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Are Software Dependencies Running Away From Us?

A small feature can bring a large tree of indirect code. Understand dependency bloat, security implications, and practical ways to keep software dependencies visible and manageable.
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A small feature can bring a surprisingly large tree of software components with it. That does not prove every project is accumulating dependencies at the same rate—or that a large dependency count is automatically bad. It does mean teams need to know what enters an application, why it is there, and how to keep it safe and reproducible.

Why does my app have so many dependencies?

Modern applications reuse code rather than rebuilding common capabilities from scratch. A project may directly add a library for a task; that library may in turn need other packages. Repeating this process creates a dependency tree that can include many components the application team never selected or referenced directly.

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A direct dependency is a component the application references. A transitive dependency is brought in because another dependency needs it. The exact implementation and terminology vary across package managers and build systems; Google Cloud’s dependency-management guidance notes that practices depend on artifact format.

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Reuse is valuable: it lets teams build on existing work. The trade-off is that every added component can create more version relationships to maintain, more code to inspect, and more opportunities for an issue in an indirect component to affect the application. This is a reason to improve visibility, not a reason to treat all reuse as a mistake.

What does “dependency bloat” mean?

A large resolved dependency set and a bloated dependency set are not the same thing. In the cited study, bloat meant declared or inherited components that the analyzed artifact did not need to build or run, according to the authors’ method. A component count by itself cannot establish that a project has unnecessary code.

A peer-reviewed Empirical Software Engineering study published in 2021 analyzed 9,639 Maven artifacts and 723,444 dependency relationships. The authors classified 75.1% of the analyzed Maven dependency relationships as bloated. That result applies to the study’s Maven sample and definition; it is not an estimate for all languages, ecosystems, or applications.

In a small cleanup intervention reported by the same authors, 21 of 26 answered pull requests were merged, removing 140 bloated dependencies. This shows that maintainers accepted many of those proposed removals, not that every project can remove dependencies easily or safely.

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What the scale figures do—and do not—show

Sonatype’s 2024 State of the Software Supply Chain report estimated more than 6.6 trillion open-source downloads for the year. It also reported 4.5 trillion npm requests and estimated 530 billion PyPI requests in 2024, and said open-source components could make up to 90% of a modern application. These are figures and characterizations from Sonatype’s report, not neutral measurements of dependency growth across every ecosystem.

Download and request volumes indicate substantial use of open-source components, but they do not show that a particular application’s dependency tree is growing, bloated, or vulnerable. The available figures do not establish one universal rate of dependency growth.

What are transitive dependencies, and why should I care?

Indirect components matter because they still become part of the software supply chain, even when application code does not call them directly. Google Cloud warns: “Without visibility into indirect dependencies, it is very difficult to identify and respond to vulnerabilities and other issues that originate from a component that your code does not reference directly.”

Dependency size is not a measure of exploit probability. Risk depends on factors such as a component’s quality and version, whether vulnerable code is reachable or exposed, the severity of an issue, and the controls around the application. The Maven study notes that unneeded components can enlarge binaries, add maintenance work, and include code that may be vulnerable without being necessary.

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How do I find unused dependencies and reduce bloat?

Use a sequence that establishes what is present before changing it. Tools and commands differ by ecosystem, so use the package manager and build system your project actually relies on rather than assuming one scanner or cleanup method works everywhere.

  1. Inventory the resolved graph. Inspect direct and transitive components, including their versions and which parent dependency brings each one in. A manifest of direct declarations alone will not show the whole picture.
  2. Make installations reproducible. Commit and use the lockfile or equivalent version-resolution mechanism supported by your ecosystem. Google’s Node.js guidance describes npm and Yarn lockfiles as records of exact package versions, helping subsequent installations preserve the versions previously resolved. Do not assume every language or build system handles lockfiles identically.
  3. Check whether each declaration is needed. Compare declared dependencies with actual build and runtime use, then validate changes with tests and builds. DepClean is a Maven-specific research tool; its method should not be treated as universally interchangeable with unused-dependency analysis in other ecosystems.
  4. Monitor vulnerabilities and verify artifacts. Dependency management includes tracking security issues and checking artifact authenticity or integrity—not just deleting components that appear unnecessary. Google’s guidance covers both vulnerability monitoring and artifact verification.
  5. Prioritize changes by risk and value. Consider actual use, reachability, severity, available fixes, and the consequences of removal or upgrade. Removing every dependency indiscriminately can break software without making it meaningfully safer.
  6. Test and review each change. Run the project’s relevant tests and build checks, review behavior changes, and confirm that the resolved graph changed as intended before merging.
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How do lockfiles and SBOMs help?

A lockfile helps record resolved versions so installations can be repeated more consistently. It supports visibility and reproducibility, but it is not itself a security review: a pinned version can still need an update, and the exact guarantees depend on the ecosystem.

A software bill of materials (SBOM) is an inventory of software components that can support transparency and vulnerability management. Its value depends on whether teams consume it and connect its contents to lifecycle decisions, risk scoring, and response processes. A November 9, 2023 NSA announcement describes Enduring Security Framework recommendations covering SBOM consumption, lifecycle, risk scoring, and operational implementation. An inventory that is merely published but not used cannot, by itself, manage risk.

When is dependency growth a problem?

Healthy reuse becomes harder to govern when a team cannot explain what is in its resolved graph, reproduce the versions it builds with, identify where indirect components came from, or respond to relevant security and maintenance changes. Those operational signals matter more than a raw count.

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The practical goal is not the smallest possible dependency tree. It is a tree the team can inspect, reproduce, maintain, and defend—while retaining components that provide real value.

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