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12 Best Sumo Logic Alternatives Shortlist

After a thorough evaluation, I've compiled a list of the 12 best Sumo Logic alternatives to address your unique challenges. Let's dive in!

  1. Grafana - Best for visualizing and analyzing metrics from mixed sources
  2. Stackify - Best for developers needing comprehensive application performance tools
  3. Graylog - Best for large-scale log management and analysis in real-time
  4. LogRhythm - Best for enterprises requiring advanced security information and event management
  5. - Best for cloud-native organizations valuing AI-powered insights
  6. LogicMonitor - Best for IT operations and DevOps needing automated infrastructure monitoring
  7. AppDynamics - Best for businesses seeking end-to-end performance monitoring
  8. Datadog - Best for those who need unified metrics, traces, and logs
  9. New Relic - Best for full-stack observability with applied intelligence
  10. Dynatrace - Best for organizations prioritizing AI assistance in software intelligence
  11. Better Stack - Best for modern engineers needing robust log management
  12. Splunk Enterprise - Best for businesses requiring high-powered data collection and analytics

As someone who has been navigating the vast ocean of apps, SaaS, and network monitoring tools, I understand your need for efficient and reliable Sumo Logic alternatives. Sumo Logic is a top-tier data visualization tool that transforms cloud monitoring data into insightful graphs. The benefits are clear: it simplifies data parsing and retention, offering cloud and on-premise solutions. The real game-changers, however, are its vast array of plugins, which make it versatile for diverse needs.

The pain points it addresses are centered on streamlining complex data management processes. It saves you the headache of sifting through heaps of network data and aids in pinpointing the anomalies that require your attention. With the best alternatives at your fingertips, you can easily choose a solution that matches your needs. Please go ahead, dive into these options, and find the tool that's the right fit for you.

What is a Sumo Logic Alternative?

Sumo Logic Alternatives represent a spectrum of data analytics platforms that organizations of various sizes and industries use as substitutes for Sumo Logic. These alternatives, each with unique capabilities, cater to diverse user needs, ranging from log management and IT operations monitoring to application performance and security information management. Companies adopt these Sumo Logic Alternatives to collect, analyze, visualize, and act upon their vast data streams. They can ensure efficient operations, secure digital assets, gain actionable insights, and ultimately make well-informed business decisions.

Overview of the 12 Best Sumo Logic Alternatives

1. Grafana - Best for visualizing and analyzing metrics from mixed sources

A photo focused on the dashboard of the tool Grafana.
This is a screenshot showcasing the default dashboard as displayed by Grafana's kiosk feature.

Grafana offers a robust, interactive visualization platform for all your metric data. It shines in its ability to pull in data from various sources, presenting it in a single, unified dashboard that's customizable and interactive.

Why I Picked Grafana:

I chose Grafana because of its exceptional flexibility and scalability. This tool isn't just a simple log analyzer; it's a comprehensive solution that supports numerous data sources, making it a highly versatile pick. The reason it's best for visualizing and analyzing metrics from mixed sources is that it can consolidate various data types into one platform, providing a holistic view of your operational landscape.

Standout features & integrations:

Grafana's primary feature is its highly customizable, rich visual dashboards. These allow you to construct the visual representation you need to make data analysis more accessible. Furthermore, Grafana offers alerting features that notify you when specific criteria or thresholds are met. Grafana integrates with an impressive number of data sources such as Graphite, Elasticsearch, Prometheus, and more, offering great flexibility in your data analytics stack.


Grafana pricing starts from $49/user/month, which includes Grafana Enterprise and the Grafana Enterprise Stack components.


  • Supports a wide array of data sources.
  • Highly customizable and interactive dashboards.
  • Offers powerful alerting mechanisms.


  • It could have a steep learning curve for non-tech users.
  • The interface can be overwhelming due to the number of features.
  • Some users need help with complex query construction.

2. Stackify - Best for developers needing comprehensive application performance tools

A photo focused on the dashboard of Stackify.
Stackify's dashboard shows the graphs for performance statuses.

Stackify is an application performance management tool designed specifically for developers. It offers an end-to-end view of application performance, allowing developers to effectively identify and troubleshoot potential issues.

Why I Picked Stackify:

I picked Stackify for its developer-centric approach to application performance management. Not many tools on the market truly cater to developers' needs as Stackify does. It offers a rich set of features and functionality that developers find extremely useful in identifying, diagnosing, and fixing application performance issues. This unique focus on developer needs is why Stackify is best for developers needing comprehensive application performance tools.

Standout features & integrations:

Stackify excels with features like detailed code profiling, real-time error tracking, and extensive application and server monitoring. Additionally, it has a robust logging functionality that helps developers dig deep into issues. Stackify integrates seamlessly with popular languages and frameworks, including .NET, Java, PHP, Node.js, Ruby, and Python, allowing developers to work in their preferred environment.


Stackify's pricing starts from $39/user/month for its APM+ plan, with additional options available based on your specific needs.


  • It is tailored to the needs of developers.
  • Offers detailed code profiling and error tracking.
  • Supports a wide range of programming languages and frameworks.


  • It could be more feature-rich compared to other APM tools.
  • Some users report a slightly steep learning curve.
  • Pricing could be more competitive compared to other solutions.

3. Graylog - Best for large-scale log management and analysis in real-time

A photo focused on the overview tab of Graylog.
Take a look at the overview tab of Graylog. From here, statuses for message count, DNS Servers, even client stat can be viewed.

Graylog is an open-source log management tool designed to analyze and visualize machine data at scale. This powerful solution can handle the large volumes of log data businesses generate and process in real-time.

Why I Picked Graylog:

I picked Graylog for its proficiency in managing and analyzing large volumes of log data in real time. Only some tools can compete with Graylog's scalability and speed when processing big data. Furthermore, its ability to manage logs in real time is a boon for organizations that need quick insights from their data, making Graylog the best for large-scale log management and real-time analysis.

Standout features & integrations:

Graylog's features stand out with their sophisticated alerting mechanisms, full-text search capabilities, and customizable dashboards. These features enable rapid problem detection and resolution, assisting organizations in maintaining optimal performance. Graylog integrates well with many data sources, including AWS CloudTrail, Syslog, GELF, and more, making it highly adaptable to various infrastructures.


Graylog's pricing for its enterprise version starts from $1,500/month for up to 20 GB/day, based on the volume of logs processed.


  • Excels in managing large-scale log data.
  • Powerful real-time analysis capabilities.
  • Customizable dashboards and alerts.


  • The interface might seem complex for first-time users.
  • The open-source version lacks some enterprise features.
  • Pricing is based on log volume, which can escalate costs.

4. LogRhythm - Best for enterprises requiring advanced security information and event management

A photo of the main page for the tool LogRhythm.
Take a look at a screenshot of LogRhythm's main page.

LogRhythm is a potent security intelligence and analytics platform that arms enterprises with the necessary tools to detect, respond to, and neutralize cyber threats. It delivers real-time visibility into IT environments, making it a champion in advanced security information and event management.

Why I Picked LogRhythm:

LogRhythm caught my eye due to its superior capabilities in security information and event management (SIEM). The tool shines in enterprise security, offering robust threat detection and response features that many competitors need to improve. LogRhythm's commitment to providing a real-time view of IT environments and advanced SIEM capabilities make it the best choice for enterprises requiring top-tier security management.

Standout features & integrations:

LogRhythm's standout features include machine-based analytics, advanced threat detection, and compliance automation, significantly boosting an organization's security posture. Its integrations are also impressive, seamlessly connecting with systems like AWS, Cisco, and Microsoft Azure, providing a comprehensive view of the IT landscape.


LogRhythm offers bespoke pricing tailored to an organization's specific needs. Therefore, pricing information is only available when you have a chance.


  • Advanced SIEM capabilities.
  • An extensive list of integrations.
  • Robust threat detection and response features.


  • Bespoke pricing can lead to unpredictability in costs.
  • It might have a steep learning curve for some users.
  • Lacks some advanced analytics features compared to niche analytics tools.

5. - Best for cloud-native organizations valuing AI-powered insights's main dashboard provides access to information such as databases, cloud services and metrics for your data needs. is a cloud-native log management and analysis tool that provides AI-powered insights. It combines logs, metrics, and traces from different sources under one roof, offering a holistic view of system events. Its capabilities make it a perfect fit for cloud-based organizations, and it appreciates the value of AI-driven data insights.

Why I Picked

I selected for this list due to its powerful combination of cloud-native capabilities and AI-driven insights. The unique blend of AI features in a cloud-native platform sets it apart, as this combination can bring significant value to companies heavily invested in cloud technologies. is the best tool for such organizations because it enhances data visibility and provides actionable insights via AI, improving the decision-making process.

Standout features & integrations:

Among its standout features, offers AI-powered analytics, distributed tracing, and visual dashboards. Its ability to integrate with multiple platforms such as Kubernetes, AWS, Azure, Google Cloud, and Docker, to name a few, extends its usefulness, ensuring a comprehensive view of system activities across various environments.


Pricing for starts from $18/user/month (billed annually).


  • AI-driven insights.
  • Cloud-native platform.
  • Comprehensive integrations.


  • Cost may be a barrier for smaller organizations.
  • Customization may require a steep learning curve.
  • Limited support for non-cloud environments.

6. LogicMonitor - Best for IT operations and DevOps needing automated infrastructure monitoring

A photo focused on the overview of LogicMonitor.
Here's a screenshot of the overview for LogicMonitor. Necessary information for your IT operations can be seen here.

LogicMonitor is a cloud-based infrastructure monitoring and observability platform. It allows IT operations and DevOps teams to monitor infrastructure automatically, making it a go-to tool for businesses wanting to achieve a proactive stance toward system health.

Why I Picked LogicMonitor:

I picked LogicMonitor because of its extensive automated monitoring capabilities. Its ability to seamlessly aggregate and analyze data from infrastructure components is notable, as it provides valuable insights that empower IT operations and DevOps teams. In my comparison, LogicMonitor emerged as a top tool for these teams, given that its automation aids in the timely detection of potential issues and, as a result, faster remediation.

Standout features & integrations:

LogicMonitor's key features include the automated discovery of infrastructure, real-time performance monitoring, and customizable dashboards that offer visual overviews of system health. It boasts integrations with various platforms, such as AWS, Azure, Google Cloud, Docker, and Kubernetes, enhancing its ability to provide a comprehensive monitoring solution.


Pricing for LogicMonitor is available upon request.


  • We have automated infrastructure monitoring.
  • Real-time performance insights.
  • Extensive integrations with cloud and container platforms.


  • Pricing information is not readily available.
  • The initial setup process may be complex for some.
  • Some users may find the interface to be more intuitive.

7. AppDynamics - Best for businesses seeking end-to-end performance monitoring

A screenshot of the order management dashboard for the tool AppDynamics.
AppDynamics has the capability to track past payment information and offer data related to the ratio of user logins. Here's its order management dashboard.

AppDynamics is an application performance management (APM) and IT operations analytics (ITOA) company. The platform offers an end-to-end performance monitoring solution, providing deep insights into application performance, user experiences, and business outcomes. Its breadth of coverage makes it ideal for businesses seeking a comprehensive monitoring solution.

Why I Picked AppDynamics:

I chose AppDynamics for this list due to its robust and holistic approach to performance monitoring. Its standout feature is its ability to monitor performance end-to-end, from infrastructure to application to user experience, which sets it apart from other tools. Its focus on application performance and user experience makes it an ideal choice for businesses that want a complete view of their IT operations.

Standout features & integrations:

Critical features of AppDynamics include real-time performance monitoring, user experience tracking, and business transaction tracing. The platform also offers a robust analytics engine that provides actionable insights. It integrates well with platforms like AWS, Azure, and Google Cloud, enhancing its ability to monitor applications in diverse environments.


AppDynamics pricing starts from $3,300/year to $275/user/month (billed annually).


  • Comprehensive, end-to-end performance monitoring.
  • Powerful analytics engine.
  • Wide range of integrations.


  • Higher starting price compared to some competitors.
  • The user interface can be complex for new users.
  • Customization can require some technical know-how.

8. Datadog - Best for those who need unified metrics, traces, and logs

A photo of the customizable dashboard of Datadog.
Datadog's dashboard is customizable. With this, you can set up its interface according to your liking.

Datadog is a monitoring and security platform for cloud applications. It combines end-to-end paths, records, and metrics into one unified view, allowing users to observe their entire system comprehensively. This integrated approach to data makes it particularly suitable for those who value a unified opinion of their metrics, traces, and logs.

Why I Picked Datadog:

I selected Datadog because of its ability to combine different types of data in one platform. This coalescing of data types differentiates Datadog, offering users a more comprehensive perspective on their applications. Given this, Datadog is the best choice for those needing to consolidate metrics, traces, and logs.

Standout features & integrations:

Datadog offers robust features, including real-time visibility, machine learning-based alerts, and full API access. It also provides a cohesive view of metrics, traces, and logs. Key integrations include cloud platforms like AWS, Azure, and GCP and DevOps tools like Slack, Jira, and PagerDuty.


Datadog's pricing begins at $15/user/month. The platform also provides an Enterprise plan with more advanced features, but the starting price includes core monitoring capabilities.


  • Unified view of metrics, traces, and logs.
  • Real-time visibility and alerting.
  • Wide range of integrations.


  • Advanced features require a more expensive plan.
  • Setup may require technical expertise.
  • Some users report a steep learning curve.

9. New Relic - Best for full-stack observability with applied intelligence

A photo of the monitoring feature of the tool New Relic.
Take a look at how data is monitored in New Relic.

New Relic is an observability platform that helps businesses analyze, troubleshoot, and optimize their software stack. The platform combines telemetry data with applied intelligence to provide insights that can improve application performance and user experience. Given its focus on full-stack observability and applied intelligence, it is particularly well-suited to those seeking these characteristics in their monitoring tool.

Why I Picked New Relic:

I chose New Relic for its robust capabilities in providing full-stack observability and applied intelligence. This pairing of observability with intelligence sets New Relic apart and makes it an excellent choice for those keen on these features. Its integrated approach to data analysis and intelligence application is why I judged it the best tool for full-stack observability with applied intelligence.

Standout features & integrations:

New Relic's standout features include detailed performance metrics, AI-powered anomaly detection, and unified dashboards. The platform's vast integrations include popular services such as AWS, Google Cloud, Azure, Kubernetes, and Docker.


New Relic's pricing starts from $99/user/month (billed annually). The company also provides customized pricing for its Enterprise plan, but the standard pricing offers comprehensive observability features.


  • Full-stack observability with applied intelligence.
  • A wide array of integrations.
  • Unified dashboards for improved visibility.


  • High starting price.
  • Some features may have a steep learning curve.
  • Customer support could be more responsive, according to some users.

10. Dynatrace - Best for organizations prioritizing AI-assistance in software intelligence

A photo of Dynatrace's cloud visibility dashboard.
DynaTrace’s cloud visibility dashboard displays its quick overview, cloud & infrastructure, application health and user experience.

Dynatrace offers an AI-powered, automatic, and full-stack monitoring solution that covers application performance, cloud infrastructure, and user experience. As a tool heavily emphasizing AI assistance, it provides advanced software intelligence that helps organizations improve their application performance and diagnose potential issues swiftly. Consequently, it aligns well with organizations prioritizing AI assistance in their software intelligence.

Why I Picked Dynatrace:

I selected Dynatrace because of its strong emphasis on AI assistance, providing proactive identification of anomalies and potential issues: this tool’s intelligent features during my comparison process, particularly its AI-driven causation, not just correlation. Hence, Dynatrace is best suited for organizations prioritizing AI-assisted software intelligence.

Standout features & integrations:

Some of Dynatrace's key features include its automatic and intelligent observability, real-user monitoring, and root-cause analysis. Furthermore, its list of integrations is comprehensive, with options to connect with various cloud platforms like AWS, Azure, and Google Cloud, as well as CI/CD tools and containerization technologies like Docker and Kubernetes.


Pricing for Dynatrace starts from $21/user/month (billed annually). Note that this is the cost for their Infrastructure Monitoring module, and different modules have different pricing.


  • AI-assisted software intelligence for proactive issue identification.
  • Automatic and intelligent observability.
  • Extensive integration options.


  • Pricing can be complex due to the different modules.
  • The steep learning curve for new users.
  • Some users reported occasional false-positive alerts.

11. Better Stack - Best for modern engineers needing robust log management

A photo of the user interface for the tool Better Stack.
Here's the user interface of Better Stack. Your log data can be easily checked on its monitor dashboard.

Better Stack offers a current, powerful log management solution that enables engineers to visualize, analyze, and understand their log data more effectively. This tool is particularly well-suited for modern engineers who need robust log management capabilities to gain insights and resolve issues swiftly.

Why I Picked Better Stack:

In making my selections, I was keen on identifying tools with strong specialty capabilities. Better Stack stood out due to its focus on robust log management, essential for modern engineering teams. Its ability to help users visualize and analyze log data effectively is why it is a tool for those needing robust log management.

Standout features & integrations:

Better Stack provides powerful features, including real-time log tailing, extensive search capabilities, and advanced analytics. Regarding integrations, it allows engineers to connect to various environments, such as AWS, Google Cloud, and Azure, along with standard programming languages, including JavaScript, Python, and Java.


Pricing for Better Stack starts from $50/user/month, making it an investment. It may targeted more toward dedicated engineering teams.


  • Real-time log tailing for immediate insights.
  • Extensive search capabilities for specific data analysis.
  • A broad range of integrations supporting various environments and languages.


  • Higher starting price compared to other tools.
  • It may have more features than are needed for smaller projects.
  • The user interface might take some time to get used to for beginners.

12. Splunk Enterprise - Best for businesses requiring high-powered data collection and analytics

A screenshot of the web report portion found in Splunk Enterprise.
The web report tab of Splunk Enterprise showcases the different monitoring statuses of your data.

Splunk Enterprise is a software platform that provides comprehensive insights into your machine data. Its powerful data collection and analytics make it a top choice for businesses that require high-powered, in-depth data analysis capabilities.

Why I Picked Splunk Enterprise:

When selecting tools for this list, I chose to include Splunk Enterprise because of its exceptional data collection and analytical power. Its distinct ability to process high volumes of data and deliver comprehensive insights sets it apart from other tools in the market. Splunk Enterprise is best for businesses that require high-powered data collection and analytics because of these capabilities.

Standout features & integrations:

Critical features of Splunk Enterprise include real-time visibility, scalable data collection, and powerful search and analytical capabilities. Regarding integrations, Splunk supports a wide array of systems, such as Windows and Unix-based systems, and cloud services like AWS and Azure, and it can also ingest data from various other sources, such as IoT devices.


Splunk Enterprise pricing starts from $150/user/month, showcasing its commitment to providing premium services to businesses with significant data analysis needs.


  • Offers real-time visibility into machine data.
  • Has scalable data collection to accommodate growing data volumes.
  • Provides powerful search and analytics tools for in-depth data analysis.


  • It has a high starting price, which may not be suitable for smaller businesses.
  • It may require a significant learning curve for those unfamiliar with the platform.
  • The complexity of the tool needs to be more straightforward for businesses with simpler data needs.

Other Noteworthy Sumo Logic Alternative

Below is a list of additional Sumo Logic Alternative tools that I shortlisted, but did not make it to the top 12. Definitely worth checking them out.

  1. IBM Security QRadar Suite - Good for centralized security incident detection and response
  2. Coralogix - Good for automated anomaly and trend detection in logs
  3. Trellix Security Manager - Good for threat intelligence and management across large enterprise networks
  4. Logpoint - Good for compliance management and proactive threat hunting
  5. IBM Instana Observability - Good for real-time application performance monitoring
  6. Loggly - Good for troubleshooting with centralized log analysis
  7. Amazon CloudWatch - Good for monitoring AWS resources and applications in real-time
  8. Moogsoft - Good for reducing noise in IT alerts with AI-driven insights
  9. Fluent Bit - Good for lightweight log processing and forwarding
  10. Logentries - Good for real-time log data search, visualization, and alerting
  11. Logstash - Good for dynamic data collection and enrichment pipeline
  12. Hosted Graphite - Good for detailed metrics visualization and alerting
  13. NXLog - Good for multi-platform log collection and routing

Selection Criteria for Choosing Sumo Logic Alternative

When selecting the best log management software, many criteria exist. Having personally tested and scrutinized many of these tools, I've whittled down the selection to those that meet specific requirements. In my evaluation of dozens of log management tools, the most crucial criteria included core functionality, key features, and usability.

Core Functionality

  • Log collection - The tool should efficiently gather logs from various sources without overwhelming system resources.
  • Log normalization - It should standardize logs, enabling straightforward comparison and analysis.
  • Data storage and management - A competent tool needs to store data securely and allow efficient retrieval when required.
  • Log analysis - The tool should have powerful log analysis capabilities to reveal meaningful insights from the data.

Key Features

  • Scalability - As your log data increases, the tool should be able to handle the growing volume without performance deterioration.
  • Real-time analysis - This feature allows immediate detection of anomalies or issues as they occur.
  • Alerting and notification - The tool should notify users about potential issues or threats in real-time.
  • Compliance assurance - Given the growing importance of data regulation, a good tool helps ensure compliance with industry standards.


  • Intuitive UI - An intuitive interface that allows easy navigation and operation is critical for a log management tool, and an intuitive interface that allows easy navigation and function is vital. This could include a dashboard view for quick insights or a search bar for efficient data retrieval.
  • Smooth onboarding - The tool should offer a straightforward setup process and provide clear instructions or guides for initial configuration and use.
  • Robust support - Vendors should provide full customer support to help users troubleshoot issues. This could include a comprehensive knowledge base, responsive customer service, and a supportive user community.
  • Role-based access - For security reasons, the tool should enable admins to restrict access based on user roles. This ensures that only authorized individuals can view or alter log data.
  • Training resources - Given the complexity of some tools, having a learning library or training program to guide users through the functionalities is essential.

Most Common Questions Regarding Sumo Logic Alternative (FAQs)

What are some of the benefits of using Sumo Logic alternatives?

Alternatives to Sumo Logic often provide a variety of benefits, including:

  • Cost efficiency: Some alternatives may offer more competitive pricing or flexible plans than Sumo Logic.
  • Diverse features: Depending on the tool, you may find unique features not present in Sumo Logic that better suit your needs.
  • Customizability: Certain alternatives might offer more options to tailor the tool to your requirements.
  • Ease of use: Some Sumo Logic competitors prioritize user-friendly interfaces and smooth learning curves.
  • Customer support: The level and quality of customer service can vary between providers, and some alternatives may offer more responsive or comprehensive support.

How much do these Sumo Logic alternative tools typically cost?

The cost of these tools can significantly vary depending on their feature sets, scalability, and pricing models. Generally, the starting price of these tools can be anywhere from $20/user/month to over $100/user/month. Note that these are starting prices and can increase based on additional features or users.

What are the typical pricing models for these tools?

Most of these tools follow a subscription-based pricing model, where users pay a monthly or annual fee to access the service. The cost usually scales based on the number of users or the amount of data processed. Some tools also offer pay-as-you-go or consumption-based pricing, where you only pay for the resources you use.

What is the typical range of pricing for these tools?

The pricing range for these tools is quite wide due to the varying complexity and feature sets. You can find basic solutions starting at around $20/user/month, while enterprise-grade tools with advanced functionalities can exceed $150/user/month.

What are some of the cheapest and most expensive software alternatives to Sumo Logic?

Fluent Bit and Logstash are some of the cheapest alternatives as they are open-source tools that are free to use. On the other end of the spectrum, solutions like Splunk Enterprise and IBM QRadar can be more expensive due to their comprehensive features and enterprise-grade capabilities.

Are there any free tool options as alternatives to Sumo Logic?

Yes, there are free alternatives to Sumo Logic. Fluent Bit and Logstash are examples of open-source log management tools that are free to use. However, remember that while these tools do not have a monetary cost, they may require more setup and maintenance effort compared to paid solutions.


To wrap it up, selecting the best Sumo Logic alternative involves meticulous evaluation of different software based on the requirements and resources of your organization. From powerful full-stack observability to robust log management to high-powered data collection, there are various facets to consider when looking for a tool that meets your business needs.

When choosing software for your business, evaluating your core requirements is essential. There's no one-size-fits-all solution, so it's crucial to identify what you need - whether it's robust log management, AI-assisted software intelligence, or full-stack observability.

Usability is another factor to consider. Even if a solution has advanced features, it might only be worth it if it’s easy to navigate and lacks efficient support. Please take a look at the onboarding process and customer support as well.

Lastly, remember to understand the pricing structure. The cost of these tools can vary significantly, so investing in a tool that delivers value for your investment is essential. Whether you have a tight budget or a sizeable one, there are alternatives to Sumo Logic that can cater to your needs without breaking the bank.

What do you think?

We’re always eager to learn about new tools in the ever-evolving tech landscape. Feel free to reach out if you think we've missed a Sumo Logic alternative that deserves to be on this list. We are happy to explore your suggestions and potentially include them in future updates. Your contribution can make this guide even more valuable for readers like you seeking the most effective tools in the market.

By Paulo Gardini Miguel

Paulo is the Director of Technology at the rapidly growing media tech company BWZ. Prior to that, he worked as a Software Engineering Manager and then Head Of Technology at Navegg, Latin America’s largest data marketplace, and as Full Stack Engineer at MapLink, which provides geolocation APIs as a service. Paulo draws insight from years of experience serving as an infrastructure architect, team leader, and product developer in rapidly scaling web environments. He’s driven to share his expertise with other technology leaders to help them build great teams, improve performance, optimize resources, and create foundations for scalability.