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type: reference, howto
---
# Coverage Guided Fuzz Testing **(ULTIMATE)**
GitLab allows you to add coverage-guided fuzz testing to your pipelines. This helps you discover
bugs and potential security issues that other QA processes may miss. Coverage-guided fuzzing sends
random inputs to an instrumented version of your application in an effort to cause unexpected
behavior, such as a crash. Such behavior indicates a bug that you should address.
We recommend that you use fuzz testing in addition to the other security scanners in [GitLab Secure](../index.md)
and your own test processes. If you're using [GitLab CI/CD](../../../ci/README.md),
the [`Coverage-Fuzzing.gitlab-ci.yml` template](https://gitlab.com/gitlab-org/gitlab/blob/master/lib/gitlab/ci/templates/Security/Coverage-Fuzzing.gitlab-ci.yml)
provided as part of your GitLab installation.
To do so, add the following to your `.gitlab-ci.yml` file:
```yaml
include:
- template: Coverage-Fuzzing.gitlab-ci.yml
```
The included template makes available the [hidden job](../../../ci/yaml/README.md#hide-jobs)
`.fuzz_base`, which you must [extend](../../../ci/yaml/README.md#extends) for each of your fuzz
targets. Each fuzz target **must** have a separate job. For example, the
- Use regression or short-running fuzzing jobs for other branches or merge requests.
This suggestion helps find new bugs on the development branch and catch old bugs in merge requests
(like unit tests).
You can configure this by passing `--regression=false/true` to `gitlab-cov-fuzz` as the [Go example](https://gitlab.com/gitlab-org/security-products/demos/go-fuzzing-example/-/blob/master/.gitlab-ci.yml)
shows. Also note that `gitlab-cov-fuzz` is a wrapper, so you can pass those arguments to configure
any option available in the underlying fuzzing engine.
| `COVFUZZ_BRANCH` | The branch for long-running fuzzing jobs. The default is `master`. |
| `COVFUZZ_SEED_CORPUS` | Path to a seed corpus directory. The default is empty. |
| `COVFUZZ_URL_PREFIX` | Path to the `gitlab-cov-fuzz` repository cloned for use with an offline environment. You should only change this when using an offline environment. The default value is `https://gitlab.com/gitlab-org/security-products/analyzers/gitlab-cov-fuzz/-/raw`. |
The files in the seed corpus (`COVFUZZ_SEED_CORPUS`), if provided, aren't updated unless you commit new
files to your Git repository. There's usually no need to frequently update the seed corpus. As part
of the GitLab artifacts system, GitLab saves in a corpus directory the new test cases that every run
generates. In any subsequent runs, GitLab also reuses the generated corpus together with the seed
corpus.
### Reports JSON format
> [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/220062) in [GitLab Ultimate](https://about.gitlab.com/pricing/) 13.3 as an [Alpha feature](https://about.gitlab.com/handbook/product/gitlab-the-product/#alpha).
The `gitlab-cov-fuzz` tool emits a JSON report file. For more information, see the
[schema for this report](https://gitlab.com/gitlab-org/security-products/security-report-schemas/-/blob/master/dist/coverage-fuzzing-report-format.json).
You can download the JSON report file from the CI pipelines page. For more information, see
"stacktrace_snippet": "INFO: Seed: 3415817494\nINFO: Loaded 1 modules (7 inline 8-bit counters): 7 [0x10eee2470, 0x10eee2477), \nINFO: Loaded 1 PC tables (7 PCs): 7 [0x10eee2478,0x10eee24e8), \nINFO: 5 files found in corpus\nINFO: -max_len is not provided; libFuzzer will not generate inputs larger than 4096 bytes\nINFO: seed corpus: files: 5 min: 1b max: 4b total: 14b rss: 26Mb\n#6\tINITED cov: 7 ft: 7 corp: 5/14b exec/s: 0 rss: 26Mb\n=================================================================\n==43405==ERROR: AddressSanitizer: heap-buffer-overflow on address 0x602000001573 at pc 0x00010eea205a bp 0x7ffee0d5e090 sp 0x7ffee0d5e088\nREAD of size 1 at 0x602000001573 thread T0\n #0 0x10eea2059 in FuzzMe(unsigned char const*, unsigned long) fuzz_me.cc:9\n #1 0x10eea20ba in LLVMFuzzerTestOneInput fuzz_me.cc:13\n #2 0x10eebe020 in fuzzer::Fuzzer::ExecuteCallback(unsigned char const*, unsigned long) FuzzerLoop.cpp:556\n #3 0x10eebd765 in fuzzer::Fuzzer::RunOne(unsigned char const*, unsigned long, bool, fuzzer::InputInfo*, bool*) FuzzerLoop.cpp:470\n #4 0x10eebf966 in fuzzer::Fuzzer::MutateAndTestOne() FuzzerLoop.cpp:698\n #5 0x10eec0665 in fuzzer::Fuzzer::Loop(std::__1::vector\u003cfuzzer::SizedFile, fuzzer::fuzzer_allocator\u003cfuzzer::SizedFile\u003e \u003e\u0026) FuzzerLoop.cpp:830\n #6 0x10eead0cd in fuzzer::FuzzerDriver(int*, char***, int (*)(unsigned char const*, unsigned long)) FuzzerDriver.cpp:829\n #7 0x10eedaf82 in main FuzzerMain.cpp:19\n #8 0x7fff684fecc8 in start+0x0 (libdyld.dylib:x86_64+0x1acc8)\n\n0x602000001573 is located 0 bytes to the right of 3-byte region [0x602000001570,0x602000001573)\nallocated by thread T0 here:\n #0 0x10ef92cfd in wrap__Znam+0x7d (libclang_rt.asan_osx_dynamic.dylib:x86_64+0x50cfd)\n #1 0x10eebdf31 in fuzzer::Fuzzer::ExecuteCallback(unsigned char const*, unsigned long) FuzzerLoop.cpp:541\n #2 0x10eebd765 in fuzzer::Fuzzer::RunOne(unsigned char const*, unsigned long, bool, fuzzer::InputInfo*, bool*) FuzzerLoop.cpp:470\n #3 0x10eebf966 in fuzzer::Fuzzer::MutateAndTestOne() FuzzerLoop.cpp:698\n #4 0x10eec0665 in fuzzer::Fuzzer::Loop(std::__1::vector\u003cfuzzer::SizedFile, fuzzer::fuzzer_allocator\u003cfuzzer::SizedFile\u003e \u003e\u0026) FuzzerLoop.cpp:830\n #5 0x10eead0cd in fuzzer::FuzzerDriver(int*, char***, int (*)(unsigned char const*, unsigned long)) FuzzerDriver.cpp:829\n #6 0x10eedaf82 in main FuzzerMain.cpp:19\n #7 0x7fff684fecc8 in start+0x0 (libdyld.dylib:x86_64+0x1acc8)\n\nSUMMARY: AddressSanitizer: heap-buffer-overflow fuzz_me.cc:9 in FuzzMe(unsigned char const*, unsigned long)\nShadow bytes around the buggy address:\n 0x1c0400000250: fa fa fd fa fa fa fd fa fa fa fd fa fa fa fd fa\n 0x1c0400000260: fa fa fd fa fa fa fd fa fa fa fd fa fa fa fd fa\n 0x1c0400000270: fa fa fd fa fa fa fd fa fa fa fd fa fa fa fd fa\n 0x1c0400000280: fa fa fd fa fa fa fd fa fa fa fd fa fa fa fd fa\n 0x1c0400000290: fa fa fd fa fa fa fd fa fa fa fd fa fa fa fd fa\n=\u003e0x1c04000002a0: fa fa fd fa fa fa fd fa fa fa fd fa fa fa[03]fa\n 0x1c04000002b0: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa\n 0x1c04000002c0: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa\n 0x1c04000002d0: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa\n 0x1c04000002e0: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa\n 0x1c04000002f0: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa\nShadow byte legend (one shadow byte represents 8 application bytes):\n Addressable: 00\n Partially addressable: 01 02 03 04 05 06 07 \n Heap left redzone: fa\n Freed heap region: fd\n Stack left redzone: f1\n Stack mid redzone: f2\n Stack right redzone: f3\n Stack after return: f5\n Stack use after scope: f8\n Global redzone: f9\n Global init order: f6\n Poisoned by user: f7\n Container overflow: fc\n Array cookie: ac\n Intra object redzone: bb\n ASan internal: fe\n Left alloca redzone: ca\n Right alloca redzone: cb\n Shadow gap: