# Best Observability Pipeline Software

*By [Tian Lin](https://research.g2.com/insights/author/tian-lin)*


Observability pipeline software manages and optimizes the flow of telemetry data within IT systems. These solutions assist IT teams in monitoring and securing their infrastructure. Observability pipeline software maintains overall system integrity by seamlessly connecting numerous data sources, analytic tools, and databases.

Observability pipeline software becomes necessary when the cloud infrastructure environment begins to generate large amounts of telemetry data consisting of traces, metrics, and logs. Most of this data is inconsequential and noisy for analytic software to process. In addition, manually transporting this data from various infrastructures and agents is time-consuming. Thus, IT professionals use observability pipeline tools to route raw telemetry data from one API to another in real time. While the data is being routed from origin to destination, the software reformats it for compatibility, reduces its size based on value, and enriches it with additional context to the issues. This allows the infrastructure monitoring and security software to receive and analyze only the necessary data in a digestible format. This ensures operational efficiency for IT Operations, DevOps teams, and Site Reliability Engineers (SREs) for continuous infrastructure monitoring.

These IT teams typically integrate observability software with [monitoring software](https://www.g2.com/categories/monitoring). Monitoring software can be both sources and destinations for observability pipelines. Observability pipelines do not usually provide the monitoring and analytics found in [observability solution suites](https://www.g2.com/categories/observability-solution-suites). Instead, observability pipeline tools focus on sending the telemetry data to the observability solution suites software.

To qualify for inclusion in the Observability Pipeline category, a product must:

- Collect and aggregate various forms of telemetry data like logs, metrics, and traces
- Provide data optimization and reduction to reduce the cost of data storage and processing
- Support real-time data processing and context enrichment
- Route data to analytic tools and storage solutions
- Offer custom data filter options and data transformation







## How Many Observability Pipeline Software Products Does G2 Track?
**Total Products under this Category:** 28

### Category Stats (Jul 2026)
- **Average Rating**: 4.42/5 (↑0.01 vs Jun 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product**: SolarWinds Observability (+0.07%) - Among all products in this category, SolarWinds Observability recorded the largest rating increase compared to last month
*Last updated: July 14, 2026*


## How Does G2 Rank Observability Pipeline Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 1,900+ Authentic Reviews
- 28+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.


## Which Observability Pipeline Software Is Best for Your Use Case?

- **Easiest to Use:** [Datadog](https://www.g2.com/products/datadog/reviews)
- **Best Free Software:** [Datadog](https://www.g2.com/products/datadog/reviews)


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---

## What Are the Top-Rated Observability Pipeline Software Products in 2026?
### 1. [Datadog](https://www.g2.com/products/datadog/reviews)
Datadog is the monitoring, security and analytics platform for developers, IT operations teams, security engineers and business users in the cloud age. The SaaS platform integrates and automates infrastructure monitoring, application performance monitoring and log management to provide unified, real-time observability of our customers' entire technology stack. Datadog is used by organizations of all sizes and across a wide range of industries to enable digital transformation and cloud migration, drive collaboration among development, operations, security and business teams, accelerate time to market for applications, reduce time to problem resolution, secure applications and infrastructure, understand user behavior and track key business metrics.


**Average Rating:** 4.4/5.0
**Total Reviews:** 713

**Who Is the Company Behind Datadog?**

- **Seller:** [Datadog](https://www.g2.com/sellers/datadog)
- **Company Website:** https://www.datadoghq.com/
- **Year Founded:** 2010
- **HQ Location:** New York
- **Twitter:** @datadoghq (51,207 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1066442/ (9,386 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** Software Engineer, DevOps Engineer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 47% Mid-Market, 34% Enterprise


#### What Are Datadog's Pros and Cons?

**Pros:**

- Ease of Use (158 reviews)
- Monitoring (150 reviews)
- Real-time Monitoring (129 reviews)
- Features (98 reviews)
- Analytics (94 reviews)

**Cons:**

- Expensive (102 reviews)
- Pricing Issues (81 reviews)
- Learning Curve (75 reviews)
- Cost (72 reviews)
- Learning Difficulty (56 reviews)


### What Do G2 Reviewers Say About Datadog?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **ease of use** of Datadog, enabling intuitive dashboard setup and effortless monitoring across platforms.
- Users appreciate the **ease of monitoring** with Datadog, enjoying intuitive features and excellent enterprise support.
- Users appreciate the **real-time monitoring** capabilities of Datadog, streamlining application oversight and enhancing efficiency.
- Users value the **robust features** of Datadog, particularly appreciating its user-friendly interface and extensive integrations.
- Users appreciate the **intuitive dashboard creation** in Datadog, enhancing their analytics and monitoring capabilities effortlessly.

**Cons:**

- Users find Datadog's pricing **excessively expensive** , suggesting it should be more affordable for its offerings.
- Users find **pricing issues** with Datadog, citing high costs and unpredictable scaling as major concerns.
- Users find the **steep learning curve** challenging, especially with rapidly evolving features and the website's performance issues.
- Users express concern over **high and unpredictable costs** , feeling that Datadog's pricing is excessive for its value.
- Users find the **learning difficulty** of Datadog challenging, especially for new users needing training to navigate effectively.

#### What Are Recent G2 Reviews of Datadog?

**"[Datadog: Unified Logs, Metrics & Traces for Real-Time Visibility and Faster Debugging](https://www.g2.com/survey_responses/datadog-review-13049319)"**

**Rating:** 4.5/5.0 stars
*— Anshul S.*

[Read full review](https://www.g2.com/survey_responses/datadog-review-13049319)

---

**"[Faster incident detection and root-cause analysis, leading to better customer experience.](https://www.g2.com/survey_responses/datadog-review-12850013)"**

**Rating:** 4.5/5.0 stars
*— Bertrand P.*

[Read full review](https://www.g2.com/survey_responses/datadog-review-12850013)

---


#### What Are G2 Users Discussing About Datadog?

- [How good is Datadog?](https://www.g2.com/discussions/how-good-is-datadog)
- [Does Datadog use AWS?](https://www.g2.com/discussions/does-datadog-use-aws) - 2 comments
- [What can Datadog monitor?](https://www.g2.com/discussions/what-can-datadog-monitor)
- [What is the use of Datadog?](https://www.g2.com/discussions/what-is-the-use-of-datadog) - 3 comments

### 2. [IBM Concert platform](https://www.g2.com/products/ibm-concert-platform/reviews)
IBM Concert® is an agentic IT Ops platform that creates an adaptable, unified operational layer across your environment. It connects signals, generates shared context, and coordinates action across teams and tools, so your entire system operates as one. With cross-domain intelligence, Concert helps you reduce risk, maintain business continuity, improve performance, and optimize cost across the stack. Powered by agentic AI, it surfaces what matters, prioritizes business impact, and orchestrates action through governed workflows. 


**Average Rating:** 4.2/5.0
**Total Reviews:** 23

**Who Is the Company Behind IBM Concert platform?**

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Company Website:** https://www.ibm.com
- **Year Founded:** 1911
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @IBMSecurity (74,660 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1009/ (328,202 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 43% Small-Business, 35% Mid-Market


#### What Are IBM Concert platform's Pros and Cons?

**Pros:**

- Ease of Use (13 reviews)
- Insights (11 reviews)
- Automation (8 reviews)
- Easy Setup (8 reviews)
- Problem Solving (5 reviews)

**Cons:**

- Learning Difficulty (6 reviews)
- Complex Setup (4 reviews)
- Learning Curve (4 reviews)
- Integration Issues (3 reviews)
- Limited Customization (3 reviews)


### What Do G2 Reviewers Say About IBM Concert platform?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **ease of use** of IBM Concert, appreciating its seamless integration and intuitive interface for efficient operations.
- Users appreciate the **AI-driven insights** of IBM Concert, enabling focused vulnerability prioritization and faster root cause analysis.
- Users value the **automation capabilities** of IBM Concert, allowing teams to focus on high-priority tasks effortlessly.
- Users praise the **easy setup** of IBM Concert, which simplifies initial configuration and enhances overall productivity.
- Users value the **clarity and actionable insights** from IBM Concert, enhancing problem solving and efficiency in management.

**Cons:**

- Users find the **learning difficulty** to be a barrier due to the complex interface and advanced features.
- Users find the **complex setup** of IBM Concert challenging, requiring significant time and effort for proper integration.
- Users find the **learning curve challenging** , often feeling overwhelmed by the platform's complexity and initial setup.
- Users face **integration issues** with IBM Concert, noting the need for smoother connections and clearer onboarding guidance.
- Users desire more **customization options** for dashboards and reports to enhance the IBM Concert platform's flexibility.

#### What Are Recent G2 Reviews of IBM Concert platform?

**"[Unified Dashboard with Streamlined Prioritization](https://www.g2.com/survey_responses/ibm-concert-platform-review-12394702)"**

**Rating:** 4.0/5.0 stars
*— Kumar R U B.*

[Read full review](https://www.g2.com/survey_responses/ibm-concert-platform-review-12394702)

---

**"[IBM Concert Speeds Up Risk Management and Issue Detection with AI](https://www.g2.com/survey_responses/ibm-concert-platform-review-12865276)"**

**Rating:** 5.0/5.0 stars
*— manjusha l.*

[Read full review](https://www.g2.com/survey_responses/ibm-concert-platform-review-12865276)

---



### 3. [Mezmo](https://www.g2.com/products/mezmo/reviews)
Telemetry data is now overwhelming—noisy, slow, and expensive. Mezmo’s Active Telemetry delivers live, high-context observability that cuts the noise, slashes cost, and powers fast iteration, by tapping into logs, metrics, and traces—and acting on them the moment they’re created. Mezmo’s Active Telemetry Platform is powered by three unique capabilities: Active Engagement—giving Developers and AI agents on-demand access to the live data they need; Active Routing—letting users direct relevant, contextualized telemetry where it’s needed most; and Active Analysis—enabling in-stream, context-based decisions as data is generated.


**Average Rating:** 4.6/5.0
**Total Reviews:** 213

**Who Is the Company Behind Mezmo?**

- **Seller:** [Mezmo](https://www.g2.com/sellers/mezmo)
- **Year Founded:** 2015
- **HQ Location:** San Jose, California
- **Twitter:** @mezmodata (1,733 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/mezmo/ (61 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** Software Engineer, CTO
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 64% Small-Business, 32% Mid-Market


#### What Are Mezmo's Pros and Cons?

**Pros:**

- Ease of Use (5 reviews)
- Log Management (5 reviews)
- Monitoring (5 reviews)
- Real-time Monitoring (5 reviews)
- Efficiency Improvement (4 reviews)

**Cons:**

- UX Improvement (3 reviews)
- Complex Setup (2 reviews)
- Expensive (2 reviews)
- Learning Difficulty (2 reviews)
- Log Management (2 reviews)


### What Do G2 Reviewers Say About Mezmo?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find Mezmo's **ease of use** exceptional, streamlining log collection and analysis across systems effortlessly.
- Users appreciate the **ease of log collection, processing, and analysis** with Mezmo’s intuitive interface and real-time features.
- Users value Mezmo for its **easy log monitoring** , which streamlines incident response and data management across systems.
- Users value the **real-time monitoring** of Mezmo, enhancing incident response and log analysis efficiency significantly.
- Users experience a significant **efficiency improvement** with Mezmo, enhancing productivity and streamlining log management processes.

**Cons:**

- Users find the **UX improvement necessary** , citing complexity in design and difficulty accessing essential documentation.
- Users note that the **complex setup** of Mezmo requires significant expertise and resources for effective implementation and maintenance.
- Users find the **costs prohibitive** as pricing increases with log volume and minimum tiers rise unexpectedly.
- Users find the **learning difficulty** of Mezmo challenging at first, but improvements have been made over time.
- Users express frustration with the **inflexibility in log levels** , making it challenging to use standard logging practices.

#### What Are Recent G2 Reviews of Mezmo?

**"[Mezmo has helped our security operations as far as speed, efficiency, and integrations available](https://www.g2.com/survey_responses/mezmo-review-11110311)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Telecommunications*

[Read full review](https://www.g2.com/survey_responses/mezmo-review-11110311)

---

**"[Streamlined Log Management and Observability with Mezmo](https://www.g2.com/survey_responses/mezmo-review-11670560)"**

**Rating:** 5.0/5.0 stars
*— Nilansh B.*

[Read full review](https://www.g2.com/survey_responses/mezmo-review-11670560)

---


#### What Are G2 Users Discussing About Mezmo?

- [What does LogDNA do?](https://www.g2.com/discussions/what-does-logdna-do)
- [Is LogDNA open source?](https://www.g2.com/discussions/is-logdna-open-source) - 1 comment
- [What is the use of log DNA?](https://www.g2.com/discussions/what-is-the-use-of-log-dna)
- [How do you use LogDNA?](https://www.g2.com/discussions/how-do-you-use-logdna) - 1 comment

### 4. [Cribl](https://www.g2.com/products/cribl-2026-07-02/reviews)
**Average Rating:** 4.4/5.0
**Total Reviews:** 9

**Who Is the Company Behind Cribl?**

- **Seller:** [Cribl](https://www.g2.com/sellers/cribl)
- **Year Founded:** 2018
- **HQ Location:** San Francisco, CA
- **Twitter:** @cribl_io (2,388 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/cribl (1,226 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Enterprise, 30% Mid-Market



#### What Are Recent G2 Reviews of Cribl?

**"[Efficient Log Consolidation, but Limited Analytical Depth](https://www.g2.com/survey_responses/cribl-review-9815270)"**

**Rating:** 5.0/5.0 stars
*— Satyendra S.*

[Read full review](https://www.g2.com/survey_responses/cribl-review-9815270)

---

**"[Challenging various types of data repositories](https://www.g2.com/survey_responses/cribl-review-9770489)"**

**Rating:** 4.5/5.0 stars
*— Mohamed A.*

[Read full review](https://www.g2.com/survey_responses/cribl-review-9770489)

---



### 5. [Middleware](https://www.g2.com/products/middleware/reviews)
Middleware is a full-stack observability platform designed to help users monitor and debug their applications by consolidating all metrics, logs, and traces into a single unified timeline. This solution is particularly beneficial for developers and DevOps teams, as it allows them to identify root causes of issues and resolve them in real time. By breaking down data silos, Middleware enhances visibility across various components of an application, ultimately leading to reduced downtime and improved user experiences. The target audience for Middleware includes businesses of all sizes, from startups to large enterprises, that rely on complex software infrastructures. These organizations often face challenges in monitoring their applications effectively, especially when dealing with multiple data sources. Middleware addresses these challenges by providing a comprehensive suite of monitoring tools that cater to diverse use cases. For instance, teams can leverage log monitoring to track application performance, while real-time monitoring capabilities ensure that any anomalies are detected and addressed promptly. Key features of Middleware include log monitoring, application performance management (APM), infrastructure monitoring, and synthetic monitoring. The unified dashboard is a standout feature, allowing users to view all relevant data—metrics, logs, and traces—consolidated in one place. This holistic view simplifies the debugging process, enabling teams to quickly pinpoint issues and implement solutions. Additionally, Middleware offers alerting and notification functionalities that keep users informed of critical events, ensuring that they can respond to potential problems before they escalate. Root-cause analysis is another essential aspect of Middleware, empowering teams to investigate and understand the underlying factors contributing to application issues. This feature not only aids in immediate problem resolution but also helps in preventing similar issues from arising in the future. Furthermore, the integration of LLM observability enhances the platform's capabilities, providing deeper insights into application behavior and performance. Overall, Middleware stands out in the observability landscape by offering a comprehensive, user-friendly platform that integrates various monitoring tools into a cohesive experience. Its focus on real-time insights and root-cause analysis makes it a valuable asset for organizations looking to optimize their software performance and enhance user satisfaction.


**Average Rating:** 4.7/5.0
**Total Reviews:** 54

**Who Is the Company Behind Middleware?**

- **Seller:** [Middleware](https://www.g2.com/sellers/middleware)
- **Company Website:** https://middleware.io/
- **Year Founded:** 2014
- **HQ Location:** San Francisco, California
- **Twitter:** @middleware_labs (301 Twitter followers)
- **LinkedIn® Page:** https://linkedin.com/company/middleware-labs (56 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 73% Small-Business, 16% Enterprise


#### What Are Middleware's Pros and Cons?

**Pros:**

- Monitoring (22 reviews)
- Ease of Use (21 reviews)
- Real-time Monitoring (21 reviews)
- Dashboard Usability (16 reviews)
- Easy Setup (16 reviews)

**Cons:**

- Integration Issues (14 reviews)
- Configuration Complexity (9 reviews)
- Learning Curve (9 reviews)
- Learning Difficulty (8 reviews)
- Complex Setup (7 reviews)


### What Do G2 Reviewers Say About Middleware?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **unified, real-time dashboard** of Middleware, simplifying monitoring and enhancing efficiency across environments.
- Users value the **ease of use** of Middleware, praising its intuitive dashboard and quick setup for efficient workflows.
- Users value the **real-time monitoring** of Middleware, enabling quick diagnosis and seamless integration for efficient operations.
- Users find the **unified, real-time dashboard** of Middleware essential for quick issue diagnosis and streamlined DevOps workflows.
- Users value the **easy setup** of Middleware, allowing teams to quickly onboard and gain insights seamlessly.

**Cons:**

- Users experience **integration issues** with Middleware, particularly with advanced features and lesser-known cloud providers needing extra configuration.
- Users find the **configuration complexity** challenging initially, but support helps ease the learning curve over time.
- Users experience a **steep learning curve** with Middleware, requiring time to become familiar with its features and integrations.
- Users find the **learning difficulty** of Middleware challenging, particularly for those new to observability tools and APM concepts.
- Users find the **complex setup** challenging, especially during initial onboarding and manual configuration of integrations.

#### What Are Recent G2 Reviews of Middleware?

**"[Improved visibility into performance after deployments](https://www.g2.com/survey_responses/middleware-review-12380659)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Information Technology and Services*

[Read full review](https://www.g2.com/survey_responses/middleware-review-12380659)

---

**"[Powerful Monitoring Platform with Smooth Integration](https://www.g2.com/survey_responses/middleware-review-11564158)"**

**Rating:** 4.5/5.0 stars
*— Mohil M.*

[Read full review](https://www.g2.com/survey_responses/middleware-review-11564158)

---



### 6. [Bindplane Enterprise](https://www.g2.com/products/bindplane-enterprise/reviews)
Bindplane Enterprise is a production-grade telemetry pipeline platform that helps organizations collect, process, and route observability and security data, at scale, using OpenTelemetry. Built for enterprise DevOps and security teams, Bindplane centralizes telemetry pipelines across logs, metrics, and traces. It enables teams to standardize on OpenTelemetry, reduce vendor lock-in, and control data flow across complex environments. With Bindplane, teams can ingest data from any source, transform and enrich it in real time, and route it to any destination, including platforms like Splunk, Datadog, and Google Cloud, without rebuilding pipelines or duplicating effort. Designed for large-scale production environments, Bindplane provides the flexibility, control, and automation required to manage modern telemetry pipelines efficiently and cost-effectively.


**Average Rating:** 4.6/5.0
**Total Reviews:** 12

**Who Is the Company Behind Bindplane Enterprise?**

- **Seller:** [observIQ](https://www.g2.com/sellers/observiq)
- **Year Founded:** 2020
- **HQ Location:** Grand Rapids, US
- **LinkedIn® Page:** https://www.linkedin.com/company/observiq/ (22 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Small-Business, 25% Enterprise



#### What Are Recent G2 Reviews of Bindplane Enterprise?

**"[Easy setup and monitoring of linux box and web application](https://www.g2.com/survey_responses/bindplane-enterprise-review-4935899)"**

**Rating:** 5.0/5.0 stars
*— Jeff A.*

[Read full review](https://www.g2.com/survey_responses/bindplane-enterprise-review-4935899)

---

**"[ObservIQ - Seriously Easy To Use](https://www.g2.com/survey_responses/bindplane-enterprise-review-5005704)"**

**Rating:** 4.5/5.0 stars
*— Erik A.*

[Read full review](https://www.g2.com/survey_responses/bindplane-enterprise-review-5005704)

---


#### What Are G2 Users Discussing About Bindplane Enterprise?

- [What is observIQ used for?](https://www.g2.com/discussions/what-is-observiq-used-for)
- [What is Blue Medora BindPlane used for?](https://www.g2.com/discussions/what-is-blue-medora-bindplane-used-for)

### 7. [CloudFabrix](https://www.g2.com/products/cloudfabrix/reviews)
Data-centric AIOps Platform for Hybrid Deployments Powered by Robotic Data Automation Fabric (RDAF) Enabling the Autonomous Enterprise! - CloudFabrix was founded on a deep desire to enable Autonomous Enterprises. As we interviewed several big and small enterprises, one thing became very apparent. As Digital businesses were becoming more complex and abstract, it was impossible for traditional data management disciplines and frameworks to meet these requirements. As we dug deeper, 3 building blocks emerged as key pillars for embarking on a autonomous enterprise journey – the enterprise needed to adopt 1) Data-First 2) AI-First and 3) Automate Everywhere strategy. CloudFabrix AIOps platform provides the following services. 1) Alert Noise Reduction 2) Incident Management 3) Predictive Analytics & Anomaly Detection 4) FinOps/Asset Intelligence & Analytics 5) Log Intelligence. CloudFabrix Platform powered by RDAF has six differentiating pillars. 1) Data fabric for data integration & automation 2) Low Code/No Code Observability Pipelines to aggregate, transform, enrich correlate and route 3) Continuous Learning for explainable AI/ML models & transformers 4) AIOps as a service for multi-tenant, distributed hybrid consumption 5) Observability Dashboards for full stack observability insights 6) Full Stack Mappings for dependency and impact data model and maps CloudFabrix empowers IT leaders and operations personnel with actionable intelligence to make faster and better decisions. CloudFabrix is headquartered in Pleasanton, CA with branch offices in India and the United Kingdom.


**Average Rating:** 4.8/5.0
**Total Reviews:** 10

**Who Is the Company Behind CloudFabrix?**

- **Seller:** [CloudFabrix Software](https://www.g2.com/sellers/cloudfabrix-software)
- **Year Founded:** 2015
- **HQ Location:** Pleasanton, California
- **Twitter:** @CloudFabrix (4 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/fabrix.ai (118 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software
- **Company Size:** 50% Mid-Market, 30% Small-Business



#### What Are Recent G2 Reviews of CloudFabrix?

**"[Best platform for datacentric AIOps](https://www.g2.com/survey_responses/cloudfabrix-review-9898363)"**

**Rating:** 5.0/5.0 stars
*— Deepak T.*

[Read full review](https://www.g2.com/survey_responses/cloudfabrix-review-9898363)

---

**"[Very easy to build data and analytics pipelines with CloudFabrix's RDA platform and its data bots](https://www.g2.com/survey_responses/cloudfabrix-review-7162497)"**

**Rating:** 5.0/5.0 stars
*— Palaniappan S.*

[Read full review](https://www.g2.com/survey_responses/cloudfabrix-review-7162497)

---


#### What Are G2 Users Discussing About CloudFabrix?

- [What is CloudFabrix Software used for?](https://www.g2.com/discussions/what-is-cloudfabrix-software-used-for)

### 8. [Edge Delta](https://www.g2.com/products/edge-delta/reviews)
Detect every anomaly and resolve production issues in minutes. In the past, keeping your applications up and running meant defining monitors for every potential issue. When an alert fired, you had to sift through logs looking for a "needle in the haystack." This was not only a painful process, but it took time away from building new features. Edge Delta is a new way to do observability. Our AI platform monitors your services, alerts you when something is wrong, and guides root-cause analysis. Now, you can see every issue and know right away how to fix it. View demo at: https://edge-delta.navattic.com/5g1703yt


**Average Rating:** 4.4/5.0
**Total Reviews:** 7

**Who Is the Company Behind Edge Delta?**

- **Seller:** [Edge Delta](https://www.g2.com/sellers/edge-delta)
- **Year Founded:** 2018
- **HQ Location:** Seattle, Washington, United States
- **Twitter:** @edge_delta (453 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/edgedelta/ (92 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 57% Mid-Market, 29% Small-Business



#### What Are Recent G2 Reviews of Edge Delta?

**"[Good Experience](https://www.g2.com/survey_responses/edge-delta-review-9548997)"**

**Rating:** 4.0/5.0 stars
*— Verified User in Computer Software*

[Read full review](https://www.g2.com/survey_responses/edge-delta-review-9548997)

---

**"[Good experience](https://www.g2.com/survey_responses/edge-delta-review-9514828)"**

**Rating:** 5.0/5.0 stars
*— Mateus S.*

[Read full review](https://www.g2.com/survey_responses/edge-delta-review-9514828)

---



### 9. [SolarWinds Observability](https://www.g2.com/products/solarwinds-worldwide-llc-solarwinds-observability/reviews)
SolarWinds® Observability is a comprehensive full-stack observability solution designed to meet the diverse needs of modern organizations, regardless of their size. This solution provides deep visibility into hybrid ecosystems, enabling users to monitor and manage both on-premises and cloud environments effectively. By optimizing performance and ensuring availability across distributed hybrid IT infrastructures, SolarWinds Observability supports organizations in navigating the complexities of their IT environments. Targeted at IT professionals and organizations that require robust monitoring capabilities, SolarWinds Observability caters to a wide range of use cases. It is particularly beneficial for businesses operating in hybrid environments, where the integration of on-premises and cloud resources is essential. The solution allows users to gain a holistic view of their networks, applications, databases, and user experiences, thereby facilitating better decision-making and operational efficiency. This is especially crucial in today’s fast-paced digital landscape, where downtime can significantly impact service reliability and customer satisfaction. One of the standout features of SolarWinds Observability is its built-in intelligence powered by AIOps capabilities. This functionality accelerates issue remediation by enabling users to detect, troubleshoot, and resolve problems more efficiently. The advanced predictive analysis and anomaly-based alerts help organizations proactively address potential issues before they escalate, ultimately reducing downtime and enhancing service reliability. Additionally, the solution's log pattern analysis further streamlines the troubleshooting process, allowing IT teams to focus on strategic initiatives rather than being bogged down by operational challenges. SolarWinds Observability offers flexibility in deployment, providing users with the option to choose between self-hosted and SaaS models. The self-hosted option integrates seamlessly with other SolarWinds services, such as security and storage monitoring, while the SaaS option is tailored for deeper monitoring of custom and cloud-based applications. This adaptability ensures that organizations can select the deployment method that best aligns with their operational needs and infrastructure. Moreover, SolarWinds Observability stands out by consolidating multiple monitoring tools into a single, integrated solution. This not only simplifies the monitoring process but also helps organizations reduce costs associated with managing disparate systems. By offering comprehensive visibility across hybrid IT environments, SolarWinds Observability empowers organizations to optimize their operations and enhance overall performance.


**Average Rating:** 4.3/5.0
**Total Reviews:** 817

**Who Is the Company Behind SolarWinds Observability?**

- **Seller:** [SolarWinds Worldwide LLC](https://www.g2.com/sellers/solarwinds-worldwide-llc)
- **Company Website:** https://www.solarwinds.com
- **Year Founded:** 1999
- **HQ Location:** Austin, TX
- **Twitter:** @solarwinds (19,570 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/166039/ (2,824 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** Network Engineer, Network Administrator
- **Top Industries:** Information Technology and Services, Hospital & Health Care
- **Company Size:** 44% Enterprise, 36% Mid-Market


#### What Are SolarWinds Observability's Pros and Cons?

**Pros:**

- User Interface (41 reviews)
- Alerting System (22 reviews)
- Ease of Use (21 reviews)
- Monitoring (21 reviews)
- Visibility (21 reviews)

**Cons:**

- Learning Curve (13 reviews)
- Poor Customer Support (12 reviews)
- Usability Issues (11 reviews)
- Expensive (10 reviews)
- Licensing Issues (9 reviews)


### What Do G2 Reviewers Say About SolarWinds Observability?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **intuitive user interface** of SolarWinds, enhancing the management and visibility of network performance.
- Users value the **automation of tasks and alerts** , enhancing efficiency and proactive issue resolution without human intervention.
- Users highlight the **intuitive interface** of SolarWinds Observability, making setup and monitoring remarkably easy and effective.
- Users appreciate the **comprehensive visibility** provided by SolarWinds Observability, streamlining performance management across diverse platforms.
- Users love the **visibility provided by unified dashboards** , making monitoring and troubleshooting systems much more efficient.

**Cons:**

- Users experience a **significant learning curve** when trying to fully utilize the advanced features and integrations.
- Users report **poor customer support** from SolarWinds Observability, leading to unresolved issues and frustrated troubleshooting experiences.
- Users experience **usability issues** with SolarWinds Observability, including a cluttered interface and a steep learning curve.
- Users often find the **pricing steep** , particularly when scaling up for larger environments or additional features.
- Users find the **licensing issues** complex and costly, suggesting the need for simplified and affordable options.

#### What Are Recent G2 Reviews of SolarWinds Observability?

**"[Powerful, Scalable Monitoring with Strong Integrations and AI-Driven Insights](https://www.g2.com/survey_responses/solarwinds-observability-review-12939607)"**

**Rating:** 5.0/5.0 stars
*— Marc R.*

[Read full review](https://www.g2.com/survey_responses/solarwinds-observability-review-12939607)

---

**"[Powerful Database Observability](https://www.g2.com/survey_responses/solarwinds-observability-review-12663147)"**

**Rating:** 4.5/5.0 stars
*— Naveen  T.*

[Read full review](https://www.g2.com/survey_responses/solarwinds-observability-review-12663147)

---


#### What Are G2 Users Discussing About SolarWinds Observability?

- [What is SolarWinds Network Performance Monitor used for?](https://www.g2.com/discussions/what-is-solarwinds-network-performance-monitor-used-for) - 2 comments
- [What is SolarWinds NetFlow Traffic Analyzer used for?](https://www.g2.com/discussions/what-is-solarwinds-netflow-traffic-analyzer-used-for) - 1 comment
- [What is SolarWinds Network Configuration Manager used for?](https://www.g2.com/discussions/what-is-solarwinds-network-configuration-manager-used-for)
- [What is SolarWinds Storage Resource Monitor used for?](https://www.g2.com/discussions/what-is-solarwinds-storage-resource-monitor-used-for)
- [What is SolarWinds Log Analyzer used for?](https://www.g2.com/discussions/what-is-solarwinds-log-analyzer-used-for)

### 10. [Apica](https://www.g2.com/products/apica-apica/reviews)
Apica provides agentic-ready infrastructure purpose-built for the AI era. Apica helps enterprises take control of exploding telemetry volumes by providing the pipeline control, metrics foundation, and data readiness that AI agents demand, at up to 40% lower total cost of ownership than legacy observability platforms. Unlike platform-centric solutions that ingest everything indiscriminately and charge at every step, Apica's pipeline-first architecture processes, enriches, and governs telemetry before costly platform ingestion, giving enterprises clean, governed, real-time data without vendor lock-in. Apica Ascent, the only complete telemetry data management product suite purpose-built for agentic AI environments, serves global enterprises across financial services, healthcare, retail, telecommunications, and technology sectors. Recognized as a Visionary in the 2025 Gartner Magic Quadrant for Observability Platforms. Learn more at www.apica.io or visit docs.apica.io.


**Average Rating:** 4.2/5.0
**Total Reviews:** 15

**Who Is the Company Behind Apica?**

- **Seller:** [Apica](https://www.g2.com/sellers/apica)
- **Year Founded:** 2005
- **HQ Location:** Stockholm, SE
- **LinkedIn® Page:** https://www.linkedin.com/company/apica-ab/ (83 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 47% Mid-Market, 33% Enterprise


#### What Are Apica's Pros and Cons?

**Pros:**

- Ease of Use (3 reviews)
- Real-time Monitoring (3 reviews)
- Data Analysis (2 reviews)
- Easy Setup (2 reviews)
- Issue Detection (2 reviews)

**Cons:**

- Limited Features (2 reviews)
- Missing Features (2 reviews)
- Complex Setup (1 reviews)
- Cost Issues (1 reviews)
- Difficult Customization (1 reviews)


### What Do G2 Reviewers Say About Apica?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **ease of use** of Apica, enabling non-technical users to effortlessly create and run tests.
- Users value the **real-time monitoring capabilities** of Apica, enhancing performance evaluation and decision-making for web applications.
- Users value the **comprehensive data analysis** in Apica, enabling insight into system performance and identifying opportunities.
- Users find **easy setup** with Apica LoadTest, facilitating seamless load testing without complex configurations.
- Users find **issue detection** in Apica effective, enabling quick identification and management of system opportunities and concerns.

**Cons:**

- Users note that Apica has **limited features** , which may hinder customization and adaptability for specific needs.
- Users find **missing features** in Apica, suggesting it lacks comprehensive tools during the trial phase for effective evaluation.
- Users find the **complex setup** of Apica requires time to learn, which can delay production readiness.
- Users note the **high cost** of Apica, which may be prohibitive for smaller firms with limited budgets.
- Users find **difficult customization** in Apica challenging, needing time to learn and adapt before full deployment.

#### What Are Recent G2 Reviews of Apica?

**"[Need to start monitoring?](https://www.g2.com/survey_responses/apica-review-8765673)"**

**Rating:** 4.0/5.0 stars
*— Mrinal C.*

[Read full review](https://www.g2.com/survey_responses/apica-review-8765673)

---

**"[Circonus: Infrastructure Monitoring without the Hardware Hassle](https://www.g2.com/survey_responses/apica-review-8783911)"**

**Rating:** 5.0/5.0 stars
*— Desmond C.*

[Read full review](https://www.g2.com/survey_responses/apica-review-8783911)

---


#### What Are G2 Users Discussing About Apica?

- [What is Circonus used for?](https://www.g2.com/discussions/what-is-circonus-used-for)

### 11. [Observo](https://www.g2.com/products/observo/reviews)
Observo AI was created to help Security and DevOps teams solve their biggest telemetry data problems. We use AI-based technology to help you harness your telemetry data, route it to destinations where it has the most value, supercharge your team productivity, and amplify security and observability while limiting risk. Observo.ai helps you reduce security and observability costs by 50% or more while resolving incidents more than 40% faster.


**Average Rating:** 5.0/5.0
**Total Reviews:** 1

**Who Is the Company Behind Observo?**

- **Seller:** [observo.ai](https://www.g2.com/sellers/observo-ai)
- **Year Founded:** 2022
- **HQ Location:** Silicon Valley, CA
- **LinkedIn® Page:** https://www.linkedin.com/company/observo-ai/ (14 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Enterprise



#### What Are Recent G2 Reviews of Observo?

**"[Security](https://www.g2.com/survey_responses/observo-review-9571549)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Market Research*

[Read full review](https://www.g2.com/survey_responses/observo-review-9571549)

---



### 12. [Vector By Datadog](https://www.g2.com/products/vector-by-datadog/reviews)
A lightweight, ultra-fast tool for building observability pipelines


**Average Rating:** 3.5/5.0
**Total Reviews:** 1

**Who Is the Company Behind Vector By Datadog?**

- **Seller:** [Datadog](https://www.g2.com/sellers/datadog)
- **Year Founded:** 2010
- **HQ Location:** New York
- **Twitter:** @datadoghq (51,207 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1066442/ (9,386 employees on LinkedIn®)
- **Ownership:** NASDAQ: DDOG

**Who Uses This Product?**
- **Company Size:** 100% Enterprise





### 13. [Auguria](https://www.g2.com/products/auguria/reviews)
Auguria is revolutionizing security data management and analysis by leveraging the latest data ingestion techniques and bleeding edge proprietary analytical technologies. Auguria provides a data platform that empowers modern security analysts to operate at an unparalleled level of efficiency and effectiveness. By combining cutting-edge technology with our commitment to innovation, we strive to enable our clients to make informed decisions and stay ahead of potential threats while cutting costs and improving efficiencies.



**Who Is the Company Behind Auguria?**

- **Seller:** [Auguria](https://www.g2.com/sellers/auguria)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 14. [Axoflow](https://www.g2.com/products/axoflow/reviews)
More than a data pipeline, Axoflow is an autonomous data layer for SecOps delivering better security outcomes at reduced cost with better data. With AI-based autonomy, not just a chatbot, investigations are 70% faster, SIEM spend is 50% lower, and pipeline maintenance is near zero. Axoflow Platform consists of a pipeline for collection, classification, normalization, and any source to any destination routing of security data, tiered storage solutions with federated search, and a control plane to monitor and manage pipeline performance. We use AI inside the Autonomous Data Layer to keep your security data clean, well-structured, and explainable – so your SOC tools and teams can make better decisions.



**Who Is the Company Behind Axoflow?**

- **Seller:** [Axoflow](https://www.g2.com/sellers/axoflow)
- **HQ Location:** New York, New York, United States
- **LinkedIn® Page:** https://www.linkedin.com/company/axoflow/ (35 employees on LinkedIn®)






### 15. [Calyptia Core](https://www.g2.com/products/calyptia-core/reviews)
Powered by Fluent Bit, Calyptia Core simplifies your observability efforts with a click-and-drag approach to telemetry pipeline management and configuration.



**Who Is the Company Behind Calyptia Core?**

- **Seller:** [Palo Alto Networks](https://www.g2.com/sellers/palo-alto-networks)
- **Year Founded:** 2005
- **HQ Location:** Santa Clara, CA
- **Twitter:** @PaloAltoNtwks (128,951 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/30086/ (22,313 employees on LinkedIn®)
- **Ownership:** NYSE: PANW






### 16. [Enroute](https://www.g2.com/products/saaras-inc-enroute/reviews)
Next-Gen Kubernetes Native API Gateway built on Envoy Proxy


**Average Rating:** 5.0/5.0
**Total Reviews:** 1

**Who Is the Company Behind Enroute?**

- **Seller:** [Saaras](https://www.g2.com/sellers/saaras)
- **Year Founded:** 2018
- **HQ Location:** San Francisco Bay Area, US
- **LinkedIn® Page:** https://linkedin.com/company/saarasio/ (3 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market



#### What Are Recent G2 Reviews of Enroute?

**"[Amazing Software Company](https://www.g2.com/survey_responses/enroute-review-8699424)"**

**Rating:** 5.0/5.0 stars
*— Beau K.*

[Read full review](https://www.g2.com/survey_responses/enroute-review-8699424)

---



### 17. [Falcon Onum](https://www.g2.com/products/falcon-onum/reviews)
Falcon Onum is a real-time, security-native data pipeline and telemetry control platform that ingests, filters, enriches, and routes data in motion before it reaches SIEMs, data lakes, analytics platforms, and AI systems. Built for modern IT, SecOps, and SecDataOps teams, Onum enables organizations to reduce noise, control ingestion costs, accelerate migrations, and deliver high-fidelity, context-rich telemetry across heterogeneous environments. Unlike generic observability pipelines, Falcon Onum is purpose-built for security and IT use cases, with in-pipeline transformation, enrichment, masking, aggregation, and policy-based routing that ensures downstream systems receive the right data in the right format at the right time. Organizations use Onum to modernize legacy SIEM architectures, eliminate brittle point-to-point integrations, optimize storage spend, and create an AI-ready data foundation that improves detection accuracy and investigative speed. Designed for scale, flexibility, and ecosystem openness, Falcon Onum empowers enterprises to shape once and deliver anywhere — while maintaining full control over their security telemetry lifecycle.



**Who Is the Company Behind Falcon Onum?**

- **Seller:** [CrowdStrike](https://www.g2.com/sellers/crowdstrike)
- **Year Founded:** 2011
- **HQ Location:** Sunnyvale, CA
- **Twitter:** @CrowdStrike (110,809 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/2497653/ (11,343 employees on LinkedIn®)
- **Ownership:** NASDAQ: CRWD






### 18. [Grepr Intelligent Observability Data Engine](https://www.g2.com/products/grepr-intelligent-observability-data-engine/reviews)
GREPR: Eliminate telemetry noise without the pain. Grepr is an autonomous telemetry pipeline, built for the AI era, that automatically eliminates 90% of your telemetry noise and cuts observability TCO by 75% without toilsome rules to write for Engineering, impacts to dashboards or alerts, or tool migrations. Grepr detects millions of log patterns, trace signatures, and metric trends dynamically, instead of relying on static rules. It sits between your telemetry sources and the observability platforms you already run: Datadog, New Relic, Splunk, Dynatrace, Grafana, CloudWatch, and OpenTelemetry. One config change points your existing collectors at Grepr, and you are live in about 30 minutes. Most teams have been stuck with two bad options: collect everything and treat a soaring bill as an insurance premium, or hand-build drop rules that go blind mid-incident and bury engineers in toil. Grepr kills the tradeoff. Machine learning separates signal from noise automatically. High-value signal and compressed summaries flow to your observability tools. Every raw byte is preserved in low-cost storage in your own S3 bucket, ready for search, backfill, and compliance. Your dashboards and alerts never notice the difference. WHY OBSERVABILITY BROKE Modern architectures, especially the ones built with AI or for AI, generate far more telemetry and change far faster than anything before them. Gartner projects that by 2028, 80% of enterprises without observability cost controls will overspend by more than 50%. Grepr is how you keep full visibility and still get the bill under control. THREE THINGS GREPR DOES DIFFERENTLY - Instead of manual rules: noise reduction is automatic and dynamic. It evolves with your data. There is nothing to build and nothing to maintain. - Instead of sampling or dropping data: nothing is thrown away for good. All raw telemetry stays accessible for investigations and compliance, and Grepr can backfill it manually or automatically the moment an incident calls for it. - Instead of replacing tools: keep your tools, dashboards, and alerts. Send to multiple vendors at once. No migrations, no re-instrumentation. HOW THE REDUCTION ACTUALLY WORKS - Logs. Grepr's Log Reducer runs real-time clustering across every message, passes through the first few of each new pattern, then aggregates and summarizes the repetitive ones: the noisy heartbeats and the stray debug line someone shipped to prod. Errors and unique messages pass straight through. Noise gets compressed. Raw messages stay queryable in low-cost storage. - Traces. Path-based tail sampling assembles spans by trace ID into complete end-to-end traces, maps each to a structural signature of its exact execution path, buckets by that signature, and samples on uniqueness and performance within each path. Rare paths and anomalies that coarse bucketing loses are kept. Selected traces forward complete with zero missing spans, and every trace is preserved in low-cost storage. You get a far lower sampling rate, lower APM cost, and full application coverage. - Metrics. BUILT FOR THE TEAMS ON THE HOOK FOR COST AND RELIABILITY - Engineering leaders get their engineers back to building the business instead of babysitting observability. - Platform and SRE teams drop the endless routing and filtering rules and get a cleaner signal-to-noise ratio, so troubleshooting is faster when something breaks. - FinOps and cloud cost teams cut a major infrastructure line item without forcing anyone through a platform migration. PROOF - Jitsu cut logging costs by 90% while managing millions of shipments. Their CTO's line: find the needle in the haystack without paying for the haystack. - FOSSA saw a 95% reduction in log volume without changing a thing in their app. - Envoy stopped paying for 90% of log volume that was never doing anything. Engineers changed nothing about how they work, and dashboards and alerts kept working as expected. Trusted by teams including 7-Eleven, Jitsu, FOSSA, Siteimprove, HeartFlow, and Envoy. DEPLOY IT, SECURE IT, RUN IT - Live in 30 minutes. One config change points existing collectors at Grepr. No new infrastructure, no re-instrumentation. - Vendor-neutral. Datadog, New Relic, Splunk, Dynatrace, Grafana, CloudWatch, OpenTelemetry, and more, with simultaneous forwarding to multiple vendors. - Enterprise controls. Role-based access control for auditing and isolation, centralized or decentralized administration with guardrails, a Terraform provider for GitOps upgrades, and Draft and Live views to test config changes before they hit production. - Compliance and access. SOC 2 Type II- and HIPAA-compliant, single sign-on with SAML across most providers including Okta, and a public trust center at trust.grepr.ai. - Flexible hosting. Run Grepr as multi-tenant SaaS or inside your own AWS VPC with no external connections. Point your collectors at Grepr, keep your stack, and pay for signal instead of noise. Start free or book a demo at grepr.ai.



**Who Is the Company Behind Grepr Intelligent Observability Data Engine?**

- **Seller:** [Grepr](https://www.g2.com/sellers/grepr)
- **Company Website:** https://www.grepr.ai
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** https://www.linkedin.com/company/grepr/ (19 employees on LinkedIn®)






### 19. [Netdata](https://www.g2.com/products/netdata/reviews)
Netdata is an AI-driven real-time observability platform that monitors systems, containers, applications, and infrastructure across servers, cloud environments, Kubernetes clusters, and IoT devices. With zero-configuration deployment, Netdata installs instantly, automatically discovers metrics, builds dashboards, and begins monitoring without setup. Netdata AI serves as an intelligent on-call assistant, automatically investigating alerts, correlating anomalies across thousands of metrics, identifying root causes, and explaining incidents with clear, actionable recommendations. By transforming raw telemetry into AI-guided insights, Netdata helps engineering teams move from alert to resolution in minutes instead of hours. The platform collects per-second metrics through 800+ integrations across operating systems, containers, databases, applications, OpenMetrics exporters, StatsD, and logs. Its distributed architecture processes data at the edge, enabling high-resolution monitoring and visibility into short-lived performance issues that traditional monitoring tools often miss. Netdata is available as a scalable SaaS platform with Netdata Cloud or as a private deployment within your own infrastructure, supporting on-prem, private cloud, and air-gapped environments while delivering automated dashboards, ML-based anomaly detection, and real-time troubleshooting.


**Average Rating:** 4.6/5.0
**Total Reviews:** 51

**Who Is the Company Behind Netdata?**

- **Seller:** [Netdata](https://www.g2.com/sellers/netdata)
- **Year Founded:** 2018
- **HQ Location:** San Francisco, US
- **Twitter:** @netdatahq (4,040 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/netdata-cloud/ (79 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 44% Small-Business, 43% Mid-Market


#### What Are Netdata's Pros and Cons?

**Pros:**

- Ease of Use (24 reviews)
- Easy Setup (22 reviews)
- Monitoring (16 reviews)
- Real-time Monitoring (15 reviews)
- User Interface (14 reviews)

**Cons:**

- Missing Features (9 reviews)
- Insufficient Information (7 reviews)
- Limited Compatibility (6 reviews)
- Limited Functionality (6 reviews)
- Resource Limitations (6 reviews)


### What Do G2 Reviewers Say About Netdata?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find Netdata’s **ease of use** exceptional, allowing effortless monitoring and quick insights with minimal setup.
- Users love the **easy setup** of Netdata, enabling quick implementation across multiple servers for effective monitoring.
- Users value the **real-time monitoring** capabilities of Netdata, enabling easy insights and proactive infrastructure management.
- Users value the **real-time monitoring** capabilities of Netdata, enabling proactive management and optimization of system performance.
- Users value the **user-friendly interface** of Netdata, finding it intuitive and visually appealing for all skill levels.

**Cons:**

- Users note that while Netdata has potential, it suffers from **missing features** compared to larger market competitors.
- Users find the **insufficient information** on documentation and Windows support limits their optimal use of Netdata.
- Users note **limited compatibility** with Windows and lack of support for Microsoft products, affecting overall functionality.
- Users note the **limited functionality** of Netdata, especially regarding network analytics and scalability challenges.
- Users find **resource limitations** in Netdata challenging, especially with large data volumes affecting performance and scalability.

#### What Are Recent G2 Reviews of Netdata?

**"[An indispensable solution for central monitoring](https://www.g2.com/survey_responses/netdata-review-12045598)"**

**Rating:** 4.5/5.0 stars
*— Tade S.*

[Read full review](https://www.g2.com/survey_responses/netdata-review-12045598)

---

**"[Easy to Use with Great Real-Time Monitoring and Alerts](https://www.g2.com/survey_responses/netdata-review-12597474)"**

**Rating:** 5.0/5.0 stars
*— Adolfo O.*

[Read full review](https://www.g2.com/survey_responses/netdata-review-12597474)

---



### 20. [ObserveNow](https://www.g2.com/products/observenow/reviews)
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’s integrations available out of the box. Start observing at scale within minutes.



**Who Is the Company Behind ObserveNow?**

- **Seller:** [OpsVerse](https://www.g2.com/sellers/opsverse)
- **Year Founded:** 2021
- **HQ Location:** Redwood City, US
- **LinkedIn® Page:** https://www.linkedin.com/company/opsverse/ (14 employees on LinkedIn®)






### 21. [Onum](https://www.g2.com/products/onum/reviews)
Onum observes and adds value to your data in transit to deliver pure real-time alerts on abnormalities, potential security risks, and system troubles.



**Who Is the Company Behind Onum?**

- **Seller:** [Onum](https://www.g2.com/sellers/onum)
- **Year Founded:** 2022
- **HQ Location:** Madrid, ES
- **LinkedIn® Page:** https://www.linkedin.com/company/onuminc/ (43 employees on LinkedIn®)






### 22. [OpenTelemetry](https://www.g2.com/products/opentelemetry/reviews)
High-quality, ubiquitous, and portable telemetry to enable effective observability



**Who Is the Company Behind OpenTelemetry?**

- **Seller:** [The OpenTelemetry Authors](https://www.g2.com/sellers/the-opentelemetry-authors)
- **Year Founded:** 2019
- **HQ Location:** N/A
- **Twitter:** @opentelemetry (17,584 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/opentelemetry/ (11 employees on LinkedIn®)






### 23. [PacketRanger](https://www.g2.com/products/packetranger/reviews)
Intelligent packet broker that drives management application savings, reduces network congestion, simplifies network administration, and improves data-driven decision making via embedded analytics.



**Who Is the Company Behind PacketRanger?**

- **Seller:** [Tavve](https://www.g2.com/sellers/tavve)
- **HQ Location:** Charlotte, US
- **LinkedIn® Page:** https://www.linkedin.com/company/tavve/ (12 employees on LinkedIn®)






### 24. [Riverbed Flow Gateway](https://www.g2.com/products/riverbed-flow-gateway/reviews)
The Alluvio Flow Gateway is a component of Alluvio NetProfiler. Please refer to the NetProfiler page for more information.



**Who Is the Company Behind Riverbed Flow Gateway?**

- **Seller:** [Riverbed Technology](https://www.g2.com/sellers/riverbed-technology)
- **Year Founded:** 2002
- **HQ Location:** San Francisco, CA
- **Twitter:** @RIVERBED (23,829 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/7796/ (1,589 employees on LinkedIn®)






### 25. [Sawmills](https://www.g2.com/products/sawmills/reviews)
Sawmills is the agentic telemetry management platform for DevOps teams who want full control over the data powering their observability tools. Mills, the agent at the heart of Sawmills, manages the telemetry lifecycle from code, through CI, into production. It surfaces what's driving cost and eroding signal quality, and gives developers self-service fixes they can apply in seconds within guardrails DevOps controls. The result: 60-90% lower observability spend, higher-fidelity signal, and no migration off the stack you already use.



**Who Is the Company Behind Sawmills?**

- **Seller:** [Sawmills](https://www.g2.com/sellers/sawmills)
- **Year Founded:** 2024
- **HQ Location:** N/A
- **LinkedIn® Page:** http://linkedin.com/company/sawmills (22 employees on LinkedIn®)







## What Is Observability Pipeline Software?

[Monitoring Software](https://www.g2.com/categories/monitoring)

## What Software Categories Are Similar to Observability Pipeline Software?

- [Application Performance Monitoring (APM) Tools](https://www.g2.com/categories/application-performance-monitoring-apm)
- [Log Analysis Software](https://www.g2.com/categories/log-analysis)
- [Cloud Infrastructure Monitoring  Software](https://www.g2.com/categories/cloud-infrastructure-monitoring)