# 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:** 27

### Category Stats (Jun 2026)
- **Average Rating**: 4.41/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product**: IBM Concert platform (+0.92%) - Among all products in this category, IBM Concert platform recorded the largest rating increase compared to last month
*Last updated: June 25, 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
- 27+ 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)


---

**Sponsored**

### Sentry

Sentry is an application monitoring and error tracking platform that helps developers identify, debug, and resolve software issues in production environments across web, mobile, desktop, game, and AI-powered applications. The platform captures errors, crashes, and performance problems in real time, providing developers with stack traces, user context, and diagnostic data needed to reproduce and fix bugs. Sentry supports over 100 programming languages and frameworks, including JavaScript, Python, Java, Ruby, PHP, Go, React, Django, and mobile platforms like iOS and Android. Core monitoring capabilities: - Error tracking groups similar errors into issues, showing frequency, affected users, and the exact code location where problems occur - Performance monitoring traces requests through distributed systems to identify slow database queries, API bottlenecks, and code-level performance problems - Session Replay records user interactions leading up to errors, capturing clicks, network activity, and console logs for easier reproduction - Logs captures structured log data from your applications alongside errors and traces, enabling search and filtering by message content, severity level, and custom attributes - AI observability provides visibility into LLM applications, AI agents, and Model Context Protocol servers, tracking prompts, model calls, tool usage, and token consumption Developers integrate Sentry by installing an SDK and adding a few lines of code to their application. The platform automatically captures unhandled exceptions, while developers can manually track custom errors and performance metrics. Sentry processes events in real time, sending alerts through Slack, email, PagerDuty, or other notification channels when issues occur. Additional features and capabilities: - AI-powered debugging through Seer, which analyzes errors to identify root causes and suggest code fixes with high accuracy - Distributed tracing that follows requests across microservices, serverless functions, and third-party APIs to pinpoint failure points - Custom dashboards and alerts for monitoring specific metrics, error rates, or performance thresholds important to each team - Profiling tools that provide code-level visibility into where time is being spent in production, identifying slow functions, call stacks, and performance regressions across backend services and frontend/mobile user flows - Workflow integrations with GitHub, Jira, GitLab, Azure DevOps, and other development tools to create tickets or link errors to commits automatically The platform serves development teams at organizations ranging from individual developers to large enterprises. More than 100,000 organizations use Sentry, processing billions of error events daily. Sentry offers both cloud-hosted and self-hosted deployment options, with pricing tiers based on event volume. A free tier supports small projects and individual developers.



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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:** 708

**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 **user-friendly design** of Datadog, making dashboard setup and analysis seamless and intuitive.
- Users appreciate the **convenient UI integration** of Datadog, enabling effective monitoring and insights across various environments.
- Users appreciate the **real-time monitoring** capabilities of Datadog, enhancing visibility across applications and infrastructure.
- Users appreciate the **ease of use and robust features** of Datadog, enhancing monitoring and management tasks efficiently.
- Users commend the **user-friendly analytics** of Datadog, appreciating its integration and intuitive dashboard creation.

**Cons:**

- Users find the **subscription costs of Datadog too high** , wishing for more affordability and better value for money.
- Users express concerns about **pricing issues** as costs can escalate quickly and unexpectedly, particularly for logs.
- Users face a challenging **learning curve** with Datadog, making it difficult to keep up with new features.
- Users find Datadog's **cost burdensome** , expressing concerns over rapidly increasing and unpredictable pricing structures.
- Users find **learning difficulty** in Datadog, especially new users needing training to navigate its complex features.

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

**"[Easy Datadog Integration with Powerful, Insightful Dashboards](https://www.g2.com/survey_responses/datadog-review-12925009)"**

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

[Read full review](https://www.g2.com/survey_responses/datadog-review-12925009)

---

**"[Unified Observability with Powerful Integrations and Fast Root Cause Analysis](https://www.g2.com/survey_responses/datadog-review-12783228)"**

**Rating:** 4.5/5.0 stars
*— Ravindra N.*

[Read full review](https://www.g2.com/survey_responses/datadog-review-12783228)

---


#### 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 smooth setup and intuitive interface for collaboration.
- Users praise IBM Concert for its **AI-driven insights** , enhancing visibility and prioritizing vulnerabilities effectively for better decision making.
- Users value the **automation capabilities** of IBM Concert, which streamline workflows and reduce operational stress for better focus.
- Users commend the **easy setup** of IBM Concert, allowing smooth initial configuration and efficient monitoring right away.
- Users value the **clear, actionable insights** of IBM Concert, enhancing problem solving and streamlining issue management effectively.

**Cons:**

- Users find the **learning difficulty** with IBM Concert challenging, especially for new users and advanced features.
- Users find the **complex setup** of IBM Concert challenging and time-consuming, hindering initial usability and integration.
- Users face a challenging **learning curve** with IBM Concert, making it difficult to fully utilize its features.
- Users face **integration issues** with IBM Concert, noting the need for smoother and deeper third-party integrations.
- Users desire more **customization options** for dashboards and reports to enhance flexibility and tailor their experience.

#### 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 appreciate the **ease of use** of Mezmo, finding it intuitive and efficient for log management tasks.
- Users value the **ease of log management** in Mezmo, enjoying intuitive filters and real-time access across systems.
- Users value the **easy monitoring capabilities** of Mezmo, streamlining log collection and analysis across systems.
- Users rave about the **real-time monitoring** capabilities of Mezmo, significantly enhancing their incident response efficiency.
- Users praise Mezmo for its **efficiency improvement** , significantly boosting productivity while simplifying log management and analysis.

**Cons:**

- Users find the **UX improvement** necessary, citing a complex design and difficult navigation on the Mezmo website.
- Users note that the **complex setup** of Mezmo requires significant resources and specialized expertise for effective implementation.
- Users are concerned about the **expensive pricing** of Mezmo, especially as log volume and costs increase.
- Users find Mezmo's **learning difficulty** challenging initially, but improvements and support aid implementation over time.
- Users find it frustrating that they cannot submit **regular "log" level** logs, needing to use other log levels instead.

#### 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. [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 praise Middleware for its **seamless monitoring capabilities** , offering unified observability and proactive issue resolution across systems.
- Users enjoy the **ease of use** of Middleware, appreciating its intuitive interface and hassle-free onboarding process.
- Users praise Middleware for its **real-time monitoring** , enhancing visibility and efficiency in managing complex systems.
- Users value the **unified dashboard** of Middleware, which simplifies debugging and provides comprehensive visibility into systems.
- Users appreciate the **easy setup** of Middleware, significantly reducing time spent on configuration and enhancing efficiency.

**Cons:**

- Users experience **integration issues** , finding some configurations slow and requiring extra customization for niche tools.
- Users report **configuration complexity** in Middleware, citing challenges with advanced features and customizations impacting usability.
- Users often struggle with a **steep learning curve** , making it challenging to fully utilize Middleware's advanced features.
- Users experience a **steep learning curve** with Middleware, especially when adapting to its advanced features and integrations.
- Users find the **complex setup** process frustrating, especially due to manual integrations and a steep learning curve.

#### 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)

---



### 5. [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% Mid-Market



#### 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)

### 6. [Cribl Stream](https://www.g2.com/products/cribl-stream/reviews)
Cribl Stream is an observability and data streaming platform for real-time processing of logs, metrics, traces, and observability data that enables the ITops/SRE/SecOps/O11y teams to collect the data they want, shape the data in the formats they need, route the data wherever they want it to go, and replay data on-demand; thereby enabling customers to observe more and spend less, to have choice and flexibility, and to provide control over their data. Get the right data stream to the right destinations, in the right formats, at the right time.


**Average Rating:** 4.3/5.0
**Total Reviews:** 6

**Who Is the Company Behind Cribl Stream?**

- **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:** 71% Enterprise, 29% Small-Business



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

**"[Timetables, knowledge, and the ability to do different](https://www.g2.com/survey_responses/cribl-stream-review-9792139)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Defense & Space*

[Read full review](https://www.g2.com/survey_responses/cribl-stream-review-9792139)

---

**"[Cribl rocks](https://www.g2.com/survey_responses/cribl-stream-review-9771251)"**

**Rating:** 5.0/5.0 stars
*— Dan W.*

[Read full review](https://www.g2.com/survey_responses/cribl-stream-review-9771251)

---



### 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:** 816

**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:**

- Ease of Use (64 reviews)
- Monitoring (63 reviews)
- Monitoring Performance (55 reviews)
- Monitoring Capabilities (51 reviews)
- User Interface (41 reviews)

**Cons:**

- Expensive (35 reviews)
- Learning Curve (21 reviews)
- Integration Issues (20 reviews)
- Complex Setup (19 reviews)
- Configuration Difficulty (18 reviews)


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

**Pros:**

- Users value the **ease of use** of SolarWinds Observability, noting its intuitive interface and simple installation process.
- Users value the **unified view for monitoring** , streamlining troubleshooting and enhancing performance analysis across the infrastructure.
- Users value the **unified visibility** offered by SolarWinds Observability, enhancing monitoring efficiency and troubleshooting speed.
- Users appreciate the **monitoring capabilities** of SolarWinds Observability for efficiently managing and analyzing critical network environments.
- Users praise the **intuitive user interface** of SolarWinds Observability for enhancing monitoring and operational efficiency.

**Cons:**

- Users find the pricing of SolarWinds Observability **expensive for small companies** , despite appreciating its great features.
- Users find the **steep learning curve** for SolarWinds Observability challenging, making initial setup and understanding difficult.
- Users face **integration issues** with SolarWinds Observability, leading to compatibility challenges and a less seamless experience.
- Users find the **complex setup** of SolarWinds Observability to be a significant hurdle requiring extensive technical skills.
- Users find the **configuration difficulty** of SolarWinds Observability a challenge, requiring significant technical expertise for deployment.

#### 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 commend the **ease of use** of Apica, enabling non-technical individuals to efficiently create and run tests.
- Users appreciate the **real-time monitoring** capabilities of Apica, enabling effective evaluation of system performance and issues.
- Users value the **powerful data analysis** of Apica, enabling insights into system opportunities and issues effectively.
- Users value the **easy setup** of Apica, enabling quick integration without the hassle of hardware management.
- Users appreciate the **effective issue detection** capabilities of Apica, enabling timely action and informed decision-making.

**Cons:**

- Users note the **limited features** of Apica, making customization and usability a time-consuming process.
- Users note the **missing features** in Circonus, suggesting a need for broader options during the trial phase.
- Users find the **complex setup** of Apica can be time-consuming and challenging, particularly when customizing for specific needs.
- Users find **cost issues** with Apica LoadTest, making it less accessible for small firms and startups.
- Users find **difficult customization** in Apica, requiring time to adapt and test before effective use in production.

#### 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 is an intelligent observability data engine that reduces log volume and observability costs by up to 95% before data reaches your monitoring backend. Grepr sits between applications and observability tools including Datadog, Splunk, New Relic, Grafana Cloud, CloudWatch, and any OpenTelemetry-compatible stack. The platform uses patented pattern detection to identify repetitive log messages and metric series, then applies logarithmic sampling to cut ingest volume while preserving full-fidelity data for incident investigation. When engineers need to debug, Grepr rehydrates complete log streams for affected traces, so teams keep total visibility without paying to store and index every message. Deployment takes 30 minutes with a one-line configuration change and requires no migration off existing observability tools. Grepr is built for SRE, platform engineering, and DevOps teams managing distributed microservices at companies with 100 or more engineers and significant Datadog, Splunk, or other observability spend.



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

- **Seller:** [Grepr](https://www.g2.com/sellers/grepr)
- **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/ (78 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** remarkable, appreciating its low maintenance and intuitive interface for monitoring metrics.
- Users love the **easy setup** of Netdata, allowing quick integration and control over multiple servers effortlessly.
- Users value the **real-time, granular performance monitoring** of Netdata, enhancing decision-making and infrastructure management.
- Users value the **real-time monitoring** of Netdata, enabling proactive issue resolution and optimized system performance.
- Users appreciate the **user-friendly interface** of Netdata, enjoying its intuitive dashboard and visually appealing presentation.

**Cons:**

- Users note the **missing features** in Netdata compared to competitors, though improvements are being made regularly.
- Users find the **insufficient documentation** on best practices for Netdata's monitors to be a minor drawback.
- Users note the **limited compatibility** of Netdata, particularly with Windows and lack of support for Microsoft products.
- Users note the **limited functionality** of Netdata, especially regarding network analytics and scalability challenges.
- Users face **resource limitations** with Netdata, as it struggles with large data volumes 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/ (1,586 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)