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Observability Software
Observability software enables businesses to analyze and evaluate a system's current state based on the data it generates, such as logs, metrics and traces collected from the endpoints distributed within a multi-cloud environment. The solution helps professionals identify the root cause of anomalies and determine how to resolve them. Read more Read less
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59 results
New Relic is the only unified data platform that empowers engineers to get all telemetry paired with powerful full-stack analysis tools
Learn more about New Relic
New Relic One empowers engineers with a data-driven approach to planning, building, deploying and running software. Offering the only unified data platform that empowers engineers to get all telemetry paired with powerful full-stack analysis tools, New Relic helps engineers get past the what to uncover the why. This improves uptime, reliability and efficiency to deliver exceptional customer experiences that fuel growth. Uncover the why with New Relic.
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
All-in-one Performance Monitoring Tool (SaaS) for DevOps and IT. Monitor Websites, Servers, Apps, Cloud, VMs, Network and more.
Learn more about Site24x7
Site24x7 offers unified cloud monitoring for DevOps and IT operations and monitors the experience of real users accessing websites and applications from desktop and mobile devices. In-depth monitoring capabilities enable DevOps teams to monitor and troubleshoot applications, servers and network infrastructure, including private and public clouds. End-user experience monitoring is done from more than 110 locations across the world and various wireless carriers.
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Don't just monitor your network and application stack; fully observe them with OpManager Plus, the unified observability solution.
Learn more about ManageEngine OpManager Plus
ManageEngine OpManager Plus is an IT operations management software that provides full-stack visibility into your network, applications, and IT infrastructure. It helps you streamline complex IT management processes, such as component monitoring, network configuration and provisioning, switch port management, bandwidth management, and application performance. OpManager Plus, with its advanced AI and ML-based algorithms, also serves as an all-in-one observability platform.
Learn more about ManageEngine OpManager Plus
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Datadog is a service that helps increase uptime and maximize the performance of services through centralized monitoring and alerting.
Datadog is a SaaS-based monitoring, security, and analytics platform for cloud-scale infrastructure, applications, logs, and more. The platform assists organizations in improving agility, increasing efficiency and providing end-to-end visibility across dynamic or high-scale infrastructures. By collecting metrics and events from 400+ out of the box services and technologies, Datadog enables Dev, Sec, and Ops teams to ensure application uptime and accelerate go-to-market efforts.
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Search, analyze, and visualize data from your entire data ecosystem. Monitor, alert, and report on your operations to drive resilience.
Are you ready to take control of your data? Splunk is a customizable data analytics platform that empowers you to investigate, monitor, analyze and act in real-time. With Splunk, you can predict and prevent IT problems, streamline your entire security stack, minimize unplanned downtime, and explore and visualize business processes for increased transparency. Make your organization more resilient with the all-in-one unified security and observability platform.
Learn more about Splunk Enterprise
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
AI-driven test reporting & monitoring tool.
With Test Observability you can automatically identify flaky tests, analyze test failures using AI, and monitor quality with built-in dashboards.
Learn more about BrowserStack
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
End-to-end observability for enterprise IT and MSPs. LogicMonitor’s fully-automated monitoring platform is cloud-first and hybrid ready
LogicMonitor’s SaaS-based observability and IT operations data collaboration platform helps ITOps, developers, MSPs and business leaders gain visibility into and predictability across the technologies that modern organizations depend on to deliver extraordinary employee and customer experiences. LogicMonitor seamlessly monitors everything from networks to applications to the cloud, empowering companies to focus less on troubleshooting and more on innovation.
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Auvik's software simplifies & automates network monitoring & management to give you complete network visibility & control.
Auvik's cloud-based network management software gives you true network visibility and control in under an hour. Real-time network mapping and inventory mean you'll always know exactly what's where, even as your users move. Automated config backup and restore on network devices mean you'll mitigate network risk with no manual effort. And Auvik TrafficInsights shows you who's on the network, which apps they're using, and where their traffic is going.
Learn more about Auvik
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Dynatrace provides software intelligence to simplify cloud complexity and accelerate digital transformation.
Dynatrace is an application performance and lifecycle management solution designed to help retail businesses, financial markets, transportation companies, emergency services, and government bodies monitor and analyze the performance of applications on a unified dashboard. Key features of the platform include anomaly detection, root cause determination, network process monitoring, log entry analysis, cross-team collaboration, AI-assistance, and more among others.
Learn more about Dynatrace
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
AppDynamics enables enterprise digital transformations by actively monitoring, analyzing and optimizing complex applications at scale.
AppDynamics is the Application Intelligence company. With AppDynamics, enterprises have real-time insights into application performance, user performance and business performance so they can move faster in an increasingly sophisticated, software-driven world. AppDynamics integrated suite of applications is built on its innovative, enterprise-grade App iQ Platform that enables customers to make faster decisions that enhance customer engagement and improve operational and business performance.
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Logz.io is the leading open source-based cloud observability platform.
Logz.io is the leading cloud observability platform that enables engineers to use the best open source tools in the market without the complexity of operating, managing, and scaling them. Logz.io offers three products: Log Management built on ELK, Infrastructure Monitoring based on Grafana, and an ELK-based Cloud SIEM. These are offered as fully managed service designed to help engineers monitor, troubleshoot and secure their distributed cloud workloads more effectively.
Learn more about Logz.io
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Sumo Logic delivers the only cloud-native, real-time machine data analytics platform that provides continuous intelligence.
Sumo Logic's next-generation log management and machine data analytics service changes this equation, delivering actionable insights into application and infrastructure operations while dramatically reducing complexity and cost.
Sumo Logic delivers the only cloud-native, real-time machine data analytics platform that provides continuous intelligence.
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Lumigo is the developer-centric troubleshooting platform purpose-built to tackle the most complex issues in production.
Lumigo is the developer-centric troubleshooting platform purpose-built to tackle the most complex issues in production. With a single click, Lumigo automates distributed tracing, tracks issues across every micro and managed service, and illuminates the critical payload data developers need to solve any issue.
Learn more about Lumigo
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Rely on the most widely deployed observability platform available, built on the proven Elastic Stack (also known as the ELK Stack) to c
To effectively monitor and gain insights across your distributed systems, you need to have all your observability data in one stack. Break down silos by bringing together application, infrastructure, and user data into a unified solution for end-to-end observability and alerting.
Rely on the most widely deployed observability platform available, built on the proven Elastic Stack (also known as the ELK Stack) to converge silos, delivering unified visibility and actionable insights.
Learn more about Elastic Observability
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Metaplane is a data observability platform that helps data teams know when things break, what went wrong, and how to fix it.
Metaplane is a data observability platform that helps data teams know when things break, what went wrong, and how to fix it. Built for the modern data stack, we empower data teams to start monitoring data in minutes. We believe data teams deserve the same standard of observability tools used by software engineers. You can think of us as the Datadog for your data stack. Integrations include Snowflake, Redshift, BigQuery, dbt, Looker, Mode, Metabase, Tableau, Postgres, MySQL, Slack, and PagerDuty.
Learn more about Metaplane
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Observability of your AWS resources and applications on AWS and on-premises
CloudWatch is a monitoring and observability service built for DevOps engineers, developers, site reliability engineers (SREs), and IT managers. CloudWatch provides you with data and actionable insights to monitor your applications, respond to system-wide performance changes, optimize resource utilization, and get a unified view of operational health. CloudWatch collects monitoring and operational data in the form of logs, metrics, and events, providing you with a unified view of AWS resources
Learn more about Amazon CloudWatch
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
VMware Aria helps enterprises improve speed of delivery, optimize performance, control costs, and reduce risk.
VMware Aria is a multi-cloud management portfolio that provides a set of end-to-end solutions for managing the cost, performance, configuration, and delivery of infrastructure and applications. Expressly designed for the operational challenges of cloud-native applications and public cloud environments, VMware Aria delivers a new perspective on multi-cloud management.
Learn more about VMware Aria
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
SolarWinds® Papertrail is a cloud-hosted log management tool built for faster troubleshooting of infrastructure & application issues.
SolarWinds Papertrail is a cloud-hosted log management tool designed for faster troubleshooting of infrastructure and application issues. Papertrail lets you consolidate your logs across your environment in one place and track real-time activity to easily diagnose and fix problems. Features such as log aggregation, tail and search, and proactive alert notifications make Papertrail a frustration-free service providing full and instant visibility across all logs. Try it now-no strings attached.
Learn more about Papertrail
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Cloud-based predictive analytics tool.
Cloud-based predictive analytics tool that helps the ISPs monitorate the QoE of their customers and let them anticipate network problems before receiving a complaint.
Learn more about Flashboard
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
{openAudit}, a fusion of the analysis of data lineage and uses of information, to map an information system, and transform it!
Ellipsys is a editor of a SaaS data governance software, {openAudit}, implemented in fifteen large companies.
Technically, it is an automated IS "reverse engineering" solution that analyzes different technical stacks: data processing, data visualization layer, storage, scheduling..
Outputs:
• A dynamic mapping of the IS based on technical data lineage
• Definition of uses of information
• Detection of what is not used to reduce IT debt
• Automatic translation of object/procedural languages
Learn more about openAudit
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Real-time cloud native observability platform to bring all metrics, logs, and traces in one unified timeline to debug issues faster.
Middleware is a real-time cloud observability platform to bring all metrics, logs, and traces in one unified timeline to debug issues faster. It helps you un-silo your data and insights from all your containers, empowers your developers and DevOps to identify root causes and solves issues in real-time. Businesses of all sizes use our platform to reduce downtime and improve the user experience.
Learn more about Middleware
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Only Blue Triangle can uncover your website’s revenue-robbing friction points so you can prioritize solutions for maximum ROI.
Cloud observability platforms give you a good start when finding friction, alerting you of technical issues. But every red light is different, and so is every business opportunity. Only Blue Triangle can answer your critical questions that traditional observability tools alone cannot, like how much revenue is lost due to friction on every page. With Blue Triangle, you’ll know exactly where to focus your resources to resolve issues for maximum ROI.
Learn more about Blue Triangle
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
The Azure Sensor pack is a powerful monitoring extension for PRTG, developed by AutoMonX for monitoring Microsoft Azure resources.
The Azure Sensor pack is a powerful monitoring extension for PRTG, developed by AutoMonX for monitoring Microsoft Azure Cloud Infrastructure.
The product supports auto-discovery and monitoring automation of 49+ different Azure resources, extremely easy to use. Perfect for IT organizations of any size that have business critical applications in Azure.
Learn more about Azure sensor pack
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Edge Delta is an observability automation platform that creates a complete picture of application and service behavior.
Edge Delta takes a modern approach to observability and gives developers and operations teams the ability to understand and control observability data, simplify log management and speed up troubleshooting. Organizations now have access to limitless analytics and unparalleled visibility leading to significant operational efficiencies and predictability that were previously impossible.
Learn more about Edge Delta
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Pre-integrated monitoring and management solution is ideal for service providers and enterprises with distributed operations.
ScienceLogic provides extensive systems management and monitoring functionality for physical and virtual server performance monitoring, diagnostics, and tools, regardless of manufacturer and operating system. Going far beyond auto-discovery, ScienceLogic offers dynamic discovery, an intelligent process that identifies the server make, manufacture, model, and what is running on the server (OS, application, database, etc.), and then automatically applies the correct management template.
Learn more about ScienceLogic
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Observability tool for developers building applications on Serverless infrastructure on AWS Cloud.
With millions of developers building applications on AWS Cloud's Serverless infrastructure, a robust observability strategy has become the need of the hour.
KloudMate makes achieving real-time observability a breeze, with a simple, 2-minute integration process. There is no code to change, or any agents to install.
Developers are able to monitor and debug serverless environments in a matter of minutes!
KloudMate also helps with many other aspects of Cloud Management.
Learn more about KloudMate
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Business intelligence report automation tool that satisfies the requirements of both DevOps engineers and their stakeholders.
Skedler is a report automation tool that converts monitoring dashboards into paginated reports and delivers them to stakeholders on schedule. Available integration for monitoring platforms includes Kibana, Grafana, Logrhythm, Security Onion, and Wazuh.
Skedler was created to allow Ops teams (SecOps, DevOps, ITOps) in MSSPs to be more productive and focus on their areas of expertise.
Skedler users have been able to save at least 10 hours each week.
Learn more about Skedler
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Intuitive and flexible data testing and management suite.
RightData is a self-service application that helps you achieve Data Quality Assurance, Data Integrity Audit and Continuous Data Quality Control with automated validation and reconciliation capabilities.
Learn more about RDt
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Endpoint detection and response tool that assist users with guaranteed state of all endpoints, patching, real-time reporting, and more.
Endpoint detection and response tool that assists users with guaranteed state of all endpoints, patching, real-time reporting, and more.
Learn more about 1E Platform
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
StackState is monitoring software providing Kubernetes observability, troubleshooting, guided remediation, metrics, logs, and more.
StackState is an observability and troubleshooting software solution for Kubernetes. It centralizes metrics, logs, events, and traces from Kubernetes environments into a single platform. The software visualizes all Kubernetes dependencies and leverages pre-configured best practices to guide engineers through workflows for identifying and independently remediating issues in production. Key capabilities of StackState include providing guided troubleshooting to help users quickly resolve common Kubernetes problems, centralizing various data sources into one observability platform, and visualizing dependencies to give users an overview of complex Kubernetes environments.
Learn more about StackState
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Data observability platform designed to help businesses measure, improve, analyze, and export data in compliance with requirements.
Data observability platform designed to help businesses measure, improve, analyze, and export data in compliance with requirements.
Learn more about Bigeye
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Application performance monitoring solution that helps businesses monitor metrics, logs, and traces across browsers and mobile devices.
Application performance monitoring solution that helps businesses monitor metrics, logs, and traces across browsers and mobile devices.
Learn more about Rakuten SixthSense Observability
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
QDXRAY offers on-prem & cloud-enabled Service Assurance and Observability solutions for Telco.
QDXRAY offers on-prem & cloud-enabled Service Assurance and Observability soln for Telco, ISPs and Cable operators for DOCSIS and FTTx networks in a single platform. QDXray addresses challenges like- E2E visibility, Network Operational Efficiencies and related KPIs, SLAs, Plant improvements, Network planning, and fills the gaps in traditional vendors' approaches with expensive & non-adaptive solutions. We help Telecoms to make their operations more data-driven while lowering the company's TCO.
Learn more about QDXray
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
An easy-to-use advanced monitoring solution for collecting and correlating application logs, metrics, and traces into a single tool.
Built on the open-source framework OpenTelemetry, TelemetryHub is the ultimate observability tool, that correlates all logs, metrics, and tracing data in a single pane of glass.
A reliable, end-to-end monitoring tool that visualizes your system data in a consumable format with no propriety configuration or customizations required.
Learn more about Telemetry Hub
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Cloud-based observability platform that helps organizations visualize, remediate issues and automate workflows in an IT environment.
Cloud-based observability platform that helps organizations visualize, remediate issues and automate workflows in an IT environment.
Learn more about Hybrid Cloud Observability
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
EV Observe is IT observability solution that helps businesses prevent downtime across the network, IT, and cloud infrastructure.
Increasing service and support efficiency and business satisfaction starts with predicting and avoiding downtime. EV Observe is a monitoring platform for network, IoT, IT infrastructure, cloud, and application monitoring that delivers an end-to-end service experience.
Learn more about EV Observe
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Remote monitoring and management solution that helps businesses monitor and troubleshoot Kubernetes remotely via chat applications.
Remote monitoring and management solution that helps businesses monitor and troubleshoot Kubernetes remotely via chat applications.
Learn more about Botkube
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Cloud-based platform for Kubernetes observability and monitoring, with Prometheus integration.
Cloud-based platform for Kubernetes observability and monitoring, with Prometheus integration.
Learn more about Robusta
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
SolarWinds Observability is a full-stack observability platform providing complete data visibility across different systems.
SolarWinds Observability is a full-stack observability platform providing complete data visibility across different systems.
Learn more about SolarWinds Observability
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Streamline your operations with our observability SaaS: centralized logs, events, and metrics
Streamline your operations with our observability SaaS: centralized logs, events, and metrics
Learn more about Konso
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Calyptia is the enterprise solution for scalable and cost-effectively observability programs.
Calyptia Core helps development teams manage observability programs quickly and cost-effectively allowing teams to act fast as new data sources come online. Observability pipelines can be added in a matter of minutes using an intuitive drag-and-drop interface rather than coding complex configuration files for hours or days.
Learn more about Calyptia Core
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Unified IT observability solution for end to end performance monitoring across application, infrastructure, network and cyber threats
Key Benefits
Full stack and end to end IT observability
Reduced IT outages, high performing IT apps and services
Improved customer experience, employee productivity
Cyber threats and attacks detection/investigation in early stages
Accelerated digital transformation
Improved systems performance
Increased IT team collaboration
4x faster resolution to IT incidents
4x better visibility compared to individual monitoring tools
4x cheaper - one simplified pricing for unified observability
Learn more about Enterprise360
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Giggso offers an integrated model monitoring system with workflows/approvals and AI governance.
Our goal at Giggso is to provide a comprehensive platform that streamlines AI ML operations with customizable and easy-to-use, no-code collaborative tools that are suitable for both data scientists and business users.
Our team can assist you define your goals and create a strategy that's effective for you as we have an array of expertise managing Model Ops across a variety of industries, including BFSI and healthcare, CIO/VP IT/CRO Direct Customers (SaaS), Channel / Strategic Partners.
Learn more about Giggso
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Cloud-based observability solution that helps businesses track and manage metadata, digital assets, anomalies, and more.
Cloud-based observability solution that helps businesses track and manage metadata, digital assets, anomalies, and more.
Learn more about Sifflet
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
KloudMate is an observability platform designed to monitor AWS resources, debug serverless applications, and provide insightful metrics
KloudMate is an observability platform designed to monitor AWS resources, debug serverless applications, search logs, set up alarms, and provide insightful metrics. With zero setup required, KloudMate automatically discovers errors, allowing users to quickly trace and debug them. The platform also prioritizes and tracks every critical error, helping resolve them faster. KloudMate's effortless approach eliminates the need to install any plugin or library in your code, making it a user-friendly solution to observability. With KloudMate, users can rest assured that they are not leaving anything to chance and can easily manage their AWS resources with insightful metrics
Learn more about KloudMate
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Cloud-based data observability tool that helps businesses track and manage application downtime, performance metrics, and more.
Cloud-based data observability tool that helps businesses track and manage application downtime, performance metrics, and more.
Learn more about Monte Carlo
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Cloud-based AIOps platform that lets users complete observability, manage configurations, conduct root-cause analysis, and more.
Cloud-based AIOps platform that lets users complete observability, manage configurations, conduct root-cause analysis, and more.
Learn more about meshIQ
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Cloud-based data observability platform that lets users manage costs, access real-time insights, optimize performance, and more.
Cloud-based data observability platform that lets users manage costs, access real-time insights, optimize performance, and more.
Learn more about Acceldata
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
OpsCruise is an observability platform that offers predictive behavioral profiling and integrates open-source data collection tools.
OpsCruise is an observability platform purpose-built for Kubernetes applications. With a deep understanding of Kubernetes and leveraging ML-based behavior profiling, OpsCruise empowers teams to predict performance degradations and quickly identify their causes. The platform integrates popular open-source and IaaS cloud monitoring tools, allowing users to aggregate telemetry data for comprehensive insights.
OpsCruise eliminates the need for code instrumentation, agents, or maintenance of open-source tools, making it a cost-effective and efficient solution. By providing a single view of application interdependencies, operational flow, and component health, OpsCruise enables teams to navigate complex microservice architectures with ease. With its predictive behavioral profiling and automated causal analysis, OpsCruise enhances reliability, performance, and availability of containerized apps.
Learn more about OpsCruise
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Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection
Gloo Network is designed to help businesses streamline packet filtering, security and observability operations.
Gloo Network is designed to help businesses streamline packet filtering, security and observability operations.
Learn more about Gloo Network
Features
- Activity Monitoring
- Performance Metrics
- Root Cause Analysis
- Anomaly Detection