Roadmap¶

Table of Contents¶

🗳️ Feature Voting
🎯 High Priority Features
📊 Medium Priority Features
🔮 Future Considerations
📅 Delivery Approach
✅ Completed Features (v1.0.0 - 2026-04-01)
💬 Customer Advisory Board
📢 Stay Updated
💡 Feature Request Guidelines
🔄 Roadmap Updates
📋 Backward Compatibility

Current Version: 1.1.0 (Released: 2026-Q2)

🗳️ Feature Voting¶

We prioritize features based on customer demand. Vote for the features you need most!

How to Vote:

Contact us via AWS Marketplace “Contact Seller”
Email: support@axontechlabs.com
Reference the feature ID (e.g., “HP-1: Custom Lifecycle Rules”)
Share your use case and business impact

Your vote matters! Features with the most votes get prioritized for the next release.

For general feature requests and documentation feedback, see Feedback.

🎯 High Priority Features¶

These features address the most common customer needs. Vote to influence delivery order!

HP-1: Show Lifecycle Policy Details¶

Status: Planned (near-term)
Customer Votes: TBD
Description: New show-lifecycle action that displays the full details of the lifecycle policy profile selected in your configuration

Show profile name, rules, storage class transitions, and timing (e.g., “Move to Standard-IA after 30 days, Glacier after 90 days”)
Show which folders/prefixes are affected
Human-readable output for FinOps and compliance review
Available as --action show-lifecycle

Business Value: Currently, lifecycle policy details are only available in the documentation. This action gives users instant visibility into what lifecycle rules will be applied to their bucket, directly from the CLI

HP-2: Drift Detection & Auto-Remediation ⭐ Most Requested¶

Status: Planned
Customer Votes: TBD
Description: Detect and fix drift between deployed infrastructure and desired state (configuration + folder structure)

Configuration drift: Versioning, lifecycle policies, tags, VPC settings, encryption
Folder structure drift: Added/removed folders beyond baseline (clients customize the 95% baseline)
Drift reports (HTML/JSON/PDF) with detailed change tracking
Auto-remediation options (manual approval or automatic)
Scheduled drift checks (daily/weekly/monthly)
Drift alerts via SNS/email
Ignore rules for intentional customizations

Business Value: Maintain infrastructure compliance and prevent configuration drift while supporting client-specific folder customizations

Note: This is a moderate-to-high complexity feature requiring comprehensive state comparison logic for both CloudFormation resources and S3 folder structures.

HP-3: Cost Optimization & Analysis¶

Status: ✅ Partially Delivered in v1.1.0
Customer Votes: TBD
Description: Analyze storage costs and get optimization recommendations

✅ Built-in cost estimation with region-specific pricing (v1.1.0)
✅ S3 storage, request, and data transfer cost calculation (v1.1.0)
✅ VPC Endpoint cost calculation (v1.1.0)
✅ Professional HTML cost reports (v1.1.0)
✅ AWS Pricing API integration with offline fallback (v1.1.0)
Storage class recommendations based on access patterns
Unused bucket detection
S3 Storage Lens integration

Business Value: Reduce S3 storage costs by 30-70% through data-driven optimization

HP-4: Terraform Export ⭐ Most Requested¶

Status: Planned
Customer Votes: TBD
Description: Export S3 infrastructure as Terraform/CDK/Pulumi configuration for multi-tool workflows

Generate .tf files from YAML config (straightforward YAML → HCL conversion)
Map S3 resources: aws_s3_bucket, aws_s3_bucket_versioning, aws_s3_bucket_lifecycle_configuration
AWS CDK export (TypeScript/Python)
Pulumi export (TypeScript/Python/Go)
Terraform state file generation
Import existing buckets into Terraform state

Business Value: Bridge CloudFormation and Terraform workflows, support enterprises using multiple IaC tools

Note: Relatively straightforward implementation using template-based code generation from existing YAML configuration.

HP-5: S3 Object Lock Support¶

Status: Planned
Customer Votes: TBD
Description: Configure S3 Object Lock for compliance and data protection in regulated ML environments

Compliance mode (immutable retention)
Governance mode (privileged deletion)
Legal hold configuration
Retention period management
Bucket-level and object-level lock
Per-folder lock policies (e.g., lock training data, allow model iteration)

Business Value: Enable ML/AI in regulated industries (healthcare HIPAA, financial SEC/FINRA, legal) by ensuring immutable audit trails for training data, model artifacts, and predictions

Use Cases: Healthcare ML (medical imaging, patient outcomes), financial ML (fraud detection, risk models), clinical decision support, regulatory reporting

HP-6: Multi-Region Deployment¶

Status: Planned
Customer Votes: TBD
Description: Deploy and manage S3 buckets across multiple AWS regions in a single command

One-click deployment to multiple regions simultaneously
Per-region configuration (different lifecycle policies, versioning, tags)
Cross-region replication configuration
Region failover configurations
Replication Time Control (RTC)
Replication metrics and monitoring

Business Value: Disaster recovery, data locality, and high availability with simplified multi-region management

HP-7: S3 Access Points¶

Status: Planned
Customer Votes: TBD
Description: Configure S3 Access Points for simplified access management

S3 Access Points creation and management
S3 Multi-Region Access Points
Access Point policies
VPC-only access configurations
Access Point aliases

Business Value: Simplify access management for shared datasets across teams/applications

HP-8: S3 Inventory & Analytics¶

Status: Planned
Customer Votes: TBD
Description: Configure S3 Inventory and Analytics for ML data insights and governance

S3 Inventory configuration (daily/weekly)
S3 Storage Class Analysis
Inventory report formats (CSV, ORC, Parquet)
Analytics recommendations
Data lineage tracking across solutions
Dataset discovery and cataloging

Business Value: Data-driven insights for storage optimization, compliance auditing, and ML dataset management

ML Use Cases: Track training datasets across solutions, optimize storage classes based on access patterns, compliance reporting, cost attribution by team/project

📊 Medium Priority Features¶

Important features for specific use cases. Vote to move these to high priority!

MP-1: S3 Intelligent-Tiering Configuration¶

Status: Under Consideration
Customer Votes: TBD
Description: Configure S3 Intelligent-Tiering for automatic cost optimization

Archive Access tier configuration
Deep Archive Access tier configuration
Tiering policies
Cost analysis for Intelligent-Tiering vs. lifecycle policies

Business Value: Automatic cost optimization without lifecycle management complexity

MP-2: S3 Transfer Acceleration¶

Status: Under Consideration
Customer Votes: TBD
Description: Enable S3 Transfer Acceleration for faster uploads

Transfer Acceleration configuration
Cost estimation (acceleration fees)
Performance metrics
Regional endpoint optimization

Business Value: Faster data uploads from remote locations (50-500% improvement)

MP-3: Enhanced Monitoring & Alerts¶

Status: Under Consideration
Customer Votes: TBD
Description: Advanced monitoring and alerting capabilities

CloudWatch dashboard templates
Custom metric collection
Alert rule templates (cost thresholds, drift detection, errors)
SNS/email/Slack/PagerDuty notifications
Real-time bucket monitoring

Business Value: Proactive issue detection and faster incident response

MP-4: Batch Operations¶

Status: Under Consideration
Customer Votes: TBD
Description: Manage multiple buckets efficiently

Bulk bucket creation/deletion
Mass policy updates across buckets
Parallel bucket operations
Scheduled operations (cron-like)
S3 Batch Operations integration

Business Value: Manage 100+ buckets efficiently, reduce operational overhead

MP-5: AWS Organizations Integration¶

Status: Under Consideration
Customer Votes: TBD
Description: Enterprise-wide S3 management across AWS accounts

Multi-account bucket deployment
Service Control Policies (SCP) validation
Organizational unit (OU) based policies
Centralized governance
Cross-account access management

Business Value: Enterprise-scale governance and compliance across AWS organization

MP-6: Compliance & Security Integrations¶

Status: Under Consideration
Customer Votes: TBD
Description: Integrate with AWS security and compliance services

AWS Config Rules integration
AWS Security Hub integration
Amazon Macie integration (data discovery)
Custom compliance frameworks
Automated compliance remediation
Compliance scoring and dashboards

Business Value: Automated compliance monitoring and remediation

MP-7: REST API & SDKs¶

Status: Under Consideration
Customer Votes: TBD
Description: Programmatic access to S3 Provisioner via REST API and language-specific SDKs

REST API endpoints (FastAPI/Flask wrapper around CLI)
Python SDK
JavaScript/TypeScript SDK
OpenAPI/Swagger documentation
API authentication (API keys, OAuth)
Webhook integrations
Container deployment (EKS/ECS)
CI/CD integration: Call REST API from any CI/CD pipeline (GitHub Actions, GitLab CI, Jenkins, CircleCI, etc.)

Business Value: Enable programmatic access for automation, CI/CD integration, and custom workflows. Allows other services/applications to provision buckets without running Python scripts directly. REST API enables seamless integration with any CI/CD platform via standard HTTP calls.

Implementation: Low-medium complexity. Leverage existing CLI logic with REST wrapper, containerize for scalable deployment.

Note: Once REST API is available, customers can integrate with any CI/CD platform using standard HTTP requests. Native CI/CD plugins (GitHub Actions, GitLab CI) would be convenience wrappers but not essential.

🔮 Future Considerations¶

Innovative features we’re exploring. Vote to help us prioritize!

FC-1: CI/CD Integrations¶

Status: Exploring
Customer Votes: TBD
Description: Native integrations with CI/CD platforms

GitHub Actions integration
GitLab CI integration
Jenkins plugin
Azure DevOps extension
Terraform provider
CircleCI orb

Business Value: Automate S3 infrastructure deployment in CI/CD pipelines

FC-2: ARM64/Graviton Support¶

Status: Exploring
Customer Votes: TBD
Description: Native ARM64 container images for AWS Graviton processors

Multi-architecture Docker builds (linux/amd64 + linux/arm64)
Native Graviton support for ECS, EKS, and EC2 deployments
Up to 20% cost savings on Graviton instances vs. x86
No emulation overhead — native performance on both architectures

Business Value: Cost savings and performance optimization for customers running on AWS Graviton (EC2, ECS, EKS). Growing adoption of ARM64 in cloud workloads.

FC-3: Advanced Security Features¶

Status: Exploring
Customer Votes: TBD
Description: Enhanced security capabilities

AWS Secrets Manager integration
AWS KMS key rotation automation
S3 Block Public Access at organization level
S3 Object Lambda configuration
Bucket encryption enforcement
Access pattern anomaly detection

Business Value: Enhanced security posture and threat detection

FC-4: Lifecycle Policy Template Library¶

Status: Exploring
Customer Votes: TBD
Description: Advanced lifecycle policy management system (separate product)

Template library with industry-specific lifecycle policies
Custom lifecycle rule builder with validation
Per-folder lifecycle policies (different rules for raw/, curated/, processed/)
Policy simulation and cost estimation
Template marketplace for sharing policies
Policy versioning and rollback

Business Value: Enterprise-grade lifecycle management for complex data retention requirements

Note: This is a substantial undertaking requiring a separate product development effort. Each organization has unique S3 folder structures and retention requirements, making a one-size-fits-all solution impractical. A template-based approach with customization capabilities would be needed.

FC-5: GUI Dashboard¶

Status: Exploring
Customer Votes: TBD
Description: Web-based management interface (significant development effort)

Visual drift detection
Interactive configuration builder
Drag-and-drop folder structure designer
Real-time CloudFormation stack monitoring
Cost visualization dashboards

Business Value: Simplified management for non-technical users

Note: This is a substantial undertaking (6-12 months development) requiring dedicated frontend/backend teams, ongoing maintenance, and may not align with target audience preferences (DevOps/MLOps engineers prefer CLI/YAML workflows). Consider only if significant customer demand emerges.

📅 Delivery Approach¶

Philosophy: Quality over quantity. We deliver fewer features with exceptional quality rather than many features with mediocre quality.

Conservative Timelines:

Features are delivered when ready, not by arbitrary deadlines
Extensive testing and customer validation before release
Beta programs for early feedback
No rushed releases

Release Cadence:

Major releases: 2-3 per year
Minor releases: As needed for critical fixes
Feature releases: Based on customer demand and quality standards

Next Release Planning:

Top 3-5 voted features selected for next release
Timeline announced after feature selection
Beta program for selected customers
Public release after successful beta validation

✅ Completed Features (v1.0.0 - 2026-04-01)¶

Core Infrastructure¶

✅ Automated S3 bucket creation via CloudFormation
✅ 19 operational commands (validate, create, deploy, delete, gitkeep management)
✅ 3 cost estimation commands (cost-traffic, cost-estimate, cost-refresh-prices)
✅ YAML-based configuration (client, environment, s3 sections)
✅ Schema validation
✅ IAM policy generation
✅ CloudFormation template generation

S3 Configuration¶

✅ Versioning (enabled/disabled)
✅ Automated lifecycle policies (4 profiles: ml-optimized, compliance, development, none)
✅ Custom tags (system + user-defined)
✅ VPC endpoint support
✅ Automated or custom bucket naming

ML Solution Support¶

✅ Master solution folder structure
✅ ML-optimized folder hierarchy (data/raw, curated, processed, inference)
✅ Multiple solution templates (customer-churn, demand-forecasting, fraud-detection)
✅ Folder cloning from master template
✅ GitKeep file management

Security & Operations¶

✅ Non-root container execution
✅ AWS Marketplace license validation
✅ Multiple credential methods (profiles, environment variables, IAM roles)
✅ Comprehensive audit logging
✅ Docker-based deployment
✅ Public access blocking by default

Cost Estimation (v1.1.0)¶

✅ Built-in cost estimation with region-specific pricing
✅ S3 storage, request, and data transfer cost calculation
✅ VPC Endpoint cost calculation
✅ Professional HTML cost reports
✅ AWS Pricing API integration with offline fallback
✅ Editable usage assumptions for scenario modeling

Documentation¶

✅ Complete user guide (USER_GUIDE.md)
✅ Configuration reference (CONFIGURATION.md)
✅ S3 folder structure reference (S3_FOLDERS.md)
✅ Governance & compliance guide (GOVERNANCE_COMPLIANCE.md)
✅ ML lifecycle policies guide (ML_LIFECYCLE_POLICIES.md)
✅ IAM permissions reference (IAM_PERMISSIONS.md)
✅ Troubleshooting guide (TROUBLESHOOTING.md)
✅ Support documentation (SUPPORT.md)
✅ Release notes (RELEASE_NOTES.md)
✅ Product roadmap (ROADMAP.md)

💬 Customer Advisory Board¶

Join our Customer Advisory Board to:

Vote on upcoming features
Participate in quarterly roadmap reviews
Get early access to beta features
Provide direct input on feature design
Influence product direction

Contact: support@axontechlabs.com to join

📢 Stay Updated¶

Release Notes: RELEASE_NOTES.md - Detailed version history

Support: SUPPORT.md - Contact information

Documentation: USER_GUIDE.md - Current features

AWS Marketplace: Check product listing for latest updates

💡 Feature Request Guidelines¶

When requesting a feature, please include:

Feature Description: What you want to achieve
Use Case: How you would use this feature
Business Impact: Why this matters to your organization
Priority: Critical / High / Medium / Low
Timeline: When you need this feature
Workarounds: Current alternatives you’re using

Contact: support@axontechlabs.com or AWS Marketplace “Contact Seller”

🔄 Roadmap Updates¶

This roadmap is a living document updated based on:

Customer votes and feedback
Market trends and AWS service updates
Technical feasibility and dependencies
Strategic product direction

Roadmap Version: 2.0
Last Updated: 2026-04-01
Next Review: Quarterly (July 2026)

📋 Backward Compatibility¶

Commitment:

Backward compatibility maintained within major versions (1.x.x)
Breaking changes only in major version updates (2.0.0, 3.0.0)
Deprecation notices provided at least one version in advance
Migration guides provided for all breaking changes
Support for previous version maintained for 6 months after new major release

Your feedback shapes our roadmap. Vote for features that matter most to your organization!

Axon Tech Labs - MLOps Infrastructure Suite Development Team
Contact: support@axontechlabs.com

See LICENSE.txt for terms and conditions.