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ClusterFuzz

What ClusterFuzz is
ClusterFuzz is open-source fuzzing infrastructure for finding security and stability issues in software. It supports coverage-guided fuzzing with libFuzzer, AFL++, and Honggfuzz, as well as blackbox fuzzing. Its workflow can find crashes, deduplicate them, minimize testcases, bisect revisions to locate regressions, and verify fixes. It can also file, triage, and close bugs automatically. Google uses ClusterFuzz across its products and as the fuzzing backend for OSS-Fuzz; the project says it can run on clusters of any size. Production deployments depend on Google Cloud services, including App Engine, Cloud Storage, Cloud Datastore, Cloud Pub/Sub, BigQuery, and Stackdriver Logging and Monitoring. Local instances can use Google Cloud emulators, but features depending on BigQuery and Stackdriver are disabled. Local instances are supported only on Linux and macOS, although ClusterFuzz runs on Linux, macOS, and Windows. The software is free and Apache-2.0 licensed. Its architecture currently supports Chromium-hosted Monorail as its bug tracker.
Who it suits
ClusterFuzz suits software teams that need fuzzing and automated crash triage, especially those able to run its production Google Cloud dependencies. Local deployment is an option for Linux and macOS users.
What it does well
- Supports libFuzzer, AFL++, and Honggfuzz.
- Can minimize testcases and bisect regressions.
- Automates bug filing, triage, and closure.
- Free and Apache-2.0 licensed.
What to know first
- Production deployments depend on Google Cloud services.
- Local instances are supported only on Linux and macOS.
- Architecture currently supports Chromium-hosted Monorail only.
Limits
Local instances are supported only on Linux and macOS, and features that depend on BigQuery and Stackdriver are disabled locally. The architecture currently supports Chromium-hosted Monorail as its bug tracker.
Plans
| Plan | Billed and limits | Price |
|---|---|---|
| ClusterFuzz (open source) | Apache-2.0 licensed software · production deployment depends on Google Cloud services | Free |
As google.github.io lists them, read 2 Oct 2026. The maker's own page has the final word.
Getting started
- Visit https://google.github.io/clusterfuzz/.
- Choose a production deployment using Google Cloud services or a local deployment with Google Cloud emulators.
- For production, arrange access to App Engine, Cloud Storage, Cloud Datastore, Cloud Pub/Sub, BigQuery, and Stackdriver Logging and Monitoring.
- Select a supported fuzzing engine: libFuzzer, AFL++, or Honggfuzz, or use blackbox fuzzing.
- Run on Linux, macOS, or Windows; local instances are supported only on Linux and macOS.
ClusterFuzz is a fuzzing system for software teams seeking automated security and stability testing. It is best suited to teams able to operate a substantial deployment; its linked crash workflow is a strong reason to choose it, while production’s Google Cloud dependencies and the Monorail restriction call for care.
Overview
ClusterFuzz joins fuzzing with the follow-up work: it finds and triages crashes, minimizes reproducers, bisects revisions, and verifies fixes. Google uses it across its products and as the backend for OSS-Fuzz. It can run on clusters of any size, and Google’s instance uses 30,000 VMs. That scale demonstrates its reach, but does not make it a lightweight choice for teams without the infrastructure to operate it.
Key features
Fuzzing and crash handling
Coverage-guided fuzzing supports libFuzzer, AFL++, and Honggfuzz, as well as blackbox fuzzing. Inputs can be produced through mutation, generation, or a hybrid method. Target types include binary formats, HTML, JavaScript, browser DOM, and native programs; supported languages include C, C++, Rust, and potentially other LLVM-based languages. This breadth suits varied targets, while teams using other language ecosystems should not assume compatibility.
Crash deduplication, testcase minimization, and regression finding through bisection help turn a stream of failures into more actionable reports. Automated bug filing, triage, and closure can connect that work to issue tracking, but the architecture currently supports only Chromium-hosted Monorail. Jira appears among example integrations, but it is not the supported tracker under the current architecture; teams committed to Jira should treat that as a material constraint.
Web interface and permissions
The web interface includes pages for testcases, fuzzer and crash statistics, testcase upload, jobs, and configuration. Privileged users can access security bugs, upload fuzzers and corpora, and create jobs; administrators also manage configuration and permissions. Firebase supports authentication providers. This division supports controlled access to sensitive work, although the deployment team must take responsibility for configuring and administering the system.
Deployment and support
Production deployments depend on Google Cloud services including App Engine, Cloud Storage, Cloud Datastore, Cloud Pub/Sub, BigQuery, and Stackdriver Logging and Monitoring. Fuzzing bots can run outside Google Compute Engine, including on another cloud provider, if they can reach the required Google services. Local deployment is possible with or without Google Cloud emulators, but BigQuery- and Stackdriver-dependent features are disabled; local instances are supported only on Linux and macOS. The wider supported operating systems are Linux, macOS, and Windows, so Windows support does not extend to local instances.
The repository is licensed under Apache-2.0, and users can file GitHub issues with questions, feature requests, or requests for help. The repository reports that ClusterFuzz helped identify and fix more than 8,900 vulnerabilities across projects integrated with OSS-Fuzz as of February 2023. For vulnerability reporting, Google’s Security Team directs reporters to g.co/vulnz, with reports processed within a day and responses within a week depending on severity.
Pricing
ClusterFuzz (open source): free. The Apache-2.0 licensed software is free to use, with a free plan. There are no paid tiers to compare; the practical cost to weigh is operating production dependencies on Google Cloud services. A local deployment can avoid some of those services, but disables features dependent on BigQuery and Stackdriver.
Platforms
ClusterFuzz runs on Linux, macOS, and Windows, with a web interface and self-hosted deployment. Local instances are supported only on Linux and macOS. This makes it relevant to teams with mixed bot environments, but not to a Windows-only team seeking a locally supported installation.
Who it's for
ClusterFuzz is a strong fit for software teams that need scalable fuzzing and want crash discovery, triage, minimization, bisection, and fix verification in one workflow. It is particularly compelling for teams already able to run Google Cloud-dependent services or accept the reduced feature set of local operation. It is a weaker choice for teams that require a non-Monorail bug tracker or want a turnkey service without operating deployment infrastructure.
Pros and cons
- Pros: The full path from fuzzing to fix verification reduces the gap between finding a crash and following it through.
- Pros: Multiple fuzzing engines, input methods, target types, and supported languages cover a broad range of software testing needs.
- Pros: The open-source Apache-2.0 software has no license price and can scale to large clusters.
- Cons: Production operation relies on a collection of Google Cloud services, creating a meaningful infrastructure commitment.
- Cons: The architecture’s sole supported bug tracker is Chromium-hosted Monorail, limiting teams standardized on other trackers.
- Cons: Local deployments lose BigQuery- and Stackdriver-dependent features and are supported only on Linux and macOS.
Alternatives
Fuzz Testing Software is a category directory for comparing tools across the same testing area.
- Accessibility Test Framework for Android is a free option for readers focused on Android accessibility testing rather than general-purpose fuzzing infrastructure.
- AFL++ is a free alternative for teams seeking a fuzzing tool under AGPL-3.0-or-later terms, rather than ClusterFuzz’s broader infrastructure workflow.
- cargo-fuzz is a free choice for teams whose needs fit its Linux, macOS, and Windows availability.
- Mayhem is worth considering for teams that want a free API plan capped at 50 scans per month or paid API plans starting at $236 a month.
- Jazzer is a free alternative when coverage-guided, in-process fuzzing for the JVM is the specific need.
- Roslynator is another free software option for readers comparing tools beyond fuzzing.
- OSS-Fuzz is the more direct route for eligible open-source projects seeking a free fuzzing service; acceptance requires a significant user base and/or criticality to global IT infrastructure.
- Onyx Launcher is another free option for Windows and Linux users.
Verdict
Choose ClusterFuzz if your team needs scalable fuzzing tied to automated crash triage and fix verification, and can accommodate its deployment requirements. Its breadth and complete crash workflow are the main reasons to adopt it. Look elsewhere if Monorail cannot fit your bug process or Google Cloud dependencies make the operational commitment a poor match.
Verdict
ClusterFuzz covers crash discovery through fix verification, with automation for testcase handling and bug workflows. Its deployment dependencies and Monorail limitation are important to account for before adopting it.
Questions
How much does ClusterFuzz cost?
ClusterFuzz is free and published under the Apache-2.0 license.
Which operating systems does it run on?
ClusterFuzz runs on Linux, macOS, and Windows. Local instances are supported only on Linux and macOS.
Does it require Google Cloud?
Production deployments depend on Google Cloud services. Local instances can use Google Cloud emulators, with BigQuery- and Stackdriver-dependent features disabled.
Which fuzzing engines does it support?
It supports libFuzzer, AFL++, and Honggfuzz for coverage-guided fuzzing, as well as blackbox fuzzing.
Which bug trackers can it use?
The architecture currently supports Chromium-hosted Monorail. Jira is named as an example in the overview, but the architecture page identifies Monorail as the only currently supported bug tracker.
What does ClusterFuzz do with crashes?
It can deduplicate crashes, minimize testcases, bisect revisions to find regressions, and verify fixes. It can also file, triage, and close bugs automatically.
Facts from ClusterFuzz's own pages
- Access control
- Privileged users can access security bugs, upload fuzzers and corpora, and create jobs, while administrators also manage configuration and permissions. · google.github.io, 2 Oct 2026
- Authentication
- ClusterFuzz supports various authentication providers using Firebase. · github.com, 2 Oct 2026
- Bug automation
- ClusterFuzz can automatically file, triage, and close bugs for issue trackers such as Monorail and Jira. · github.com, 2 Oct 2026
- Bug tracker limit
- The only bug tracker currently supported by the architecture is Chromium-hosted Monorail. · google.github.io, 2 Oct 2026
- Cloud dependencies
- Production deployments use Google Cloud services including App Engine, Cloud Storage, Cloud Datastore, Cloud Pub/Sub, BigQuery, and Stackdriver Logging and Monitoring. · google.github.io, 2 Oct 2026
- Cloud requirements
- Production deployments run on Google Cloud Platform and depend on services including App Engine, Cloud Storage, Cloud Datastore, Cloud Pub/Sub, BigQuery, and Stackdriver Logging and Monitoring. · google.github.io, 2 Oct 2026
- Crash handling
- It provides crash deduplication, automatic bug filing and triage, testcase minimization, and regression finding through bisection. · google.github.io, 2 Oct 2026
- Crash processing
- Features include crash deduplication, testcase minimization, and regression finding through bisection. · github.com, 2 Oct 2026
- End-to-end workflow
- The infrastructure finds and triages crashes, minimizes reproducers, bisects revisions, and verifies fixes. · google.github.io, 2 Oct 2026
- Fuzzing engines
- It supports libFuzzer, AFL++, and Honggfuzz for coverage-guided fuzzing, as well as blackbox fuzzing. · google.github.io, 2 Oct 2026
- Google and OSS-Fuzz
- Google uses ClusterFuzz to fuzz all Google products and as the fuzzing backend for OSS-Fuzz. · google.github.io, 2 Oct 2026
- Integrations
- The overview lists Monorail and Jira as example issue trackers and Firebase for authentication; the architecture page says Monorail is currently the only supported bug tracker. · google.github.io, 2 Oct 2026
- License
- The ClusterFuzz repository is published under the Apache-2.0 license. · github.com, 2 Oct 2026
- Local deployment
- ClusterFuzz can run locally with Google Cloud emulators, but BigQuery- and Stackdriver-dependent features are disabled and local instances are supported only on Linux and macOS. · google.github.io, 2 Oct 2026
- Local limitations
- Local instances can run without Google Cloud emulators, but some features that depend on BigQuery and Stackdriver are disabled. · google.github.io, 2 Oct 2026
- Other compute
- Fuzzing bots can run on machines outside Google Compute Engine, including machines from another cloud provider, if they can access the required Google services. · google.github.io, 2 Oct 2026
- Purpose
- ClusterFuzz is scalable fuzzing infrastructure that finds security and stability issues in software. · google.github.io, 2 Oct 2026
- Scalability
- ClusterFuzz can run on any size cluster; Google’s instance runs on 30,000 VMs. · google.github.io, 2 Oct 2026
- Security issues found
- The project repository reports that, as of February 2023, ClusterFuzz helped identify and fix over 8,900 vulnerabilities across projects integrated with OSS-Fuzz. · github.com, 2 Oct 2026
- Security reporting
- The Google Security Team asks vulnerability reporters to use g.co/vulnz and says reports are processed within a day with responses within a week depending on severity. · github.com, 2 Oct 2026
- Support
- Users can file a GitHub issue to ask questions, request features, or ask for help. · github.com, 2 Oct 2026
- Supported operating systems
- ClusterFuzz runs on Linux, macOS, and Windows. · google.github.io, 2 Oct 2026
- Supported systems
- ClusterFuzz runs on Linux, macOS, and Windows, while local instances are supported only on Linux and macOS. · google.github.io, 2 Oct 2026
- Web interface
- The web interface includes Testcases, Fuzzer Statistics, Crash Statistics, Upload Testcase, Jobs, and Configuration pages. · google.github.io, 2 Oct 2026
Where ClusterFuzz stands on Freedom251
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