Best Data Observability Software
Data observability involves the complete monitoring, managing, and understanding of the modern data tech stack. These tools allow companies to better manage their data by helping them discover and solve real-time data issues and gain complete insight into the system’s data health. Data observability tools help companies accelerate the adoption of data across departments. This helps in making strategic and data-driven decisions that benefit the entire organization.
The concept of data observability stems from best practices learned from DevOps software to manage impartial, inaccurate, or erroneous data. These best practices, which include optimizing logs, real-time insights, and so on, enable the creation of error-free and trusted data across the entire data stack, which includes data sources, data warehouses, ETL tools, ML/BI tools, etc.
Data observability tools are a part of DataOps platforms. DataOps platforms assemble several types of data management software into an individual, integrated environment. The platform unifies all the development and operations in data workflows. Data observability software focuses on monitoring the health of the data pipelines and the overall system.
Data observability tools differ from monitoring software since the latter focuses on pre-determined metrics to identify bugs, whereas data observability focuses on real-time detection and resolution. Data observability also differs from data quality software, wherein the former focuses on reducing the number of data incidents while accelerating resolution time. Data quality is the result of powerful data observability across the modern data stack.
To qualify for inclusion in the Data Observability category, a product must:
Best Data Observability Software At A Glance
G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our scoring methodologies.
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Monte Carlo, the data + AI observability leader, enables enterprise organizations to drive mission-critical initiatives with trusted foundations. Nasdaq, Honeywell, Roche, and hundreds of leading orga
- Data Engineer
- Senior Data Engineer
- Financial Services
- Computer Software
- 50% Enterprise
- 46% Mid-Market
1,561 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Metaplane is the end-to-end data observability tool that helps data teams know when things break, what went wrong, and how to fix it. Built for the modern data stack, we empower data teams to start mo
- Data Engineer
- Computer Software
- Information Technology and Services
- 65% Mid-Market
- 23% Small-Business
2,090 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
SixthSense Data Observability is a sophisticated data observability solution designed to help users effectively manage, monitor, and optimize their data pipelines. This product addresses the critical
- 50% Enterprise
- 30% Mid-Market
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Decube is the all-in-one Data Trust Platform designed for the modern data stack. Our mission is to make your data reliable, easily discoverable, and constantly monitored across your entire organizatio
- Information Technology and Services
- 33% Enterprise
- 33% Mid-Market
115 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
DQLabs redefines data management with Semantics and GenAI powered Modern Data Quality Platform, empowering organisations to transform raw data into reliable, actionable insights. Our automation-first,
- Computer Software
- Information Technology and Services
- 79% Mid-Market
- 13% Enterprise
248 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
SYNQ is a data observability platform that helps modern data teams define, monitor, and manage their data products. It brings together ownership, testing, and incident workflows so teams can stay ahea
- Analytics Engineer
- Computer Software
- Leisure, Travel & Tourism
- 93% Mid-Market
- 3% Small-Business
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
SquaredUp is a unified observability portal. Say goodbye to blind spots and data silos. Using data mesh and cutting-edge data visualization, SquaredUp gives IT and engineering teams one place to see
- 64% Enterprise
- 29% Mid-Market
1,185 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Acceldata provides a robust Data Observability platform for enterprise customers seeking a modern, scalable platform to improve data operations in the AI age and deliver trusted data. Our platform enc
- Computer Software
- Information Technology and Services
- 58% Enterprise
- 23% Mid-Market
334 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Unravel Data is an AI-powered data observability and FinOps platform that goes beyond just observing problems to empowering data teams to take immediate action for transformative results. Built to add
- Information Technology and Services
- Financial Services
- 79% Enterprise
- 18% Small-Business
1,041 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Validio provides an automated data observability and quality platform to help you increase data team productivity by automating the work around data quality, act quicker on changes in KPIs with automa
- 71% Mid-Market
- 14% Small-Business
63 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Telmai is an AI-powered data observability platform that continuously monitors data across every stage of the pipeline—from ingestion to business applications. Designed for structured and semi-structu
- Computer Software
- 47% Enterprise
- 41% Mid-Market
97 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Sifflet is a comprehensive data observability solution designed to assist data engineers and data consumers in gaining complete visibility into their data stacks. This platform can be deployed as a So
- Computer Software
- 61% Mid-Market
- 31% Enterprise
393 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Detect and resolve your data issues faster than ever with Databand. The only continuous data observability platform that catches bad data before it impacts your business. Book a demo today --> ht
- Software Engineer
- Data Analyst
- Information Technology and Services
- Computer Software
- 43% Mid-Market
- 33% Enterprise
709,764 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Soda is the comprehensive data quality platform that offers end-to-end data quality management, enabling users to test, debug, and prevent data issues while uniting data producers and consumers in def
- Information Technology and Services
- Computer Software
- 44% Mid-Market
- 40% Enterprise
894 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Elementary is a data observability solution designed for dbt-centric data stacks. It seamlessly integrates into your dbt development workflow and pipelines and ensures you are the first to know when
- 56% Mid-Market
- 22% Enterprise
411 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
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
- Financial Services
- 73% Enterprise
- 27% Mid-Market
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
We're helping data teams have confidence in their data, no matter what. GX Cloud is our end-to-end platform for managing your data quality process. It delivers the intuitive experience of a fully ma
- 45% Mid-Market
- 36% Small-Business
3,619 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Backed by award-winning data analyst support, Mozart Data is the fastest way to set up scalable, reliable data infrastructure that doesn’t need to be maintained by you. Mozart Data’s all-in-one modern
- Computer Software
- Financial Services
- 53% Small-Business
- 47% Mid-Market
457 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Mezmo, headquartered in San Jose, CA, is fundamentally changing how engineering teams manage telemetry data. Our intelligent telemetry orchestration platform provides an open and flexible pipeline tha
- Software Engineer
- CTO
- Computer Software
- Information Technology and Services
- 64% Small-Business
- 31% Mid-Market
1,758 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Observability, for the Cloud. Monitor everything you run in your cloud without compromising on cost, granularity, or scale.
- Computer Software
- 50% Mid-Market
- 38% Small-Business
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Bigeye is the most complete data observability platform for enterprise companies. Powered by true end-to-end lineage and AI-driven data monitoring, Bigeye empowers data teams in the world’s largest en
- Information Technology and Services
- 55% Small-Business
- 27% Mid-Market
646 Twitter followers
- Overview
- User Satisfaction
- Seller Details
ThinkData Works offers a data catalog platform designed to improve the process of connecting, managing, and sharing data. Cut costs and improve productivity with unique features for virtualizing ent
- 60% Mid-Market
- 33% Small-Business
1,231 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
We help customers plan, implement, and govern their event-driven infrastructure.
- Financial Services
- 57% Mid-Market
- 29% Small-Business
737 Twitter followers
- Overview
- User Satisfaction
- Seller Details
Datafold is a data observability platform that helps companies prevent data catastrophes. It has a unique ability to identify, prioritize and investigate data quality issues proactively before they af
- Information Technology and Services
- 54% Mid-Market
- 29% Small-Business
1,126 Twitter followers
- Overview
- User Satisfaction
- Seller Details
Discover Datazip, a comprehensive no-code data engineering solution designed for time-conscious analysts and operators. Simplify your data management process by consolidating dispersed data sources, u
- 46% Small-Business
- 31% Mid-Market
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Dash0 is the only OpenTelemetry Native observability platform built with developers in mind. With granular, resource-centric monitoring, Dash0 provides real-time visibility across your applications an
- Computer Software
- 63% Small-Business
- 21% Mid-Market
1,986 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Integrate.io is a low-code data pipeline platform specializing in Operational ETL so companies can automate business processes and manual data preparation. Its four core use cases focus on: 1) F
- Data Engineer
- Data Analyst
- Information Technology and Services
- Computer Software
- 50% Mid-Market
- 32% Small-Business
4,362 Twitter followers
- Overview
- User Satisfaction
- Seller Details
The leader in enterprise data quality monitoring. Anomalo provides automated deep data quality monitoring and foundational data observability. With Anomalo, data teams and business stakeholders can de
- Financial Services
- Computer Software
- 49% Mid-Market
- 49% Enterprise
538 Twitter followers
- Overview
- User Satisfaction
- Seller Details
Our low latency data observability solution alerts about data issues, prevents their propagation, and highlights which applications are impacted. To foster a data-driven culture, automation of data
- 50% Mid-Market
- 40% Small-Business
258 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Matia is a data operations platform that enables modern data teams to build, manage, and monitor end-to-end data pipelines in one place. Matia allows data teams to spend time managing their data,
- Financial Services
- 71% Mid-Market
- 29% Small-Business
- Overview
- User Satisfaction
- Seller Details
Rooted in the collective wisdom of the Apache Flink community and addressing the unique challenges faced by enterprises, Datorios is the first data observability platform for Apache Flink, empowering
- 60% Mid-Market
- 50% Small-Business
39 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Introducing FusionReactor Observability with OpsPilot GenAI and OpenTelemetry Integration – the ultimate solution for comprehensive application monitoring and analysis. With this powerful combination
- CTO
- Developer
- Information Technology and Services
- Computer Software
- 61% Small-Business
- 29% Mid-Market
9,496 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
The Comprehensive End-to-End Data Validation Platform. A platform for automating Data Integration and Data Management projects. Seamless Data Pipeline & BI Testing Automation Powered by AI Product
- 80% Enterprise
- 20% Mid-Market
53 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Secoda is an AI-powered data governance platform designed to help organizations explore, understand, and utilize their data effectively. By providing a comprehensive platform that connects to 75+ data
- Computer Software
- Financial Services
- 65% Mid-Market
- 19% Small-Business
929 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Konstellation is a data observability tool. Konstellation observes the scoped data sets, identifies anomalies, and prioritizes incidents. Fix What Matters is a fully automated approach to detecting da
- 100% Enterprise
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
A Trailblazing, No code, All in one Data fabric platform. SCIKIQ, a no-code data management /fabric platform powered by AI, addresses key data challenges for medium to large organizations. - Empowe
- 36% Enterprise
- 36% Small-Business
8 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Seemore Data is an end-to-end data efficiency platform, built to attribute and optimize both investment and return throughout all data pipelines and your entire stack - Low-touch, continuous data cost
- 60% Mid-Market
- 30% Small-Business
- Overview
- User Satisfaction
- Seller Details
Asserts automatically analyses metric and trace metadata to build a graph database of application component relationships over time.
43 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
For data teams looking to increase the availability of trusted data, Astronomer provides Astro, the modern data orchestration platform, powered by Airflow. Astro enables data engineers, data scientist
- Data Engineer
- Senior Data Engineer
- Information Technology and Services
- Computer Software
- 48% Mid-Market
- 37% Enterprise
5,679 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
A data platform that bundles critical data functionalities including data orchestration, quality checks, comprehensive documentation, and observability. This platform empowers users to efficiently ext
- 100% Mid-Market
1 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
A reliable dataLayer is fundamental for reliable website tracking. Code Cube offers end-to-end monitoring of your data collection, from the dataLayer till the tag manager and tags. The DataLayer G
- 100% Mid-Market
- Overview
- User Satisfaction
- Seller Details
BornTec’s CrossCheck is a platform that empowers business users by consolidating execution data into a single, unified view, unlocking value and insights. Centralizing and harmonizing diverse data set
- Overview
- User Satisfaction
- Seller Details
Ship data pipelines with extraordinary velocity. Dagster is the cloud-native orchestrator for the whole development lifecycle, with integrated lineage and observability, a declarative programming mod
- 100% Small-Business
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
DataTrust (formerly “RDt”) is what you need to ensure that you can rely on your data when making decisions. It's everything you need to for both data quality and data observability — profile data, au
- 38% Enterprise
- 31% Small-Business
124 Twitter followers
- Overview
- User Satisfaction
- Seller Details
Digna, powered by Artificial Intelligence, revolutionizes data quality management in Data Warehouses & Co. Serving as your vigilant partner, Digna meticulously inspects all deliveries to your data
- Overview
- User Satisfaction
- Seller Details
Fluency's Platform processes large volumes of messages to properly parse, perform analysis, track metrics, and route messages. Furthermore, Platform can track and report on itself. Fluency Platform is
- Overview
- User Satisfaction
- Seller Details
At Kamon we help developers find performance bottlenecks and errors in microservices. And we make it very easy and effortless: from clueless about what went wrong to solving issues in a few clicks
- Overview
- User Satisfaction
- Seller Details
Masthead Data is data observability platform for data teams on Google Cloud. Detect anomalies, observe pipelines, optimize compute costs. Our automated, ML-driven approach to data observability allo
- Overview
- User Satisfaction
- Seller Details
Open source based observability stack featuring logs, traces and metrics – all under one roof. Observe any cloud infrastructure, VM, bare-metal servers, databases, or lambda functions with ObserveNow’
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Orchestra is a lightweight orchestration and observability platform which gives real-time complete visibility for your entire data stack. We automate your orchestration, monitoring, and metadata colle
- 100% Mid-Market
- Overview
- User Satisfaction
- Seller Details
Qualdo-DRX enables enterprises to easily monitor mission-critical issues, drifts, anomalies, errors, data quality & data reliability. This point-and-click product easily integrates with other en
47 Twitter followers
- Overview
- User Satisfaction
- Seller Details
Unlock the real power of your Data In today's data-driven landscape, the quality of your data is paramount. Poor data quality can lead to wrong business decisions, poor quality software or biased AI
- 100% Small-Business
- Overview
- User Satisfaction
- Seller Details
SelectZero is a data company offering a platform for data observability. Being data-driven is what many companies are trying to achieve as it provides new business opportunities and better decision
- Overview
- User Satisfaction
- Seller Details
With infinite data being generated every second, enterprises struggle to steer clear of data inconsistencies or outdated information. Syren’s DQS is designed to help organizations ensure that their da
- Overview
- User Satisfaction
- Seller Details
The Tag Monitor is your safeguard to stop code from messing up your data collection or website performance. Monitor all your tags, across all your users, every browser and device. Receive real-time al
- 100% Small-Business
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Y42’s Turnkey Data Orchestration Platform with embedded Observability gives data practitioners a unified space to reliably build, monitor, and maintain the flow of data to power their business analyti
- 52% Small-Business
- 38% Mid-Market
285 Twitter followers
Learn More About Data Observability Software
Data Observability Software FAQs
What’s the most recommended customer success platform for SaaS companies?
For software teams prioritizing data accuracy, operational visibility, and rapid issue resolution, top data observability platforms on G2 include:
- Monte Carlo focuses exclusively on data observability, providing automated monitoring, anomaly detection, and data lineage to help teams catch and resolve data issues before they impact users.
- Metaplane delivers end-to-end data observability with features like schema change detection, freshness monitoring, and anomaly detection, enabling teams to maintain data quality effectively.
- Acceldata combines data quality monitoring, pipeline performance, and infrastructure health insights in one platform, helping software companies ensure their data operations run smoothly at scale.
What’s the best data observability software for small businesses?
For small businesses aiming to maintain data quality, monitor pipelines, and catch issues early without complex setup, leading small business data observability solutions include:
- Bigeye combines automated anomaly detection and root cause analysis in a platform that makes data reliability accessible without requiring deep technical resources, which is great for scaling teams.
- IBM Databand delivers proactive monitoring and automated alerts while integrating easily with existing data pipelines, making it approachable for growing businesses with limited engineering support.
- Monte Carlo offers a powerful but flexible solution with automated monitoring, data lineage, and incident resolution features. Although enterprise-ready, it also provides packages suitable for fast-growing small companies.
