These skills do not affect the main grade but show the breadth of your profile.
AI Coding Assistants
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Knows the capabilities of AI assistants like ChatGPT and Claude for improving engineering team productivity. Uses AI for preparing documentation and analyzing problems.
Implements AI tools into team workflows for code review, documentation generation, and incident analysis. Evaluates AI assistant usage effectiveness.
Defines AI assistant integration strategy for engineering processes across the department. Manages AI tool budgets and ensures compliance with corporate policies.
Familiar with AI-oriented IDEs like Cursor and understands their potential for improving developer productivity. Can evaluate basic AI-assisted development capabilities.
Evaluates Cursor IDE adoption effectiveness in the team, analyzes impact on development speed and code quality. Defines best practices for AI feature usage.
Defines AI-oriented IDE usage policy for the department, coordinates procurement and deployment. Measures ROI and impact on engineering productivity.
Independently evaluates GitHub Copilot impact on team productivity: analyzes adoption metrics and code review quality, configures team Copilot policies and usage guidelines, assesses cost-benefit of AI-assisted development. Understands trade-offs between developer velocity gains and code quality oversight requirements.
Defines GitHub Copilot strategy at the organizational level: establishes enterprise-wide adoption policies and usage guidelines, designs ROI measurement frameworks for AI-assisted development, drives cultural change for responsible AI tool adoption across engineering teams.
Alerting & On-Call
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Configures SLI/SLO dashboards for team-owned services — defines availability, latency, and throughput indicators. Creates alerting rules for SLO breaches and error budget consumption. Participates in on-call rotation and coordinates initial incident analysis for managed services.
Defines product observability strategy across engineering teams — establishes SLO-based reliability culture, coordinates cross-team incident management processes, and optimizes MTTD/MTTR metrics through tooling and process improvements. Drives error budget policy adoption and blameless post-mortem practices.
Algorithms & Data Structures
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Independently evaluates algorithmic decisions in team's work: understands complexity implications during design reviews, identifies potential performance bottlenecks from algorithm choices, discusses trade-offs with engineers during technical planning sessions.
Defines algorithmic competency standards for engineering teams: performance benchmarking practices, algorithm selection review processes, technical interview rubrics for algorithmic skills. Facilitates cross-team knowledge sharing on algorithmic optimization.
Independently understands data structure implications in team's technical decisions. Evaluates proposals involving data model changes for correctness and performance. Can discuss data structure trade-offs during architecture reviews and hiring interviews.
Defines data structure standards at team management level: evaluates data model proposals in technical designs, ensures team follows proper data structure practices, includes data structure competency in hiring criteria. Facilitates data architecture decisions across team projects.
Application Security
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Applies OWASP security practices to team development workflows — ensures security reviews are part of definition of done. Conducts security-aware code reviews and coordinates team adherence to security scanning policies. Uses organizational SAST/DAST tooling reports to prioritize security debt remediation.
Defines security strategy for engineering organization development practices. Establishes security policies for SDLC integration, security champion programs, and vulnerability remediation timelines. Coordinates incident response processes and trains engineering teams on security-first development culture.
CI/CD
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Independently manages GitHub Actions CI/CD for teams: configures pipeline standards and quality gates, implements deployment automation for team services, automates routine operations like release management. Manages CI/CD practices across engineering processes.
Defines DevOps strategy with GitHub Actions at organizational level: establishes CI/CD standards and platform engineering approaches, implements internal developer platform capabilities, drives engineering excellence through deployment automation and reliability.
Clean Code & Refactoring
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Independently applies code quality principles when evaluating team output. Understands trade-offs between delivery speed and code quality investments. Reviews team metrics on code health (defect density, review cycle time, test coverage). Facilitates productive code review culture and knowledge sharing practices.
Defines code quality standards across engineering organization: review process design, quality metric targets, refactoring investment planning. Conducts organizational reviews of team practices and tool adoption. Establishes quality culture through hiring standards and onboarding programs.
Cloud Providers
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Independently configures AWS services for team workloads — EC2, RDS, S3, and CloudWatch. Writes IaC for standard deployment patterns with resource tagging and cost allocation. Understands VPC networking for multi-team environment isolation and IAM policies for team resource access management.
Defines AWS infrastructure strategy for engineering organization workloads spanning multiple teams and environments. Establishes IaC standards for multi-account governance and shared service platforms. Conducts architecture reviews of team infrastructure patterns and drives FinOps accountability across engineering departments.
Code Review
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Independently evaluates code review quality in the team: assesses review thoroughness and constructiveness, identifies review bottlenecks, monitors review turnaround times. Provides guidance on code review culture and feedback communication.
Defines code review strategy for engineering organization: review process standards, review quality metrics and KPIs, cross-team review practices. Establishes review culture focused on constructive feedback and continuous improvement.
Collaboration Tools
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Implements docs-as-code practices in the team: documentation review as part of PR process, automated doc builds, and integration with CI/CD. Understands trade-offs between wiki-based and Git-based documentation. Ensures architecture decisions are captured as ADRs.
Defines documentation-as-code strategy for the engineering organization. Establishes documentation standards, review processes, and quality metrics across teams. Drives developer portal adoption for centralized documentation discovery. Ensures documentation practices support compliance and audit requirements.
Containerization
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Independently understands Docker in engineering workflows: evaluates containerization strategies for team projects, reviews docker-compose configurations, understands container CI/CD pipeline structure. Discusses Docker networking and security considerations during architecture reviews.
Defines Docker strategy for engineering organization: container adoption standards, base image governance, container CI/CD pipeline architecture. Conducts architecture reviews for containerized service deployments and optimizes FinOps for container infrastructure across teams.
Docs-as-Code
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Uses Mermaid, PlantUML, or D2 to create process flows, org charts, and roadmap visuals. Understands when to use sequence vs. flowchart diagrams. Documents team workflows and communication paths independently.
Defines diagramming strategy for team communication, process documentation, and roadmap visualization. Establishes standards for org chart maintenance, workflow diagrams, and stakeholder reporting visuals. Conducts reviews of diagram quality across the product area.
Defines organization-wide diagramming strategy for process documentation, cross-team communication visuals, and strategic roadmap presentation. Establishes enterprise standards for workflow and org structure diagrams. Mentors leads on effective visual communication for executive reporting.
Git & Workflows
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Independently applies Git advanced practices in team management: enforces branching strategies aligned with release cycles, reviews complex merge scenarios, configures branch protection and code review requirements. Understands trade-offs between GitFlow, trunk-based, and ship/show/ask models for team productivity.
Defines Git strategy at the organizational level: selects branching models aligned with team topology and delivery cadence, establishes branch protection and review policies at scale, drives adoption of Git best practices across multiple engineering teams.
Incident Management
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Configures on-call management for team services: alert routing policies, rotation schedules with fair load distribution, and escalation chains. Creates dashboards for on-call health metrics (alert volume, MTTA, pages per rotation). Participates in incident response and conducts post-incident reviews.
Defines on-call management strategy for product organization: SLO-based approach to incident management, on-call sustainability metrics, and cross-team incident coordination processes. Establishes post-mortem culture and tracks systemic improvements. Optimizes MTTD/MTTR across services.
Infrastructure as Code
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Independently configures and manages Terraform. Writes IaC for standard tasks. Understands networking and security basics.
Defines infrastructure strategy and IaC standards across engineering organization. Establishes Terraform module registry, versioning policies, and contribution guidelines. Drives FinOps practices: cost allocation tagging, budget alerts, and resource optimization through IaC. Conducts architecture reviews for infrastructure changes across teams.
Infrastructure Security
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Ensures team follows secrets management practices: no secrets in code repositories, proper Vault integration in services, and documented secret rotation schedules. Reviews secret access patterns during architecture discussions. Uses scanning tools to verify compliance across team projects.
Defines secrets management standards for engineering teams. Establishes policies for credential lifecycle management, rotation schedules, and access review cadences. Drives adoption of centralized Vault infrastructure across services. Coordinates incident response for credential compromise scenarios. Creates training programs on secure secrets handling.
Kubernetes & Orchestration
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Independently manages Kubernetes cluster resources for team workloads. Writes infrastructure-as-code for standard deployment patterns including resource limits and health checks. Understands Kubernetes networking and RBAC for team namespace management and cost allocation.
Defines Kubernetes infrastructure strategy for engineering organization workloads. Establishes IaC and cluster governance standards across teams. Conducts architecture reviews of deployment patterns and optimizes FinOps practices for organizational cloud spending on Kubernetes.
Logging
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Configures observability practices for engineering teams: establishes logging standards and dashboard conventions, reviews alert configurations for noise reduction, tracks incident metrics (MTTD/MTTR) for team performance. Participates in incident management and post-mortem processes.
Defines observability strategy at the organizational level: establishes SLO frameworks aligned with business metrics, coordinates cross-team incident management practices, optimizes MTTD/MTTR through organizational reliability programs and on-call processes.
Metrics & Monitoring
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Configures Prometheus and Grafana practices for engineering teams: establishes dashboard and alerting standards, reviews monitoring coverage for team services, tracks reliability metrics (MTTD/MTTR) for incident management improvement. Participates in on-call rotation and post-mortem processes.
Defines observability strategy at the organizational level with Prometheus & Grafana: establishes SLO frameworks aligned with business metrics, coordinates cross-team incident management, optimizes MTTD/MTTR through organizational reliability programs.
Microservices Patterns
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Understands microservices decomposition trade-offs for team planning: evaluates team topology alignment with service boundaries, assesses delivery impact of splitting monolith. Facilitates bounded context discovery workshops with developers. Plans migration roadmap balancing feature delivery with decomposition work.
Defines product architectural strategy with Microservices Decomposition. Shapes architecture guidelines. Conducts architecture reviews.
OOP & Design Patterns
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Independently evaluates design pattern usage in team projects: reviews architectural decisions for appropriate pattern application, identifies over-engineering vs under-abstraction in codebases, facilitates discussions on pattern trade-offs. Explains design pattern implications for team maintenance and onboarding.
Defines design pattern standards at the organizational level: establishes architectural review processes for pattern governance, creates guidelines balancing pattern consistency with team autonomy, conducts assessments of pattern competency across engineering teams.
Independently evaluates OOP/SOLID application in team code reviews and architectural discussions. Identifies proper use of design patterns, abstraction levels, and dependency management. Discusses OOP trade-offs with the team during design reviews and ensures consistent coding standards.
Defines OOP/SOLID competency standards for engineering teams: design pattern review processes, architectural fitness function criteria, technical interview rubrics for OOP skills. Facilitates cross-team knowledge sharing on design principles and refactoring practices.
Release Management
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Uses feature flags to coordinate cross-team releases and reduce deployment risk. Configures flag-based A/B testing to validate product hypotheses with data. Manages flag ownership and ensures timely cleanup of stale flags to prevent technical debt accumulation.
Defines enterprise feature flag strategy aligned with release management and product delivery goals. Establishes flag hygiene standards with automated stale flag detection and cleanup enforcement. Drives adoption of progressive delivery culture across engineering teams and measures its impact on deployment frequency.
Shapes the organizational engineering culture around safe, data-driven releases using feature flags as a core practice. Designs internal developer platforms with integrated feature management capabilities. Drives industry-level contributions to progressive delivery methodologies and tooling standards.
REST API
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Independently evaluates REST API design in team projects: reviews API contracts during design phases, ensures consistency across team endpoints, discusses API versioning strategies. Understands best practices for API governance and developer experience.
Defines API strategy at product level for engineering teams: API governance processes, cross-team API contract standards, API developer experience requirements. Conducts API architecture reviews and establishes API design review processes for the team.
System Design
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Applies capacity planning when estimating infrastructure budgets for team projects. Understands trade-offs between over-provisioning costs and under-provisioning risks. Participates in architectural discussions on scalability requirements.
Defines product architectural strategy with Capacity Planning. Shapes architecture guidelines. Conducts architecture reviews.
Defines organizational architectural strategy. Designs reference architectures. Establishes architecture governance.
Applies DR planning in project risk assessments and business continuity discussions. Understands trade-offs between DR costs and recovery capabilities. Coordinates team participation in DR drills and incident response exercises.
Defines product architectural strategy with Disaster Recovery Design. Shapes architecture guidelines. Conducts architecture reviews.
Defines organizational architectural strategy. Designs reference architectures. Establishes architecture governance.
Applies system design thinking in team leadership: evaluates architectural trade-offs for feature delivery, facilitates design discussions with technical context, and ensures non-functional requirements (scalability, reliability, security) are addressed in design phase. Participates meaningfully in architecture reviews.
Defines product architectural strategy with System Design Fundamentals. Shapes architecture guidelines. Conducts architecture reviews.
Technical Documentation
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Independently maintains architecture documentation using C4 and arc42 frameworks for team-owned services. Writes and reviews Architecture Decision Records (ADRs) capturing key technical choices. Understands trade-offs between lightweight and comprehensive documentation approaches. Ensures the team keeps architecture docs in sync with the evolving system.
Defines architecture documentation strategy at the team and product level. Establishes mandatory C4 and arc42 documentation standards for all new services and major refactors. Conducts architecture reviews ensuring documentation quality covers context, containers, components, and deployment views. Integrates ADR practices into the development lifecycle with clear ownership and review cadences across teams.
Defines architecture documentation strategy at the organizational level. Establishes enterprise-wide C4 and arc42 standards ensuring consistency across all departments and product lines. Creates governance frameworks for ADR lifecycle management including cross-team discovery, deprecation policies, and architectural fitness functions. Mentors leads and architects on building a documentation culture that scales with organizational growth.
Unit Testing
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Understands the importance of unit testing in engineering teams and can assess basic code test coverage levels. Knows major testing frameworks and their purposes.
Establishes unit testing standards for the team, defines minimum coverage thresholds and reviews testing practices. Ensures test integration into team CI/CD processes.
Defines testing policy for the engineering department, balances test investments with business goals. Organizes testing practice training and mentoring programs.