This document outlines Apache Texera (Incubating)'s security model, deployment considerations, and procedures for reporting security vulnerabilities.
- Security Model Overview
- Resources in Texera
- User Categories and Responsibilities
- UI User Roles and Privileges
- Deployments and Computing Units
- What is NOT a Security Issue
- Reporting Security Vulnerabilities
Texera's security architecture is built around:
- Authentication: JWT-based token authentication with configurable expiration
- Authorization: Role-based access control (RBAC) with four user roles
- Resource Access Control: Fine-grained privileges for datasets, workflows, and computing units
- Deployment Isolation: Separate security considerations for different deployment modes
In Texera, a resource is any object within the system that can be created, accessed, modified, or shared by users via the web application. Understanding resource types and how access to them is managed is critical to following Texera’s security model.
Texera supports the following resource types:
- Datasets: Input data imported or uploaded for workflow processing
- Workflows: Data analytics pipelines defined by users
- Computing Units: Execution environments for running workflows (e.g., Kubernates PODs)
- Results: Output from workflow executions, including but not limited to data, logs, metrics, and visualizations
Every resource is owned by a user. The owner controls the resource's visibility and can share it with other users by granting access permissions:
- READ: View the resource and its contents
- WRITE: Modify, execute, delete, and share the resource
- NONE: No access to the resource
Resources can be shared with specific users or made public. Public resources are visible to all users. Resource owners can modify access permissions at any time.
- Users can only see resources for which they have at least READ access.
- Access changes (e.g., revoking WRITE or READ) take effect immediately for affected users.
Texera's security model distinguishes between two categories of users with distinct responsibilities:
They have the highest level of access and control. They install and configure Texera, and make decisions about technologies, deployment modes, and permissions. They can potentially delete the entire installation and have access to all credentials, including database passwords, JWT secrets, and API keys. Deployment managers have full access to:
- The underlying infrastructure (servers, Kubernetes clusters, cloud resources)
- Database administration (e.g., PostgreSQL)
- All configuration files, environment variables, and secrets
- Network and security settings
- Container orchestration and system logs
Deployment managers can also decide to keep audits, backups, and copies of information outside of Texera, which are not covered by Texera's security model. They operate outside the Texera UI role system and may or may not have a UI user account.
Who They Are: Individuals who interact with Texera through the web interface.
Access Level: Application-level access only. UI users work within the Texera platform but do not have access to:
- The underlying infrastructure (servers, Kubernetes cluster)
- Database administration
- System configuration files
- Network and firewall settings
- Container orchestration
Roles: UI users are assigned one of four roles (INACTIVE, RESTRICTED, REGULAR, ADMIN) that control their permissions within the Texera application.
Security Scope: UI users are responsible for:
- Protecting their login credentials
- Managing access to their resources, e.g., datasets and workflows
- Following organizational data security policies
Texera implements four UI user roles with increasing levels of privilege. These roles control what users can do within the Texera web application and do not grant infrastructure-level access.
Users with this role cannot log in to the system or access any resources. This is the default role for new registrations awaiting approval in controlled environments.
Users with this role cannot log in to the system or access any resources. Unlike INACTIVE users, RESTRICTED accounts typically represent users who previously used Texera but are now inactive and no longer use it. Any resources they created in the past remain in the system but are inaccessible to them. This role is used to preserve historical data while preventing further access.
Users with this role can create and manage their own resources (datasets, workflows, computing units). They have full READ and WRITE access to resources they own, and their access to other users' resources is determined by granted permissions (see Resources section above).
They cannot:
- Access other users' private resources without granted permissions
- Manage user accounts or change user roles
- Access system configuration, logs, or global settings
This is the standard role for data scientists, analysts, and researchers. Note: REGULAR users can execute arbitrary code within workflows, so this role should only be granted to trusted individuals.
Users with this role are application administrators who manage users and resources through the web interface.
They have all REGULAR privileges, plus:
- Manage all UI user accounts (create, modify, and delete users)
- Change user roles
- View user login information.
- Configure application settings available in the web interface
They cannot:
- Access the underlying servers or Kubernetes cluster
- Modify JWT secrets or database passwords
- Configure HTTPS/TLS or network settings
- Access system-level logs or SSH into servers
Note: ADMIN is an application-level role, not an infrastructure administrator. For infrastructure management, deployment manager access is required.
Texera can be deployed in several configurations, such as local development, single-node setups, or distributed Kubernetes clusters. For details on supported deployment options and their operational differences, see the deployment guides in our wiki.
Texera executes workflows on computing units. UI users (REGULAR and ADMIN) can execute arbitrary code (e.g., through UDFs written in Python, R, Scala) within computing units as part of their workflows. This code is currently not sandboxed or restricted by Texera. Deployment managers configure which types of computing units are available:
Local computing units run as processes on the same machine as the Texera services (single-node deployment).
Security characteristics:
- Suitable for development, testing, and small team use
- All computing units share the same host machine
- No infrastructure-level isolation between users' workflows
- Deployment managers control all computing resources
Security considerations:
- Users' workflow code executes on the host machine with limited isolation
- Deployment managers must trust all REGULAR and ADMIN users
- Resource exhaustion by one user can affect all users
Kubernetes computing units run as separate PODs in a Kubernetes cluster. Each computing unit is dynamically created when a user needs it.
Security characteristics:
- Suitable for production environments and multi-tenant deployments
- Each computing unit runs in an isolated Kubernetes pod
- UI users configure resource limits (CPU, memory, GPU) per pod
- Pods can be scheduled across multiple nodes for better resource distribution
Security considerations:
- Better isolation between users compared to local computing units
- Kubernetes provides namespace and pod-level isolation
- Resource limits prevent individual users from consuming excessive resources
- Container security and image scanning should be implemented
- Deployment managers must secure the Kubernetes cluster infrastructure
Texera's security model does NOT guarantee:
- Protection against malicious code in user workflows (users can execute arbitrary code)
- Strong isolation between workflows in local computing units
- Complete isolation between workflows in Kubernetes computing units within the same namespace
- Protection against infrastructure-level compromises
- Protection against deployment manager misconfigurations
- DDoS protection (requires external infrastructure)
- Compliance with specific regulatory requirements without additional configuration
The following are NOT considered security vulnerabilities in Texera:
REGULAR and ADMIN users can execute arbitrary code (Python, R, Scala) within computing units. This is by design - Texera is a data analytics platform where custom code execution is a core feature. The system currently does not sandbox user code beyond the isolation provided by the deployment environment (local processes or Kubernetes pods). Deployment managers should use resource limits, monitor usage, and restrict user roles appropriately.
Users can create workflows that consume significant CPU, memory, or storage. Texera is designed for data-intensive workloads. Deployment managers control this through computing unit resource limits, quotas, and monitoring.
Users with READ or WRITE access to a resource can view all its contents. Access control is at the resource level - once access is granted, full visibility is expected. Resource owners should grant access only to trusted users.
Resources marked as public are visible to all users. Public sharing is a deliberate collaboration feature. Users should review resources before making them public and avoid including sensitive data or credentials.
Issues requiring physical access to servers, administrative access to infrastructure, database access, or access to configuration files are out of scope. These access levels are considered trusted.
Theoretical vulnerabilities in dependencies that have not been exploited in Texera's usage are not in scope. You are they are welcome to raise an issue or a PR.
The Apache Software Foundation takes a rigorous stance on eliminating security issues in its software projects. If you find a security bug, with that in mind, please DO NOT file public issues (e.g., GitHub issues). Before reporting a security issue, check the security model declared above. To report a new vulnerability you have discovered, please follow the ASF security vulnerability reporting process. The Texera community follows the ASF security vulnerability handling process, and will fix it as soon as possible.
This security policy may be updated from time to time. Significant changes will be announced on the project mailing lists and website.
Last Updated: November 2025
Disclaimer: This project is currently undergoing incubation at The Apache Software Foundation (ASF). Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision-making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of the completeness or stability of the code, it does indicate that the project has yet to be fully endorsed by the ASF.