# Advanced security intelligence throughout the SDLC

Snyk’s security intelligence empowers developers with the latest vulnerability data and actionable fixes in the tools and ecosystems they use.

## Security intelligence across the SDLC

Snyk’s security intelligence combines public sources, data from the developer community, proprietary expert research, machine learning, and human-in-the-loop AI.

## Industry-leading open source & container security

Our researchers hand-curate the [Snyk Vulnerability Database](https://security.snyk.io/) with up-to-date security data and enriched metadata so you can accurately identify risk, learn about new open source and container vulnerabilities faster, and then fix them quickly with actionable context.

## AI-powered speed and accuracy in code scans

With the help of [DeepCode AI](/content/platform/deepcode-ai/index.html), Snyk security experts maintain an extensive knowledge base full of vulnerable code patterns and suggested fixes so developers can remediate their code in real time with in-line fix advice right from their IDE.

## Codified rules and policies across IaC configs

Snyk researchers convert policies, standards, and leading best practices into policy as code. Then, they apply them to a variety of use cases, like AWS, Azure, Terraform, and more, so you can keep your ecosystems and IaC secure from pre-deployment through runtime.

## Get started with comprehensive security intelligence

See how you can use Snyk's cutting-edge security intelligence to find and fix vulnerabilities across your apps faster.

## Industry-leading security intelligence

Snyk’s global team of dedicated security researchers monitors threats, analyzes malicious packages, and tracks trending vulnerabilities daily. Their research provides the data that powers Snyk scans and enables users to fix critical vulnerabilities quickly.

## Learn more

Snyk’s Vulnerability Database covers **3x more vulnerabilities** than the next largest public database.

## Know sooner

Snyk often [**discloses vulnerabilities**](https://security.snyk.io/disclosed-vulnerabilities) first: **92% of JavaScript vulnerabilities** were reported by Snyk before the NVD.

## Fix faster

Detect and remediate issues **47 days faster** (on average) than with the next largest vulnerability database.

## Additional resources

### Blog: NVD in the AI Era: The Case for Multi-Source Vulnerability Intelligence

NIST’s shift to risk-based enrichment makes one thing clear: modern security teams need more than a single public source. In the AI era, trusted vulnerability intelligence depends on multiple signals, human validation, and clear context.

[Read](/content/blog/nvd-multi-source-vulnerability-intelligence/ "Read"/index.html)

### Blog: Inside the keyv npm Compromise: preinstall Malware, Trusted Provenance, and IDE Hooks

keyv 6.0.0 and ten related npm releases shipped install-time malware. See affected versions, hashes, detection steps, and safe remediation order.

[Read](/content/blog/inside-keyv-npm-compromise-preinstall-malware-trusted-provenance-ide-hooks/ "Read"/index.html)

### Blog: Node-gyp Supply Chain Compromise: A Self-Propagating npm Worm That Hides in binding.gyp

A new npm worm is abusing binding.gyp to trigger node-gyp during install, letting malicious packages run code without lifecycle scripts. It steals credentials, persists in GitHub, and self-propagates across maintainers.

[Read](/content/blog/node-gyp-supply-chain-compromise-self-propagating-npm-worm-binding-gyp/ "Read"/index.html)