10 melhores ferramentas alternativas ao HoneyComb para monitorização de TI em 2026

Avaliações das melhores alternativas ao Honeycomb

1. 

   1

   Sentry

   Best for context-rich distributed tracing

   • Free plan + 14-day trial + free demo available
   • From $26/month (billed annually)

   Visit Website

   Customer Rating:4.5/5This rating combines scores from multiple user review sites to reflect overall customer sentiment about the product.

   

   Sentry is an application monitoring platform for software teams that helps engineers find errors and performance issues across services, diagnose incidents, and reduce their impact on users.

   Who Is Sentry Best For?

   Engineering teams running distributed applications that need trace context to pinpoint performance issues across services.

   Why I Picked Sentry

   I picked Sentry as a Honeycomb alternative because it’s Best for context-rich distributed tracing. Its trace view maps spans across services and links errors to the transactions that triggered them. I like how this helps pinpoint where a slow request picks up latency as it moves through an API and its downstream services.

   Sentry Key Features

   • Error monitoring: Captures exceptions and groups similar events into issues.
   • Session Replay: Records user interactions so teams can inspect events around an error.
   • Release health: Tracks crash-free sessions and users across software releases.
   • Issue alerts: Sends notifications when new issues appear or existing ones change.

   Sentry Integrations

   Sentry offers native integrations with GitHub, Jira, Slack, GitLab, Microsoft Teams, PagerDuty, Vercel, Bitbucket, Azure DevOps, and Opsgenie. Its integration platform supports custom integrations through webhooks and the REST API.

   Pros and Cons

   Pros:

   • Replay user sessions beside captured errors
   • Search spans by attributes and latency percentiles
   • Errors link directly to trace context

   Cons:

   • Dense feature set can clutter the interface
   • Primarily targets application errors, not infrastructure
   Learn more about Sentry:

   • Check out Sentry on their website
2. 

   2

   Dynatrace

   Best for AI-driven full-stack automated monitoring

   • 15-day free trial
   • From $7/month

   Visit Website

   Customer Rating:4.5/5This rating combines scores from multiple user review sites to reflect overall customer sentiment about the product.

   

   As a Honeycomb alternative, Dynatrace helps IT and engineering teams connect application, infrastructure, and user-experience data to diagnose service issues across complex environments.

   Who Is Dynatrace Best For?

   Dynatrace suits IT operations and SRE teams managing complex, distributed environments that need automated monitoring across applications and infrastructure.

   Why I Picked Dynatrace

   I rate Dynatrace among the best Honeycomb alternatives for its “Best for AI-powered, full-stack automated monitoring solutions” focus. Davis AI analyzes telemetry to identify likely root causes, while OneAgent automatically discovers and instruments services across hosts and cloud workloads. I value its dependency mapping when an API latency spike traces back to a host or downstream service.

   Dynatrace Key Features

   • Real user monitoring: Tracks user sessions, page loads, and frontend errors.
   • Synthetic monitoring: Runs scheduled browser and HTTP checks against endpoints.
   • Log monitoring: Collects, searches, and analyzes logs alongside telemetry.
   • Cloud infrastructure monitoring: Tracks metrics and health across hosts, containers, and cloud services.

   Dynatrace Integrations

   Dynatrace Workflows offers officially supported connectors for AWS, Microsoft Azure, GitHub, Jira, Slack, PagerDuty, ServiceNow, Microsoft Teams, GitLab, and Jenkins through Dynatrace Hub. Dynatrace also provides an API for custom integrations.

   Pros and Cons

   Pros:

   • Unified logs, traces, infrastructure, and user monitoring
   • OneAgent auto-discovers and instruments services
   • Davis AI links anomalies to root causes

   Cons:

   • Telemetry consumption can make costs unpredictable
   • DQL syntax takes time to master
   Learn more about Dynatrace:

   • Check out Dynatrace on their website
   • Read my in-depth review of Dynatrace
   • Explore best alternatives to Dynatrace
3. 

   3

   Zabbix

   Best for open-source infrastructure monitoring at scale

   • 5-day free trial
   • From $50/month

   Visit Website

   Customer Rating:4.5/5This rating combines scores from multiple user review sites to reflect overall customer sentiment about the product.

   

   Zabbix is an infrastructure monitoring platform for IT teams that need to track network devices, servers, applications, and services and catch outages or performance problems across complex environments.

   Who Is Zabbix Best For?

   Zabbix suits enterprise IT and infrastructure teams that need open-source monitoring across large, interconnected networks and systems.

   Why I Picked Zabbix

   I picked Zabbix as “Best for enterprise-level, open-source network monitoring” when infrastructure visibility matters more than distributed tracing. Network discovery and SNMP monitoring help locate switches and routers, while templates and triggers standardize checks and alert on interface or service failures. That makes it a useful Honeycomb alternative for tracking infrastructure health across a large environment.

   Zabbix Key Features

   • Web monitoring: Configure scenarios to check website availability, response time, and page content.
   • Log monitoring: Collect log entries and detect matching patterns or errors.
   • Service monitoring: Map business services and track their status against service-level objectives.
   • Dashboards: Arrange widgets to display monitoring data, problems, and service status.

   Zabbix Integrations

   Zabbix’s integrations catalog lists 559 brands and 1,986 solutions, including AWS, Azure, Kubernetes, PagerDuty, Slack, Microsoft Teams, ServiceNow, and Jira. It supports custom connections through its API and configurable webhooks; catalog listings aren’t necessarily native integrations.

   Pros and Cons

   Pros:

   • Proxies extend monitoring across remote sites
   • Templates standardize infrastructure health checks
   • Auto-discovery finds SNMP network devices

   Cons:

   • Complex setup and alert tuning require expertise
   • No native distributed-trace debugging workflow
   Learn more about Zabbix:

   • Check out Zabbix on their website
   • Read my in-depth review of Zabbix
   • Explore best alternatives to Zabbix
4. 

   4

   Datadog

   Best for unified traces, logs, and metrics in one view

   • Free plan available
   • From $15/month (billed annually)

   Visit Website

   Customer Rating:4.5/5This rating combines scores from multiple user review sites to reflect overall customer sentiment about the product.

   

   Datadog is an observability platform for IT and engineering teams that need to investigate application issues, trace service dependencies, and monitor infrastructure across complex environments.

   Who Is Datadog Best For?

   Datadog suits IT operations, platform engineering, and SRE teams that need to monitor distributed infrastructure and applications.

   Why I Picked Datadog

   I picked Datadog because it’s Best for unified monitoring across servers, apps, and services. Its infrastructure metrics, APM traces, and service maps help me follow a slow request from a host to its dependent services, making it a useful Honeycomb alternative for cross-layer incident investigations.

   Datadog Key Features

   • Log management: Search, filter, and analyze logs from applications and infrastructure.
   • Synthetic monitoring: Run browser and API tests to check availability and response times.
   • Monitors: Set conditions that trigger alerts when monitored data meets a threshold.
   • Dashboards: Build visual displays with graphs and widgets for selected data.

   Datadog Integrations

   Datadog offers 1,000+ built-in integrations, including AWS, Azure, Google Cloud, Kubernetes, Docker, Jenkins, Slack, Jira, GitHub, and PagerDuty. It also provides an API for custom integrations.

   Pros and Cons

   Pros:

   • Dashboards unite infrastructure and application signals
   • Service maps connect hosts to dependent services
   • Correlates logs, metrics, and traces during triage

   Cons:

   • OpenTelemetry handling can be inconsistent
   • Alert tuning can produce noisy notifications
   Learn more about Datadog:

   • Check out Datadog on their website
   • Read my in-depth review of Datadog
   • Explore best alternatives to Datadog
5. 

   5

   AppDynamics

   Best for end-to-end business transaction tracing

   • 30-day free trial
   • From $6/vCPU/month (billed annually)

   Visit Website

   Customer Rating:4.3/5This rating combines scores from multiple user review sites to reflect overall customer sentiment about the product.

   

   AppDynamics is an observability platform for IT and application teams managing complex systems, helping them pinpoint performance problems and connect infrastructure issues with application reliability and user experience.

   Who Is AppDynamics Best For?

   AppDynamics suits application performance and operations teams managing distributed, multi-tier applications across complex environments.

   Why I Picked AppDynamics

   I picked AppDynamics for end-to-end business transaction tracing in complex environments. Its transaction flow maps show how requests move across application tiers, while transaction snapshots capture code-level details when a request slows or fails. I use that view to trace a checkout delay from the user-facing service to the backend tier causing it.

   AppDynamics Key Features

   • Infrastructure monitoring: Correlates infrastructure metrics with application services and business metrics.
   • Digital experience monitoring: Tracks web and mobile users and runs synthetic checks across browsers, APIs, and third-party services.
   • Runtime application security: Detects vulnerabilities and blocks attacks.
   • SAP monitoring: Monitors hybrid and on-premises SAP systems, with tracing to ABAP code or database queries.

   AppDynamics Integrations

   AppDynamics supports alert integrations with PagerDuty, Slack, ServiceNow through Service Graph Connector, Jira, BigPanda, Moogsoft, and Splunk ITSI; PagerDuty’s integration is vendor-built, while Slack’s is community-built. AppDynamics also provides REST APIs and prebuilt extensions for custom integrations.

   Pros and Cons

   Pros:

   • Links transaction health to business outcomes
   • Snapshots expose slow methods and code lines
   • Maps business transactions across application tiers

   Cons:

   • Custom queries require learning AppDynamics’ query language
   • Configuration effort grows with custom application hierarchies
   Learn more about AppDynamics:

   • Check out AppDynamics on their website
6. 

   6

   New Relic

   Best for application performance insights and end-user experience tracking

   • Free plan available
   • From $10/user/month

   Visit Website

   Customer Rating:4.3/5This rating combines scores from multiple user review sites to reflect overall customer sentiment about the product.

   

   New Relic specializes in providing deep-dive insights into application performance and user experience tracking. This tool does an outstanding job of helping teams understand user interactions and application behavior in a detailed, granular manner.

   Pros and Cons

   Pros:

   • AIOps capabilities for predictive alerts and incident response
   • Broad integrations with major cloud providers and platforms
   • Detailed application performance monitoring and user experience tracking

   Cons:

   • The vast array of features may be overwhelming for new users
   • Can be complex to set up and configure
   • Higher-end pricing compared to some competitors
   Learn more about New Relic:

   • Check out New Relic on their website
   • Read my in-depth review of New Relic
7. 

   7

   Sumo Logic

   Best for cloud-native log management and analytics

   • 14-day free trial
   • Pricing upon request

   Visit Website

   Customer Rating:4.3/5This rating combines scores from multiple user review sites to reflect overall customer sentiment about the product.

   

   Sumo Logic gives IT and DevOps teams an observability platform to investigate outages, connect issues across distributed services, and gain visibility into complex cloud environments.

   Who Is Sumo Logic Best For?

   Infrastructure and security teams in cloud-native organizations can use Sumo Logic to analyze logs across distributed services.

   Why I Picked Sumo Logic

   I picked Sumo Logic as a Honeycomb alternative because it’s Best for cloud-native log management and analytics. LogReduce groups similar log messages to help me spot recurring errors, while its search query language lets me investigate an incident across distributed services.

   Sumo Logic Key Features

   • Metrics analytics: Ingest and query time-series metrics alongside operational telemetry.
   • Distributed tracing: Follow requests across services to inspect spans and trace details.
   • Dashboards: Build visual dashboards with charts and panels for operational data.
   • Monitors and alerts: Set conditions on metrics or query results to trigger notifications.

   Sumo Logic Integrations

   Sumo Logic’s catalog covers hundreds of vendors and products, with apps, collectors, Cloud SIEM content, and automation integrations for tools including AWS, Azure, Kubernetes, Datadog, GitHub, GitLab, and Atlassian Jira. It also provides APIs for custom integrations.

   Pros and Cons

   Pros:

   • Logs, metrics, and traces share investigations
   • Search parses JSON and regex data
   • LogReduce groups similar errors quickly

   Cons:

   • Historical searches can slow at scale
   • Sumo query syntax takes practice
   Learn more about Sumo Logic:

   • Check out Sumo Logic on their website
   • Read my in-depth review of Sumo Logic
   • Explore best alternatives to Sumo Logic
8. 

   8

   Loggly

   Best for volume-based log monitoring and alerting

   • 30-day free trial
   • Pricing upon request

   Visit Website

   Customer Rating:4.4/5This rating combines scores from multiple user review sites to reflect overall customer sentiment about the product.

   

   Loggly is a cloud-based log management platform for IT and DevOps teams that need to investigate application and infrastructure issues, trace events across services, and diagnose service disruptions.

   Who Is Loggly Best For?

   Loggly suits IT and DevOps teams that need to search and visualize log data across growing cloud-based environments.

   Why I Picked Loggly

   I picked Loggly as a Honeycomb alternative because it’s Best for scalable cloud-based log management and interactive data visualization. Its charts and dashboards help me spot trends across application and infrastructure logs. I also value its troubleshooting tools, which help trace issues to root causes across interconnected services.

   Loggly Key Features

   • Live Tail: Stream incoming log events from multiple sources in near real time.
   • Search-based alerts: Set conditions on searches and send notifications to email or supported endpoints.
   • Team tool integrations: Connect Loggly with Slack, GitHub, Jira, PagerDuty, Microsoft Teams, and webhooks.
   • Log source support: Collect logs from sources such as AWS, syslog, PHP, network devices, and Windows systems.

   Loggly Integrations

   Loggly lists integrations with Slack, GitHub, Jira, PagerDuty, and Microsoft Teams, with alert delivery also available through custom webhooks. It provides an API for custom integrations.

   Pros and Cons

   Pros:

   • Interactive charts reveal log trends
   • Live tail streams events across multiple sources
   • Centralized cross-service log search and dashboards

   Cons:

   • Log propagation delays can hinder incident triage
   • SaaS-only deployment excludes on-premises requirements
   Learn more about Loggly:

   • Check out Loggly on their website
9. 

   9

   Splunk

   Best for machine data-driven operational intelligence

   • 60-day free trial
   • Pricing upon request

   Visit Website

   Customer Rating:4.3/5This rating combines scores from multiple user review sites to reflect overall customer sentiment about the product.

   

   Splunk is an observability platform for IT and security teams that need to investigate machine data across complex environments, identify service issues, and resolve incidents.

   Who Is Splunk Best For?

   IT operations teams overseeing distributed infrastructure can use Splunk to turn machine data into actionable operational intelligence.

   Why I Picked Splunk

   I picked Splunk as a Honeycomb alternative for “Best for leveraging machine data for deep operational intelligence.” I use SPL searches to investigate logs across distributed services, then connect findings in dashboards to trace issues such as rising errors after a deployment. That broader machine-data view helps me examine operational problems alongside related infrastructure and security events.

   Splunk Key Features

   • Distributed tracing: Follow requests across services through trace spans and service maps.
   • Infrastructure monitoring: Track metrics from hosts, containers, and Kubernetes environments.
   • Real user monitoring: Capture browser performance and user interactions.
   • Synthetic monitoring: Run scripted tests to check service availability and response times.

   Splunk Integrations

   Splunk Observability Cloud offers hundreds of prepackaged integrations, including AWS, Microsoft Azure, Google Cloud, Kubernetes, Prometheus, Jira, Microsoft Teams, PagerDuty, ServiceNow, and Slack. Splunkbase offers 1,000+ marketplace apps and add-ons, and Splunk provides APIs for custom integrations.

   Pros and Cons

   Pros:

   • Custom dashboards speed troubleshooting
   • Analyzes traces without sampling
   • Correlates logs, metrics, and traces

   Cons:

   • Costs rise with larger data volumes
   • Heavy queries can run slowly
   Learn more about Splunk:

   • Check out Splunk on their website
   • Read my in-depth review of Splunk
10. 

    10

    Prometheus

    Best for Kubernetes-native metrics and alerting

    • Free plan available
    • Pricing upon request

    Visit Website

    Customer Rating:4.4/5This rating combines scores from multiple user review sites to reflect overall customer sentiment about the product.

    

    Prometheus is an open-source monitoring platform for infrastructure and application teams that need to track system health, investigate performance issues, and build observability into their services.

    Who Is Prometheus Best For?

    Prometheus suits DevOps and site reliability teams that need to collect metrics and set alerts across Kubernetes workloads.

    Why I Picked Prometheus

    I picked Prometheus for metric collection and alerting, especially in a Kubernetes environment. Its service discovery can track changing workloads, while PromQL helps me investigate metric patterns and define alert conditions. I use Alertmanager to route those alerts when service health degrades.

    Prometheus Key Features

    • Time series database: Stores timestamped samples in a local database.
    • Multidimensional data model: Organizes time series with metric names and key-value labels.
    • Exporter ecosystem: Exporters expose metrics from systems such as databases and hardware.
    • Federation: Scrapes selected metrics from other Prometheus servers for aggregation.

    Prometheus Integrations

    Prometheus includes Kubernetes service discovery and supports exporter-based integrations with Kafka, MySQL, PostgreSQL, Redis, Jenkins, and AWS CloudWatch. Remote read/write connections include Grafana Mimir, Thanos, Google Cloud, and New Relic, and its HTTP API supports custom integrations.

    Pros and Cons

    Pros:

    • Alertmanager routes metric alerts by labels
    • Kubernetes service discovery tracks changing workloads
    • PromQL supports label-based metric investigations

    Cons:

    • Local storage limits retention and horizontal scaling
    • High-cardinality labels can strain local storage
    Learn more about Prometheus:

    • Check out Prometheus on their website
    • Read my in-depth review of Prometheus