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TOP 10 Best Load Testing Tools for 2024

Nov 7, 2024
14 min read

By Yuri Kovalov, updated October 27, 2024.

author-yuri

Yuri Kovalov, an MBA and Stanford University-certified technical entrepreneur, has over 20 years of experience in the performance testing field. In 2008, Yuri founded Performance Lab, a leading performance testing company with over 150 performance engineers. The company completes more than 50 performance testing projects annually for enterprise customers. In 2022, Yuri launched PFLB, a Silicon Valley-based SaaS company offering an AI-powered load testing platform.

Reviewed by Vik Kuvshinov

author-vik

Reviewed by

Vik Kuvshinov

Vik Kuvshinov is an engineering manager with over 20 years of experience in the performance testing field. He previously worked as an HP Enterprise Architect specializing in LoadRunner-based solutions. He currently holds a Senior Product Manager position at PFLB, overseeing key cloud and AI product features.

Fact checked by Rost Radchenko

author-rost

Fact checked by

Rost Radchenko

Rost is a content marketer, writer, and fact-checker. He holds a Bachelor of Computer Science degree from Bridgewater State University and helps develop content strategies for technicall brands.

Table of Contents

Best Load Testing Software Comparison Table

With so many load testing tools available today, it’s easy to feel overwhelmed by the options. Many of these tools can seem complex and unintuitive, often leading teams to skip load testing. However, skipping this vital step can lead to performance issues that may affect user satisfaction and even result in a decline in revenue.

To help you navigate the landscape, I’ve compiled a list of online performance testing tools for 2024. This performance testing tools comparison focuses on online tools, intentionally skipping legacy desktop solutions (with all due respect). You can read more in our blog post JMeter vs LoadRunner vs PFLB. I’ve gathered a great blend of open-source and commercial tools to meet various demands, from startups to global enterprises. Additionally, I highlight some of the fancy and innovative features available this year, ensuring you have the best options to simulate real-world traffic and gain valuable insights effectively.

What is Load Testing?

Load testing aims to determine whether the system can handle the expected number of concurrent users, transactions, or data loads without slowing down, crashing, or experiencing other performance issues.

Load testing simulates user traffic to assess how well applications perform under different loads. QA engineers, developers, and SREs use web load testing tools to ensure applications meet performance requirements against response time or resource utilization. DevOps teams integrate them into CI/CD pipelines to deliver reliable software, while IT operations focus on optimizing performance. Business owners, managers, and SaaS founders also rely on these tools to scale their products effectively.

While traffic simulation is one of the main features, having strong monitoring and reporting capabilities is crucial. These features help teams analyze performance metrics, identify issues, and gain insights to ensure applications run smoothly in real-world scenarios.

How I Compared Performance Testing Tools

When I set out to compare the best online load testing tools, I focused on what matters most for performance engineers, DevOps, SREs, and decision-makers. My main focus was on cloud capabilities and value for money. Instead of relying on documentation, I used each tool firsthand, either through trials or by purchasing the cheapest plan. This gave me a real feel for their usability, strengths, and weaknesses.

Here’s what I looked for:

  • 01
    Price Comparison: I calculated the cost per Virtual User Hour (VUH) for each tool to ensure good value. This helped me see which tools delivered the best bang for the buck.
  • 02
    Hosted Load Generators: Tools that provided hosted load generators were a priority, reducing the hassle of managing testing environment infrastructure and allowing teams to focus more on testing.
  • 03
    Private Cloud Support: Large enterprises often need private cloud support for security, so I prioritized tools that offered this.
  • 04
    Data Management: Good cloud-based storage for tests and results was important for team collaboration and efficiency.
  • 05
    Open Source Compatibility: Compatibility with open-source technologies like JMeter was a plus, making it easier to reuse existing test scripts.
  • 06
    Protocol Support: Protocol support was key, and I evaluated load test tools based on native and open-source protocol capabilities. “All JMeter Protocols” includes:
    HTTP/HTTPS (web apps, REST APIs), SOAP (web services), FTP (file transfers), JMS (messaging), JDBC (databases), LDAP (directory services), MQ (message queuing like IBM MQ, RabbitMQ, ActiveMQ), MQTT (IoT), SMTP (email), and TCP/UDP (custom applications).
  • 07
    SLO/SLA Tracking: load performance testing tools that supported tracking Service Level Objectives (SLOs) and Service Level Agreements (SLAs) were prioritized, especially for SREs who need to ensure system reliability by measuring resource utilization and other performance data.
  • 08
    Continuous Testing Support: such capabilities were important, particularly for DevOps teams looking to integrate performance testing seamlessly into CI/CD pipelines.
  • 09
    Trial Availability: tools for load testing with a free trial or affordable entry point were prioritized for hands-on testing without major commitments.

The TOP 10 Best Load Testing Tools

1. PFLB – 🏆 

PFLB - the Best Load Testing Tool to Identify Performance Bottlenecks

PFLB is a professional tool for performance engineers that simulates massive traffic to their web applications, ensuring they are prepared for increased load. With its integration of Google Analytics, PFLB mirrors real production traffic patterns in scenario-based simulations, providing highly realistic test conditions. The intuitive web UI delivers an excellent load testing experience for performance testing and development teams, including DevOps and SREs.

I’ve placed PFLB at the top of our web performance testing tools list because it goes beyond basic performance testing. Its AI-driven insights help you quickly spot performance bottlenecks before they become a problem. Performance testers will appreciate the variety of tools available—like JMX, HAR, and Postman imports—making it easy to set up and run tests in the cloud without worrying about infrastructure.

The detailed dashboards make it simple for CTOs and IT managers to analyze test results and track performance over time. Overall, PFLB stands out as a new-generation performance testing solution, allowing users to effortlessly create, run, and manage tests with a user-friendly interface.

pflb one of the top performance testing tools

Pros

  • No testing infrastructure is needed; hosted load generators are offered, running performance tests at cloud scale or in a private cloud, eliminating infrastructure management.
  • 🥇Simulates real world user behavior by cloning production traffic patterns.
  • 🥇Helps to identify performance bottlenecks with AI-powered insights.
  • 🥇Provide detailed load testing results for in depth analysis with Grafana dashboards.
  • Full JMeter support: import, export, and JMeter cloud load testing.
  • It supports scalability testing, stress testing, spike testing, and other performance testing types.
  • Intuitive no-code test builder for quick setup without complex test scripts. Supports importing browser script recordings (HAR) for easier test creation.
  • You can start API load testing quickly by importing your existing Postman or Insomnia request collections.
  • Use SLAs as the pass/fail criteria.
  • You can track your app performance capacity with visual test-to-test comparison and performance trending.
  • Provides a custom report builder based on your load test data.
  • PFLB’s in-house professional performance testing services team can help you build and execute your performance engineering strategy.
  • Finally, it is capable of running the tests and sending results through a modern API, which you can easily call from your favorite CI/CD conveyor.

Cons

  • Limited capabilities of the Free package: only 17 VUh total available.
  • No integration with popular APM tools like Dynatrace or New Relic.
  • No browser-based load testing.

Protocols

  • HTTP/HTTPS.
  • REST API.
  • SOAP.
  • gRPC.
  • Kafka.
  • MQ (Message Queuing).
  • All JMeter protocols.

Price – $$$$$

PFLB is a cloud-based subscription solution, so you only pay for what you use. A free license allows up to 5 test runs, while pricing for more tests starts at $50 per month. 

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2. BlazeMeter

BlazeMeter - Continuous Performance Testing Tool

BlazeMeter is a commercial cloud-based performance testing platform that supports running tests built with open-source tools like JMeter, Gatling, Grinder, and Locust (read more about Blazemeter alternatives). It offers a scriptless test builder for creating scenarios and provides basic analytics for test results. BlazeMeter also provides open-source plugins like Taurus for continuous testing and includes handy load testing automation tools like the JMeter Debugger for step-by-step test troubleshooting.

blazemeter one of the popular performance testing tools

Pros

  • Provides hosted load generators and supports private clouds.
  • 🥇Supports open-source JMeter, Gatling, Grinder, and load testing using Locust scripts, allowing users to reuse existing test assets seamlessly. Supports multiple protocols.
  • Supports functional testing, which is valuable for larger QA teams looking for an all-in-one solution.
  • A bunch of useful plugins on the BlazeMeter’s Github account.
  • Simulate mobile testing from real devices in combination with Perfecto.
  • Provides integration with monitoring and APM tools such as New Relic, AppDynamics, DataDog, and AWS CloudWatch.

Cons

  • Expensive for user load volumes exceeding 1,000 concurrent users.
  • Very basic and shallow reporting.
  • Doesn’t help with bottleneck identification.
  • Users must manually ensure the realism of load test scenarios, including traffic patterns and user behavior.
  • Complex Learning Curve: Setting up advanced tests and interpreting reports can be challenging for beginners.

Protocols

  • HTTP/HTTPS.
  • REST API.
  • WebSocket.
  • Browser-based load testing (via Selenium and Playwright).
  • All JMeter protocols.
  • All Gatling protocols.

Price – $$$$$

  • 170 VUh per month for free with a restriction of 20 min maximum test duration.
  • $99 per month for 1,000 VUh with a restriction of 1-hour maximum test duration.
  • $499 per month for 6,500 VUh with a restriction of 5-hour maximum test duration.
  • Custom pricing is available.

3. Gatling

Gatling - the Load Testing Solution

Gatling is a performance testing tool that’s included in this list due to its Enterprise Cloud solution. Its open-source version allows users to write tests in Scala. The commercial service provides hosted load generators and a web interface, making it easier to run large-scale tests without the need to manage your own testing environment infrastructure.

Gatling is script-based, so some programming knowledge is required, particularly in Scala or Java. However, it offers extensive documentation to help with setup and testing. Its cloud platform integrates well with CI CD tools, making it practical for teams looking to automate and scale their automated performance tests. 

gatling performance testing tool developed to scalability testing and stress testing of web and mobile applications

Pros

  • On-premise and cloud-based load generators.
  • 🥇Excellent scalability: you can run 180,000 concurrent virtual users for very reasonable price and without applying for enterprise package.
  • Official and unofficial plugins for testing Kafka, RabbitMQ, and JDBC.
  • Web recorder.
  • No-code test builder.
  • Provides integration with APM tools like Dynatrace, AppDynamics, New Relic, and DataDog.

Cons

  • Requires knowledge of Scala or Java, which might present a learning curve for some teams.
  • Non-intuitive no-code interface in comparison with other load test tools.
  • Setup complexity for beginners.
  • While active, the open-source community around Gatling is not as large as that of some other stress testing tools like JMeter. For advanced troubleshooting or specific use cases, paid support may be necessary.
  • Poor analytics compared to other tools like Grafana, used in PFLB and K6.

Protocols

  • HTTP/HTTPS.
  • REST API.
  • WebSocket.
  • JMS.
  • SOAP.
  • MQTT.
  • HTTP/2.
  • JDBC.

Price – $$$$$

  • 14-day free trial with 30,000 VUh included and a 30-minute max test duration limit.
  • €99 per month for 60,000 VUh.
  • €396 per month for 900,000 VUh.
  • Custom pricing is available by quote.

4. Octoperf

OctoPerf - Real Browser Load Testing Tool

OctoPerf is an enterprise-level load testing solution that positions itself as a JMeter Performance Center. It supports load testing for web applications and APIs, allowing users to leverage existing JMeter scenarios, import from Postman, Playwright, and HAR files, or use its advanced test builder. OctoPerf is a professional tool offering robust load test configuration options and detailed reporting capabilities, making it well-suited for advanced performance testing needs.

octoperf performance testing tool designed for stress testing web applications

Pros

  • Hosted and private load generators with a handy on-premises configurator.
  • Supports AWS, Azure, and Digital Oceans locations for distributed testing.
  • Advanced load testing features like load curves, correlations, IP spoofing, variables, data pools, and SLA.
  • Advanced reporting with trends.
  • Supports Playwright scripts.
  • Great documentation, tutorials, and certification program based on dedicated or self-training.
  • Integration with APM tools like Dynatrace, AppDynamics, New Relic, and Instana.

Cons

  • The free version has limited features, 17 VUh, and a short test duration.
  • Learning Curve for Advanced Features.
  • No production traffic patterns cloning.
  • No performance bottlenecks detection.

Protocols

  • HTTP/HTTPS.
  • REST API.
  • WebSocket.
  • Browser-based load testing (via Playwright.)
  • All JMeter protocols.

Price – $$$$$

  • Free 17 VUh.
  • Pay as you go with $69 for 1,000 VUh.
  • €649 per month for 720,000 VUh with a restriction of 1,000 VUh per test.
  • Custom pricing is available.

5. Grafana Cloud K6

K6 - One of the Best Open Source Website Load Testing Tools

K6 is an open-source performance testing solution designed for software developers using JavaScript for scripting. It is used for load testing websites, APIs, GraphQL, WebSocket, gRPC, and more. Grafana Cloud K6 is a commercial, cloud-based extension that enhances K6 with cloud capabilities, including hosted load generators, distributed test execution from 21 locations, and the ability to run load tests in the cloud with up to 1 million concurrent virtual users.

Cloud K6 provides users with intelligent performance insights, helping to identify application performance bottlenecks and detect performance changes by comparing test results and tracking trends over time.

grafana cloud k6 one of the top performance testing tools supporting multiple protocols

Pros

  • Provides hosted load generators in 21 global zones and supports private clouds.
  • Excellent scalability.
  • Performance insights to help pinpoint performance issues effectively.
  • GUI test builder and browser recorder for ease of use.
  • SLO-based pass/fail criteria for clear performance thresholds.
  • Offers tools for correlation between performance testing and observability.
  • Seamless visualization and querying of performance tests in Grafana.
  • Automatic correlation of performance test results with server-side detailed performance metrics, logs, and traces for quick root cause identification.

Cons

  • Requires software development skills.
  • No support for JMeter, Gatling, or Grinder.
  • Unintuitive even for experienced performance testers.
  • Unintuitive pricing for performance testing.
  • Websocket connections sometimes get stuck.
  • Complicated for non-developer audiences.

Protocols

  • HTTP/HTTPS.
  • REST API.
  • WebSocket.
  • gRPC.
  • GraphQL.
  • Kafka (via xk6 extension.)
  • Browser-based load testing (via xk6-browser.)

Pricing – $$$$$

Cloud K6 pay-as-you-go pricing can be confusing because you’re charged not only for VU hours but also for additional services like Grafana metrics, visualizations, and logs.

cloud k6 packages include also performance monitoring tools

If we were only charged for VU hours, the pricing would look like this:

  • Free plan: 500 VUh per month.
  • $19/month: 500 VUh, with additional VU hours at $0.19 each.
  • $299/month: 1000 VUh, with additional VU hours at $0.15 each

However, it is complicated to predict the final cost. 

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PFLB is an all in one cloud-based performance testing software. Load test your software at cloud scale, identify performance bottlenecks with AI, and engage your team with beautiful reports.

6. Loadium

Loadium - One of The Selected Load Testing Applications With Realistic User Scenarios

Loadium simplifies performance testing with an intuitive platform suitable for all skill levels. Users can quickly start tests by uploading JMeter or Gatling scripts or building them manually. 

The platform offers script conversion features and precise load control settings. Key features include access to Amazon instances, dedicated IP addresses, APM tools, and Jenkins integration. The Loadium Record & Play extension enhances test recording and execution.

loadium one of the popular performance testing tools to assess system performance

Pros

  • Up to 50 locations for distributed testing web applications via AWS, Azure, and GCP.
  • 🥇Natively supports HTTP live streaming testing.
  • Supports browser testing with Selenium Webdriver-based scripts.
  • Supports JMeter and Gatling scripts.
  • Offers dedicated IP.
  • Offers advanced load testing features such as slow network emulation.
  • Advanced reporting.
  • Integrates with APM tools: New Relic, DataDog, and AppDynamics.

Cons

  • Limited free plan with only 10 test runs, each capped at 5 minutes.
  • No bottleneck detection features.
  • No analyzing production traffic patterns.
  • No native support for gRPC, Kafka, and MQ.

Protocols

  • HTTP/HTTPS.
  • HLS, MPEG-DASH.
  • REST API.
  • Browser-based load testing (via Selenium.)
  • All JMeter protocols.

Price – $$$$$

  • $129/Month for 7,500 VUh.
  • $499/Month for 15,000 VUh.
  • Custom pricing is available.

7. Artillery

Artillery - Performance Testing Tools for Software Optimal Performance

Artillery is an elegant performance testing tool designed for simulating traffic with virtual users. It also supports browser-based load testing by running your Playwright scripts. Tests can be executed from the command line using a simple YAML file for test definitions. Additionally, you can access Artillery Cloud—a hosted service that offers fancy dashboards and essential load testing results, making it easier to analyze your performance data.

artillery allows execute performance tests from private cloud with multiple users

Pros

  • 🥇Offers free cloud-based load testing analytics.
  • Supports private clouds.
  • Supports Playwright tests for browser-based stress testing.
  • ​​Multi-stack testing capabilities.

Cons

  • No hosted load generators.
  • Requires specific skills to work with CLI and script YAML and js.
  • Doesn’t support JMeter and other recognized open-source technologies.
  • Can’t help with bottleneck identification.
  • No integration with APM tools.

Protocols

  • HTTP/HTTPS.
  • REST API.
  • GraphQL.
  • WebSocket.
  • gRPC.
  • Kafka.

Price – $$$$$

  • Free

8. LoadNinja

LoadNinja - One of The Selected Load Testing Tools with Detailed Reports

LoadNinja is a cloud platform for browser-based performance testing of websites and web applications. It employs real browsers instead of load emulators, providing actionable browser-based metrics to measure application performance.

It includes AI capabilities that automatically manage dynamic values like session IDs and tokens, minimizing manual work. Additionally, it detects anomalies based on load testing data, helping identify issues faster.

loadninja performance testing tool standing out for easy test script creation feature

Pros

  • The learning curve is below the average because you don’t have to care about network traffic; you can create load tests using a simple record & playback feature.
  • Offers record and playback features to record user actions in a web browser.
  • Offers anomaly detection with AI, showing some visuals and text like “sudden downtime increase after 62 virtual users.”
  • Browser-based metrics with analytics and reporting features.
  • Offers on-demand and subscription-based pricing.

Cons

  • Doesn’t support private clouds.
  • Entirely relies on AJAX, which relies on JavaScript, so it doesn’t work if JavaScript is disabled or not supported.
  • The asynchronous nature of AJAX causes latency issues.
  • Dynamically displayed and loaded data may cause issues with LoadNinja technology, as they are not a part of the application page.
  • 1-hour maximum test duration in all subscription-based packages.
  • Doesn’t offer analyses of production traffic patterns.

Protocols

  • Browser-based load testing (using real browsers.)
  • REST API (via browser interactions.)
  • SOAP (via browser interactions.)
  • 🥇Oracle Forms.
  • 🥇SAP GUI Web.

Price – $$$$$

  • 14-day free trial with no credit card needed.
  • $301 for 800 VUh on demand.
  • $881 for 8,000 VUh on demand.
  • $1,133 for 20,000 VUh on demand.
  • $250 per month for 800 VUh with a restriction of 100VUh per test.
  • $735 per month for 8,000 VUh with a restriction of 1,000VUh per test.
  • $945 per month for 20,000 VUh with a restriction of 2,500VUh per test.
  • Custom pricing is available.

9. Locust

Locust - Performance Testing Tool to assess system behavior under load

Locust is a modern load-testing tool based on Python scripts. It has an open-source command-line interface, but what makes me put it on this list of the best online load testing tools is its cloud-based commercial solution, Locust.cloud, built and supported by Locust maintainers. These cloud capabilities include essential things like hosted load generators and a web UI for running tests.

Although the Locust tool demands a foundational understanding of programming, it compensates with comprehensive documentation. This documentation thoroughly covers the framework’s features alongside practical examples of code, load tests, setup for distributed testing, Docker deployment, and more, providing valuable resources for both novice and experienced developers alike.

locust cloud provide detailed performance reports

Pros

  • Provides hosted load generators.
  • Detailed documentation that includes templates for quick application.
  • Python scripting with the ability to import and use any Python libraries.
  • Distributed load support.
  • Web UI with real-time dashboards.
  • Use and export of OpenTelemetry trace data.

Cons

  • No free package for locust.cloud.
  • No private clouds are supported.
  • Currently, there is no sign-up feature on the website. You must book a demo first.
  • Python programming skills are required.
  • No built-in script recording capability.
  • Reports and graphs are stored for 180 days (unlike other tools for stress testing like PFLB, which offer lifetime data storage).

Protocols

  • HTTP/HTTPS.
  • REST API.
  • WebSocket.
  • gRPC.
  • Kafka.

Price  – $$$$$

  • $149 per month for 1,000 VUh limited by 500 virtual users.
  • $599 per month for 5,000 VUh limited by 1,000 virtual users.
  • Custom pricing is available with unlimited VUh and virtual users.

10. LoadForge

LoadForge - Performance Testing Tool which allows creating test scripts with AI significantly reducing testing time

LoadForge is a load testing tool that helps teams assess the performance of websites, APIs, and SQL. It features an intuitive web UI, allowing users to create tests using graphical workflows, and supports scripting in Python, leveraging Locust under the hood.  LoadForge offers real-time analytics, integrates well with CI CD tools, and has the ability to test SQL and simulate DoS attacks. 

It also includes basic AI features, such as a GPT-based report summarizer and an alpha version of an AI writer that generates Locust scripts. However, there is no free package, and the $49 per month basic package is surprisingly limited in functionality, allowing only 10-minute web tests. 

loadforge can detect performance issues early

Pros

  • You can use hosted load generators or on-premise Digital Ocean cloud.
  • 🥇AI-driven load testing reports.
  • Supports Locust scripts.
  • Intuitive Web UI.
  • Library of load testing script examples.
  • Requires mandatory host verification to prevent unauthorized load testing on third-party websites.

Cons

  • Doesn’t work. It didn’t allow me to execute 10-minutes test on 10k users due to some internal errors.
  • No free plan is available, so you can’t try it before buying. The demo only tests a basic static website without advanced features like parameterization, correlation, or data pools. You’ll have to pay upfront or check reviews on ProductHunt instead:
loadforge doesnt work when there are 5000 concurrent users or more

loadforge support worse than in most performance testing tools

  • For $49 per month, you’re limited to web load tests with a maximum duration of 10 minutes.
  • Limited load testing configurator abilities (no test curve and rump-up settings.)
  • The $49 package includes 10 test credits, allowing you to run 10 tests (10 minutes each). However, if a test fails due to LoadForge’s internal issues (e.g., ‘our worker likely failed’), your credits are still deducted.
  • Poor and glitchy real-time load testing dashboard
  • Doesn’t support complex or modular Locust projects. You can only paste a basic Locust script into the web editor and run it. Importing external modules, data pools, or other advanced components is impossible.
  • The AI-writer, AI-converter, and AI-report features are simply a basic integration with OpenAI, with no option to customize or enhance the predefined prompts.

Protocols

  • HTTP/HTTPS.
  • REST API.
  • WebSocket.
  • gRPC.

Price – $$$$$

I found LoadForge’s pricing excessively high, charging $49 per month for basic features that other products on this list provide for free—and those features don’t even work properly.

Conclusion

In conclusion, the right load testing tool can greatly impact your application’s performance and reliability. Whether focusing on protocol support, integration, or advanced features like AI insights, there’s a tool to meet your needs. PFLB best fits performance engineers and offers modern AI-powered performance insights. OctoPerf and BlazeMeter are solid choices for QA teams, K6 suits SREs, Artillery is ideal for DevOps, and Gatling is great for large-scale tests with excellent VUH pricing.

Add this page to your bookmarks and check again, as I update it regularly by adding new tools. Thanks for reading!

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