Developer risk management focuses on identifying and mitigating risks introduced through developer actions—before they propagate into production incidents, compliance failures, or breaches.
This approach complements Application Security Posture Management (ASPM) by addressing a critical gap: traditional tools detect vulnerabilities, but cannot attribute them to the developers or actions that introduced them.
Managing developer risk posture requires understanding the nuanced ways risks emerge during the software development process. Developer risk typically arises from a lack of visibility into how code, tools, and dependencies are introduced and used across the SDLC.
Common sources of developer risk include:
Insider Threats
Compromised credentials or misuse of access can lead to stolen code, introduced vulnerabilities, or unauthorized data exposure.Malicious or Insecure Code
Vulnerabilities introduced through infected dependencies or insecure coding practices can create backdoors or exploitable weaknesses.Unapproved Code Contributions
The use of unvetted or non-compliant code increases exposure and complicates remediation.Leaked Secrets and Sensitive Data
API keys, tokens, or credentials embedded in source code or exposed in repositories compromise application security.Shadow IT in Development Environments
Unapproved tools, plugins, or CI/CD integrations create blind spots and expand the attack surface.
Without developer-aware visibility, these risks accumulate silently.
Developer Security Posture Management addresses this by linking risks to developer identity and actions—providing the context needed to identify root cause, triage incidents faster, and assign remediation clearly.
Real-world incidents consistently demonstrate the impact of unmanaged developer risk—from compromised credentials and malicious dependencies to insecure code introduced through trusted workflows:
Insider Threats and Identity Mismanagement, Uber Breach (2022): A hacker gained access to Uber’s internal systems by exploiting compromised developer credentials. The breach resulted in the theft of sensitive data, including user and driver information. The attack highlighted the dangers of inadequate identity and access management practices within development environments.
GitHub Ghost Accounts (2024): A network of 3,000 fake accounts on GitHub was uncovered. These accounts were used to distribute malicious repositories containing ransomware and info-stealers. The integration of unvetted third-party dependencies, as well as unauthorized or malicious code contributions, poses a significant risk to developers and their organizations, underscoring the need for vetting and monitoring external code.
Malicious Code in XZ Utils for Linux Systems (2024): A backdoor was discovered in the XZ Utils, a command-line tool for compressing and decompressing data in Linux and other Unix-like operating systems. It gave remote attackers a way to sidestep secure shell authentication and gain complete access to an affected system, which emphasizes the need for vigilant secure development practices and dependency vetting.
These events highlight the need for proactive developer risk management that focuses on who introduced risk, how it entered the SDLC, and how to prevent recurrence.
Archipelo manages developer risk by creating a historical record of coding events across the SDLC tied to developer identity and actions—enabling organizations to detect, investigate, and mitigate risk at its source.
Key Capabilities
Developer Vulnerability Attribution
Trace scan results and vulnerabilities to the developers and AI agents who introduced them.Automated Developer & CI/CD Tool Governance
Verify tool inventory and mitigate shadow IT across development environments.AI Code Usage & Risk Monitor
Monitor AI code tool usage to ensure secure and responsible software development.Developer Security Posture
Generate insights into security risks introduced by developer actions across teams.
The big problem of developer risk management lies in:
Insider threats, such as intentional sabotage or unauthorized data sharing.
Security gaps introduced through malicious or unapproved code, shadow IT and leaked sensitive data.
The cascading impact of these risks, leading to costly breaches, regulatory fines, operational downtime, and loss of customer trust.
In the digital era, developer risk is a strategic security issue. When risks introduced during development are not attributed or governed, organizations face increased exposure to breaches, compliance failures, operational disruption, and loss of trust.
Developer Security Posture Management makes developers observable—human and AI—so organizations can address developer risk at its source, not after it becomes an incident.
Archipelo helps teams reduce developer risk by linking security outcomes to developer actions across the SDLC.


