Software Alternatives, Accelerators & Startups

Sumo Logic VS Apache Log4j

Compare Sumo Logic VS Apache Log4j and see what are their differences

Sumo Logic logo Sumo Logic

Sumo Logic is a secure, purpose-built cloud-based machine data analytics service that leverages big data for real-time IT insights

Apache Log4j logo Apache Log4j

Log4j is a logging framework (APIs) written in Java.
  • Sumo Logic Landing page
    Landing page //
    2023-10-20
  • Apache Log4j Landing page
    Landing page //
    2023-06-17

Sumo Logic features and specs

  • Scalability
    Sumo Logic is designed to handle large volumes of data, making it suitable for organizations of different sizes and industries. It can scale up or down based on your needs.
  • Real-time Analytics
    The platform provides real-time analysis of logs and metrics, allowing for immediate insights and faster decision-making.
  • Unified Platform
    Sumo Logic offers a single platform for application observability, security, and compliance, reducing the need for multiple tools and streamlining workflows.
  • Machine Learning Capabilities
    The platform includes advanced machine learning features for anomaly detection, predictive analytics, and root cause analysis, enhancing the ability to detect and troubleshoot issues.
  • Integrations
    Sumo Logic supports numerous integrations with other tools and platforms, including AWS, Azure, Google Cloud, and various DevOps, security, and observability tools.
  • Compliance and Security
    The platform offers robust security features and facilitates compliance with various industry standards, such as HIPAA, GDPR, and SOC 2.

Possible disadvantages of Sumo Logic

  • Cost
    Sumo Logic can be expensive, particularly for smaller organizations or those with budget constraints. The cost may increase significantly with higher data volumes.
  • Complexity
    The platform has a steep learning curve, especially for users who are new to log management and analytics tools. This could lead to a longer onboarding process.
  • Search Performance
    In some cases, users have reported slow search performance, especially when querying large datasets or during peak usage times.
  • Limited Customization
    While Sumo Logic offers a wide range of features, there are limitations in customizing dashboards and alerts to fit specific requirements fully.
  • Dependence on Internet Connectivity
    As a cloud-based solution, Sumo Logic requires a reliable internet connection. Any disruption in connectivity can impact access to the platform and its features.

Apache Log4j features and specs

  • Flexibility
    Log4j offers a highly flexible logging framework with a wide range of configuration options, allowing developers to customize logging behavior to fit their specific needs.
  • Scalability
    The architecture of Log4j is designed to handle large-scale applications, efficiently managing large volumes of log data with minimal performance impacts.
  • Wide Adoption
    As a well-established project, Log4j is widely adopted across many industries, ensuring good community support and regular updates.
  • Multiple Output Options
    Log4j supports logging data to various output destinations such as console, files, databases, and more, which enhances its versatility.
  • Support for Custom Filters and Layouts
    Developers can extend Log4j with custom filters and layouts, providing greater control over what gets logged and how logs are formatted.

Possible disadvantages of Apache Log4j

  • Complex Configuration
    The configuration of Log4j can be complex and overwhelming for beginners due to its extensive options and flexibility.
  • Security Vulnerabilities
    In the past, Log4j has faced significant security issues such as the Log4Shell vulnerability, highlighting potential risks if not properly managed and updated.
  • Performance Overhead
    While scalable, improper configuration can lead to performance overhead in applications, particularly if logging is not appropriately filtered or managed.
  • Legacy Usage
    Older versions of Log4j (like 1.x) are still in use despite being deprecated, which can pose maintenance and upgrade challenges.
  • Classpath Conflicts
    Log4j may cause classpath conflicts in multi-library environments due to dependencies, which can complicate integration in some projects.

Sumo Logic videos

Sumo Logic 2013 Year in Review

More videos:

  • Demo - Next Generation Log Management & Analytics - Demo of Sumo Logic

Apache Log4j videos

No Apache Log4j videos yet. You could help us improve this page by suggesting one.

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Category Popularity

0-100% (relative to Sumo Logic and Apache Log4j)
Monitoring Tools
93 93%
7% 7
Log Management
91 91%
9% 9
Performance Monitoring
Testing
88 88%
12% 12

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Sumo Logic and Apache Log4j

Sumo Logic Reviews

The 10 Best Nagios Alternatives in 2024 (Paid and Open-source)
Sumo Logic is yet another tempting Nagios alternative, especially appealing to large corporations, while also offering notable infrastructure monitoring capabilities. One standout feature of Sumo Logic is its utilization of cloud-based machine learning, which proves invaluable in efficiently managing vast amounts of data concurrently, making it particularly advantageous for...
Source: betterstack.com
10 Best Grafana Alternatives [2023 Comparison]
Sumo Logic is able to process big data, which means that it is aimed at companies that have a lot of data. In other words, Sumo Logic is aimed at big corporations with big budgets.
Source: sematext.com
11 Best Splunk Alternatives
Sumo Logic is a SaaS-based log management application that can monitor both on-premises and cloud-based services. The platform includes integrations for AWS, Microsoft Azure, Google Cloud, Kubernetes, and Docker, allowing it to work alongside your current tools and services.
8 Dynatrace Alternatives to Consider in 2021
Sumo Logic is an APM platform that promises faster troubleshooting with integrated logs, metrics, and traces. It focuses on cloud operations and providing analytics to support developers. It has multi-cloud support with over 150 apps that you can integrate with your work. It promises security, scalability, reliability, and performance by ensuring that data is unlimited for...
Source: scoutapm.com
Top 5 NGINX Log Analyzer Tools – Driving Business Growth with Data
Sumo Logic offers an application to analyze NGINX server logs. In addition to analyzing NGINX server performance, the tool can monitor complex transactions and track usage patterns. It uses machine learning capabilities to efficiently analyze huge amounts of logs. The unified logging system enables developers to monitor and troubleshoot issues in real-time, allowing faster...

Apache Log4j Reviews

We have no reviews of Apache Log4j yet.
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Social recommendations and mentions

Based on our record, Apache Log4j seems to be a lot more popular than Sumo Logic. While we know about 27 links to Apache Log4j, we've tracked only 1 mention of Sumo Logic. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Sumo Logic mentions (1)

  • Roadmap for July
    He's coming with years of experience of having architected systems at Uber, Flock, Sumo Logic and was a founding engineer who helped design the cryptography primitives at Zeta. Someone of his caliber coming onboard means that we'll be able to ship nicer things faster. 🎉. Source: almost 4 years ago

Apache Log4j mentions (27)

  • Most Effective Approaches for Debugging Applications
    Structured logging transforms debugging by providing a detailed, searchable record of an application’s state, including variable values, stack traces, and user actions. According to Gartner, organizations with robust logging systems resolve production issues 40% faster. Doug Crawford, President and Founder of Best Trade Schools, highlights their value: “Implementing a structured logging system… makes isolating the... - Source: dev.to / 15 days ago
  • Studying Log4Shell
    The official website. The vulnerability was introduced in 2.0-beta7 which was released in 2013. Source: about 2 years ago
  • Apache POI Setup Logging Error
    What you need is log4j-core, what you downloaded is some kind of connector between log4j and JUL. Tbh I don't know what JUL is, but that's not important. You can get log4j-core on from the official website - https://logging.apache.org/log4j/2.x/ or in maven repo. In case you're not using maven, I highly, highly recommend you using it for managing your dependencies. Source: over 2 years ago
  • 5 Best Logging Solutions for Java
    Log4J(https://logging.apache.org/log4j/2.x/) is a Java-based logging framework. It is a part of Apache Logging Services. It was also the most popular and widely used Java logging solution until the exposure of its Log4Shell vulnerability last year. - Source: dev.to / over 2 years ago
  • Reduce Security Risks by Keeping Dependencies Up-To-Date with GitHub Actions and Dependabot
    Almost nothing is more ubiquitous in applications than logging libraries. No matter which type of application - hastily thrown-together prototypes, decades-old enterprise monoliths, newly built event-driven serverless apps - there is always the need to log. Even in non-production-grade applications where standard observability patterns such as monitoring and alerting might not be applied - logging is usually... - Source: dev.to / about 3 years ago
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What are some alternatives?

When comparing Sumo Logic and Apache Log4j, you can also consider the following products

Datadog - See metrics from all of your apps, tools & services in one place with Datadog's cloud monitoring as a service solution. Try it for free.

tinylog - tinylog is a lightweight logging framework with static logger class for Java and can be configured...

Dynatrace - Cloud-based quality testing, performance monitoring and analytics for mobile apps and websites. Get started with Keynote today!

LogDNA - Cloud log management system.

LogicMonitor - LogicMonitor is the SaaS performance monitoring platform for the world's best IT teams. Deploy Fast, Monitor More, Improve Ops.

LOGBack - Logging framework