.

What problems is Pantomath solving and how is that benefiting you?

We didn't have great visibility into data and job lineage. Pantomath allows us to see where all our data is being used, when a job fails and will impact downstream reporting. The business lacked trust in the products our data and analytics teams were producing because they would find issues and errors before we would. Pantomath is helping us to build that confidence and trust back up. Review collected by and hosted on G2.com.

RB
Mid-Market(51-1000 emp.)
Validated Reviewer
Verified Current User
Review source: Organic
What do you like best about Pantomath?

We have a complicated data environment with many pipelines built upon each other. Until we started using Pantomath, there was no way to identify breaks in the pipelines in a central place, and more importantly, understand their downstream impact. Now we understand exactly what is going on and get alerts before our end users see a problem, with enough actionable data to fix the problem and address the correct user group if needed. Confidence in data reliability and quality has increased in the business. Also, the Pantomath team is responsive, proactive and overall excellent to work with. Review collected by and hosted on G2.com.

What do you dislike about Pantomath?

It has a learning curve and requires a custom engagement to set up connectors and get the alerting right to elimate noise. Review collected by and hosted on G2.com.

What problems is Pantomath solving and how is that benefiting you?

Identifying issues in our data environment and allowing us to resolve them before they cause end user impact. Review collected by and hosted on G2.com.

MK
Senior Data Analyst
Mid-Market(51-1000 emp.)
Validated Reviewer
Review source: Organic
What do you like best about Pantomath?

Pantomath is a complete one stop shop for everything data related. I was able to setup connectors to Tableau, Fivetran, and Snowflake in less than 10 minutes for each. After initial setup, Pantomath went right to work ingesting our metadata and giving us a complete picture of lineage between systems, and total insight into our jobs that we run each day. When a job fails, Pantomath not only tells us it failed, regardless of the system, but also pinpoints the cause of the failure so we can easily fix it quickly to get our business back on track. We regulary get to have checkins (biweekly) with their team and give feedback, as well as request new features. The team is extremely attentive, and they make this a daily must use easy to use tool. Review collected by and hosted on G2.com.

What do you dislike about Pantomath?

When we first set up the tool, the alerts were staggering. They use a sort of machine learning to tell you when there is latency in your models, but it takes a bit to train the model. During the beginning of this process, we received several emails about the jobs with latency. The Pantomath team did work with us, however, to make the noise go away and provide more meaningful insights. Review collected by and hosted on G2.com.

What problems is Pantomath solving and how is that benefiting you?

Pantomath gives us observability, and very straighforward observability at that. What I really appreciate though is the lineage they provide as well. While migrating from one system to another, we were able to utilize Pantomath to see what every change would affect downstream in terms of other tables and reporting. It was truly a lifesaver during that project. Review collected by and hosted on G2.com.

Pirabu S.
PS
Enterprise(> 1000 emp.)
Validated Reviewer
Review source: Organic
What do you like best about Pantomath?

Pantomath offers a outstanding visualization of data lineage across multiple technologies and services providers in the data landscape. Since its implementation, it has enabled our SRE and Engineers to observe and support the data operations of our Data platform with great efficiency. In addition to data lineage, the product's standout features include monitoring, incident management, tagging design, and easily accessible history, all of which contribute to its overall effectiveness.

Pantomath has proven to be an excellent partner, demonstrating responsiveness, clear communication, and professionalism throughout the implementation process and beyond. Review collected by and hosted on G2.com.

What do you dislike about Pantomath?

Our implementation was on a complex data landscape and the time to operationalize took more than initially expected. But Pantomath team has been great in supporting us in this journey. Review collected by and hosted on G2.com.

What problems is Pantomath solving and how is that benefiting you?

Data Observaility for our data pipelines and monitoring. Review collected by and hosted on G2.com.

Andrew O.
AO
Data Engineering and Analytics Manager
Enterprise(> 1000 emp.)
Validated Reviewer
Review source: Organic
What do you like best about Pantomath?

Before implementing Pantomath, it was a challenge to identify the source and root cause of a report or integration failure, often taking a full day or more from multiple developers with varying levels of access and expertise.

Pantomath has allowed us to surface all data-related failures in a single pane of glass. Based on neatly curated logs and the end-to-end lineage graph, we are able to automatically pinpoint the root cause and assign the ticket to the appropriate resources. Additionally, we immediately alert impacted users downstream. This has allowed us to take a proactive stance, freeing up developers to focus on the fix instead of responding to support tickets.

Integration was fast! We completed the initial integration in approximately 2 months while competing for resources against several other projects. We never felt rushed nor pressured as we worked with the product team and our customer success resources.

The product team at Pantomath has been extremely supportive and collaborative in adding features including support for additional data sources and parsing custom logs to truly enable the single pane of glass approach they promised. Review collected by and hosted on G2.com.

What do you dislike about Pantomath?

Initially the amount of failures can be alarming. With great power comes great responsibility! It can take some time to separate critical from non-critical failures and adjust sensitivity to streamline usage. Fortunately, the robust rules engine for creating and classifying tickets allowed us to tweak our way to the level of care we needed.

Some configuration options such as setting up new connectors are still managed internally by Pantomath.

Based on the high-level of engagement and obsession with customer satisfaction we have experienced thus far, we are confident as the product matures, these minor issues will be resolved. Review collected by and hosted on G2.com.

What problems is Pantomath solving and how is that benefiting you?

Historically, it could take a day or more of developer time to identify, troubleshoot, and correct data pipeline failures across our large, complex data infrastructure. This distracted developers from new products, feature enhancements, and analytical project support where their expertise provided much more significant business value.

Additionally, the full visibility of our data estate has allowed us to determine where our most significant gaps in data quality and infrastructure reliability are coming from so we can make corrective actions to reduce downtime and enable developers to focus on value-added work. Review collected by and hosted on G2.com.

Andrew C.
AC
Director of Platform Reliability
Enterprise(> 1000 emp.)
Validated Reviewer
Review source: Organic
What do you like best about Pantomath?

Pantomath has transformed how we manage and understand our complex data ecosystem. No matter the scope of work or skill set, it has brought value to our Data Engineers, SREs, Business Operations, and Leadership.

Key Benefits

Seamless Data Lineage: Pantomath's automated pipeline lineage has leveled up our ability to understand the upstream and downstream impact in real-time. We can now effortlessly trace our data from source to consumer, including every transformation step in between. This clarity has dramatically improved our troubleshooting and debugging processes.

Adaptability to Complex Environments: Our data ecosystem encompasses many tools and technologies. Pantomath's flexibility has been impressive; it integrates with all our existing systems, regardless of complexity.

Strong Partnership: Pantomath's team has been an exceptional partner throughout our journey. They are highly responsive, proactive, and genuinely invested in our success. Their collaborative approach has ensured that Pantomath continues to evolve alongside our growing data platform.

Conclusion

In summary, Pantomath has exceeded our expectations. It has empowered us with the visibility and control to make informed, data-driven decisions. If you're looking for a comprehensive solution to manage your data ecosystem, I wholeheartedly recommend Pantomath. It's a truly transformative tool. Review collected by and hosted on G2.com.

What do you dislike about Pantomath?

I have nothing to report as a "dislike." Any opportunity we have identified for increased functionality or improvements has been met with a collaborative spirit. Pantomath is dedicated to improving its product to help us succeed within our data ecosystem. Review collected by and hosted on G2.com.

What problems is Pantomath solving and how is that benefiting you?

Pantomath automates data observation, incident response, and pipeline lineage. These are significant tasks considering the complexity of our environment and the wide spread of stakeholders. Review collected by and hosted on G2.com.

Andrew M.
AM
Senior Manager, Solution Architecture
Enterprise(> 1000 emp.)
Validated Reviewer
Review source: Organic
What do you like best about Pantomath?

Pantomath is a game-changing technology for companies that have multiple data ETL strategies spread across several teams.

Through my many roles as a consumer, creator, and enthusiast about our data, I've longed for the ability to trust (and help others trust) our data. Not knowing where data originates or who created it can be a challenge when data access is democratized - which is why we needed Pantomath. Finally, a tool that helps us organize our data and provide invaluable insight into its quality - thank you Pantomath! Review collected by and hosted on G2.com.

What do you dislike about Pantomath?

While Pantomath is valuable as a reporting tool for a single team, its real power comes from widespread adoption across the development teams. To engage these teams, the solution has to be simple and organically integrate into the existing SDLC.

Pantomath does not yet have integrations into our backlog tools, making it harder for development teams to incorporate it into the development cycle. The data from Pantomath is also only available in the UI, making it harder for our teams to use the data reciprocally in our ETL automation. Once these features mature, software teams will feel empowered to consider Pantomath's capabilities during the software development process and truly ingrain observability into the ETL they build. Pantomath will truly be unleashed once this occurs. Review collected by and hosted on G2.com.

What problems is Pantomath solving and how is that benefiting you?

Pantomath gives us observability into pipelines where ETL metrics were previously nonexistent (or difficult to obtain). This deepens our collective understanding of data origination and lineage and drives insights into issues within our data (while also identifying previously unreported issues). Review collected by and hosted on G2.com.