[ Middleware Reviews ](https://www.g2.com/products/middleware/reviews) [ Middleware Reviews ](https://www.g2.com/products/middleware/reviews) # Middleware Features ##### ## Monitoring (14) Usage Monitoring Tracks infrastructure resource needs and alerts administrators or automatically scales usage to minimize waste. Database Monitoring Monitors performance and statistics related to memory, caches and connections. API Monitoring Detects anomalies in functionality, user accessibility, traffic flows, and tampering. Real-Time Monitoring - Cloud Infrastructure Monitoring Constantly monitors system to detect anomalies in real time. Security and Compliance Monitoring Enables monitoring of security and compliance standards across cloud infrastructure. Performance Baselines Performance Analysis Performance Monitoring AI/ML Assistance Multi-System Monitoring Resource utilization Optimizes resource allocation. Real-time monitoring Consistently monitors processes for applications and IT infrastructure to detect anomalies in real-time. Performance baseline Sets up standard performance baseline to compare live container activities. API monitoring Traces connections between different containerized environments and detects anomalies in functionality, user accessibility, traffic flows, and tampering. Show More ##### ## Administration (4) Activity Monitoring Actively monitor status of work stations either on-premise or remote. Multi-Cloud Management Allows users to track and control cloud spend across cloud services and providers. Automation Efficiently scales resource usage to optimize spend whith increased or decreased resource usage requirements. Auto-Scaling & Resource Optimization Automatically scales resources based on demand and optimizes for performance and cost. Show More ##### ## Analysis (13) Reporting Creates reports outlining resource, underutilization, cost trends, and/or functional overlap. Dashboards and Visualizations Presents information and analytics in a digestible, intuitive, and visually appealing way. Spend Forecasting and Optimization Ability to project spend based on contracts, usage trends, and predicted growth. Track Trends Allows user to track log trends. Detect Anomalies Identify and predict anomalies in real-time with outlier detection and uncover root-causes Metric and Event Data Analyze both metric and event data on the same platform regardless of source or structure Search Search your logs for troubleshooting and open-ended exploration of your data Alerts Create alerts based on search patterns, thresholds for specific log metrics, or other conditions Live Tail See your data, in real time, streaming into the system from multiple data sources Search Allows users to search logs for troubleshooting and open-ended exploration of data. Reporting Creates reports outlining resource, underutilization, cost trends, and/or functional overlap. Visualization Presents information and analytics in a digestible, intuitive, and visually appealing way. Track trends Allows users to track log trends. Show More ##### ## Visibility (3) Dashboards and Visualizations Presents information and analytics in a digestible, intuitive, and visually appealing way. Alerts and Notifications Clearly notifies users with relevant information and anomalies in a timely manner. Reporting Creates reports outlining log activity and relevant metrics. Show More ##### ## Monitoring and Management (3) Automation Automatically allocates resources to address log anomalies. Performance Baseline Sets a standard performance baseline by which to compare log activity. Real-Time Monitoring Constantly monitors logs to detect anomalies in real time. Show More ##### ## Data Preparation (4) Data Sources Automatically collect logs from all your services, applications, and platforms Indexing Automate the indexing of machine data that's critical to your operations Automated Tagging See log data in context with automated tagging and correlation Data Blending Mix and match data from apps, hosts, containers, services, networks, and more Show More ##### ## Visualization (2) Dashboards Visualize log data on dashboards Data Discovery Drill down and explore data to discover new insights Show More ##### ## Response (3) Dashboards and Visualization Incident Alerting Root Cause Analysis (RCA) Show More ##### ## Performance (2) Real User Monitoring (RUM) Captures and analyzes each transaction by users of a website or application in real time. Second by Second Metrics Provides high-frequency metrics data. Show More ##### ## Functionality (4) Synthetic Monitoring Monitors and test apps to address issues before they affect end users. Dynamic Transaction Mapping Provides dynamic end-to-end maps of every single transaction. Load Balancing Automatically adjusts resources base on application usage. Cloud Observability Monitors cloud microservices, containers, kubernetes, and other cloud native software. Show More ##### ## Alerts management (3) Multi-mode alerts Alerts over email, text, phone call, or more to multiple parties. Opimization alerts Provides information related to unnecessary spending and unused resources. Incident alerts Gives alerts when incidents arise. Show More ##### ## Automation (2) Resolution automation Diagnoses and resolves incidents without the need for human interaction. Automation Efficiently scales resource usage to optimize spend whith increased or decreased resource usage requirements. Show More ##### ## Issue Resolution (3) Root cause identification Directly identifies, or increases identification speed for, root causes for container issues. Resolution guidance Provides paths, suggestions, or other general assistance towards issue resolution. Proactive identification Proactively identifies trends on container systems that could lead to failures or errors. Show More ##### ## Generative AI (1) AI Text Generation Allows users to generate text based on a text prompt. Show More ##### ## Data Management - Observability Pipeline (5) Data Storage Ensure data is stored and searchable Data Optimization and Reduction Trim unnecessary data from logs Data Migration Migrate logs from any origin to any destination Log Context Enrichment Add context to log data for better analysis Data Format Transformation Transform data into different formats Show More ##### ## Performance - Observability Pipeline (3) Cost Reduction Save money on data ingest and reduce storage and compute costs Pipeline Visualization Create a map for all data pipeline Platform Agnostic Integration Integrate with mainstream data, monitoring, and security platforms Show More ##### ## AI - Observability Pipeline (3) Root Cause Analysis Pinpoint source of the problems from observability data Alert Fatigue Reduction Enable sentiment-based classification of alerts Anomaly Detection Learn what is normal for any given data type Show More ##### ## Compliance - Observability Pipeline (2) Compliance Maintenance Maintain GDPR, PCI DSS certifications, SOC1 & SOC2 compliance Sensitive Data Detection Find and mask PII in the stream Show More ##### ## Telemetry Collection & Ingestion - Observability (2) Multi-Telemetry Ingestion Ingests and processes multiple telemetry types, such as logs, metrics, and traces. OpenTelemetry Support Supports ingestion and standardization of observability data via OpenTelemetry protocol. Show More ##### ## Visualization & Dashboards - Observability (3) Service Dependency Mapping Displays relationships between services to visualize system dependencies. Unified Dashboard Provides a consolidated view of system-wide telemetry in a single dashboard. Trace Visualization Allows users to explore and visualize distributed traces and span relationships. Show More ##### ## Correlation & Root Cause Analysis - Observability (3) Cross-Telemetry Correlation Correlates logs, metrics, and traces to surface performance patterns and root causes. Root Cause Detection Identifies likely causes of issues using system insights and correlation logic. Intelligent Alerting Automatically alerts users to anomalies or critical events using contextual data. Show More ##### ## Scalability & Ecosystem Integration - Observability (2) Kubernetes Monitoring Provides observability into containerized workloads and Kubernetes clusters. Hybrid/Multi-Cloud Support Enables observability across public cloud, private cloud, and on-prem environments. Show More ##### ## AI Features - Observability (3) Predictive Insights Forecasts future system issues based on historical performance trends. AI-Generated Incident Summaries Summarizes incident root causes and potential fixes using generative AI. AI Anomaly Detection Uses machine learning to detect unusual behavior across telemetry data. Show More ##### ## Agentic AI - Application Performance Monitoring (APM) (5) Autonomous Task Execution Capability to perform complex tasks without constant human input Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Show More ##### ## Agentic AI - Log Analysis (7) Autonomous Task Execution Capability to perform complex tasks without constant human input Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Show More ##### ## Agentic AI - IT Alerting (7) Autonomous Task Execution Capability to perform complex tasks without constant human input Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Show More ##### ## Agentic AI - Cloud Infrastructure Monitoring (6) Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Show More ##### ## Agentic AI - Log Monitoring (7) Autonomous Task Execution Capability to perform complex tasks without constant human input Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Show More ##### ## Agentic AI - Observability Pipeline (7) Autonomous Task Execution Capability to perform complex tasks without constant human input Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Show More ##### ## AI Automation - Cloud Infrastructure Monitoring (2) AI-Powered Anomaly Detection Utilizes machine learning to automatically detect and alert on unusual patterns in infrastructure metrics. AI-Driven Insight Recommendations Provides AI-generated insights and actionable recommendations to optimize resource performance and cost. Show More ##### ## Agentic AI - Observability Software (7) Autonomous Task Execution Capability to perform complex tasks without constant human input Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Show More ## Top-Rated Alternatives [ ![Datadog](https://images.g2crowd.com/uploads/product/hd_favicon/1498834114/datadog.svg "Datadog") Datadog 4.4/5 (708) ](https://www.g2.com/products/datadog/reviews) [ ![New Relic](https://images.g2crowd.com/uploads/product/hd_favicon/3aae34adbff79c515ebdb0c655632236/new-relic.svg "New Relic") New Relic 4.4/5 (568) ](https://www.g2.com/products/new-relic/reviews) [ ![Splunk AppDynamics](https://images.g2crowd.com/uploads/product/hd_favicon/d1c3d4fa722ee737d472fb64763965fb/splunk-appdynamics.svg "Splunk AppDynamics") Splunk AppDynamics 4.3/5 (335) ](https://www.g2.com/products/splunk-appdynamics/reviews) [ View All Alternatives ](https://www.g2.com/products/middleware/competitors/alternatives) Middleware Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_2ec0fb3d6001279948ececb9e055314c/red-hat-red-hat-openshift.jpg "Product Avatar Image") Red Hat OpenShift 4.5/5 (304) [ Compare Now ](https://www.g2.com/compare/middleware-vs-red-hat-red-hat-openshift) ##### Categories on G2 [ Application Performance Monitoring (APM) ](https://www.g2.com/categories/application-performance-monitoring-apm)[ Observability Software ](https://www.g2.com/categories/observability-software)[ IT Alerting ](https://www.g2.com/categories/it-alerting) [ Cloud Infrastructure Monitoring ](https://www.g2.com/categories/cloud-infrastructure-monitoring)[ Log Monitoring ](https://www.g2.com/categories/log-monitoring)[ Log Analysis ](https://www.g2.com/categories/log-analysis)[ Container Monitoring ](https://www.g2.com/categories/container-monitoring-tools)[ Observability Pipeline ](https://www.g2.com/categories/observability-pipeline) Show More ##### Explore More [ Marketing Analytics Software Reviews ](https://www.g2.com/discussions/best-marketing-analytics-tool-you-recommend-in-2025)[ Best account database management solutions for enterprises ](https://www.g2.com/discussions/best-account-database-management-solutions-for-enterprises)[ Best cloud-based compensation systems for medium business ](https://www.g2.com/discussions/best-cloud-based-compensation-systems-for-medium-businesses) [ Top tools for managing and prioritizing software bugs ](https://www.g2.com/discussions/top-tools-for-managing-and-prioritizing-software-bugs)[ What is the best tool for recording webinars and tutorials? ](https://www.g2.com/discussions/what-is-the-best-tool-for-recording-webinars-and-tutorials)[ Pros and Cons Details ](https://www.g2.com/products/middleware/reviews?qs=pros-and-cons) Show More [ Marketing Analytics Software Reviews ](https://www.g2.com/discussions/best-marketing-analytics-tool-you-recommend-in-2025)[ Best account database management solutions for enterprises ](https://www.g2.com/discussions/best-account-database-management-solutions-for-enterprises)[ Best cloud-based compensation systems for medium business ](https://www.g2.com/discussions/best-cloud-based-compensation-systems-for-medium-businesses) [ Top tools for managing and prioritizing software bugs ](https://www.g2.com/discussions/top-tools-for-managing-and-prioritizing-software-bugs)[ What is the best tool for recording webinars and tutorials? ](https://www.g2.com/discussions/what-is-the-best-tool-for-recording-webinars-and-tutorials)[ Pros and Cons Details ](https://www.g2.com/products/middleware/reviews?qs=pros-and-cons)