Shakthi Sv
Cybersecurity Engineer
SeniorBackend Developer
7/10Accessibility & Semantics
6repositories checked by code analysis
3projects
Overview
Application security engineer-level developer (senior) with strong backend API and scanning system skills focused on safe web reconnaissance. The strongest proven skill is building concurrent, network-safe URL scanning and in-memory browser preview pipelines as implemented in services/http_probe.py (async worker queue, per-worker DB sessions) and services/browser_preview.py (Playwright context isolation and semaphore). There is little evidence of production deployment hygiene such as DB migration history, authentication/authorization, or observability/metrics in public code.
Phone
Timeline
Technical Support Engineer
·
Middle
IBM
·
Full-Time
Provided managed technical support for SCADA systems used by an electrical utility client, focusing on high data integrity and operational reliability. Monitored SCADA-derived operational data and field alarms using Splunk, investigating communication failures, connectivity issues, and abnormal events. Resolved alerts and service requests using ServiceNow, collaborating with internal tools and performing root-cause analysis to restore continuity.
Splunk
Jira
ServiceNow
AutoCAD
Projects
Threat Detection Tool (Python/Bash)
Developed a security automation tool that ties together network and web reconnaissance steps. Integrated Nmap and web enumeration components to speed up discovery and assessment workflows. Used the tool to support investigations by collecting evidence from scans for follow-up analysis.
Network Scanning & Vulnerability Assessment
Automated network reconnaissance and vulnerability assessment tasks using scanning and web enumeration tools. Performed network discovery and identified potential exposed services as part of a structured assessment workflow. Practiced turning scan results into actionable findings.
SOC Home Lab
Built a Splunk-based SOC home lab using Windows Event Logs to detect suspicious login activity. Created alerts and supported incident analysis workflows for identifying potential threats. Used the lab to practice blue-team monitoring and log-based detection logic.
Technical skills
Languages
3
Python
PowerShell
Bash
Python
7
FastAPI
SQLAlchemy
Pydantic
Asyncio
HTTPX
Beautiful Soup
Uvicorn
DevOps
6
Splunk
GitHub
Netlify
Observability
Linux
Windows
Cybersecurity
15
Metasploit
Burp Suite
Microsoft Sentinel
Microsoft Defender
SIEM
VirusTotal
Wazuh
Microsoft Entra ID
MITRE ATT&CK
Nessus
Nmap
Nuclei
OWASP Top 10
SQLmap
Wireshark
Other
13
AutoCAD
ServiceNow
Frontend
Kali Linux
TCP/IP
Debian
Gobuster
Snort
DNS
VPN
Caido
Nikto
OWASP
Senior Backend Developer
Confidence: Medium API Engineer
Application security engineer-level developer (senior) with strong backend API and scanning system skills focused on safe web reconnaissance. The strongest proven skill is building concurrent, network-safe URL scanning and in-memory browser preview pipelines as implemented in services/http_probe.py (async worker queue, per-worker DB sessions) and services/browser_preview.py (Playwright context isolation and semaphore). There is little evidence of production deployment hygiene such as DB migration history, authentication/authorization, or observability/metrics in public code.
API Design
5/10
How well APIs are designed
API surface shows deliberate design for pagination, filtering, and a consistent error/success wrapper, but lacks explicit versioning, idempotency keys, and global rate limiting.
Evidence
ReconScope/api/urls.py: list_urls implements pagination, filtering, sort_by and structured responses
ReconScope/api/__init__.py: centralized success_response and error_response helper usage
ReconScope/static/js/urls.js: client-side use of /api/urls query contract (pagination and filters)
Data Layer & Database
6/10
Working with databases
Data layer demonstrates careful transactional handling, N+1 avoidance and pragmatic sqlite workarounds, though no migration chain (Alembic) is present in analyzed files.
Evidence
ReconScope/services/http_probe.py: run_scan_job uses SessionLocal per worker, db_lock for serialized writes and per-worker sessions
ReconScope/api/urls.py: _latest_http_titles subquery and joinedload usage to avoid N+1 loads
ReconScope/api/urls.py: temp regex table creation and sqlite progress handler to bound expensive queries
Scalability & Performance
5/10
Handling load and speed
Concurrency and large-scale scanning concerns are addressed (async workers, bounded response streaming, semaphores and process-isolated regex), but there is limited evidence of end-to-end performance measurement, caching with invalidation, or external queueing infrastructure.
Evidence
ReconScope/services/http_probe.py: async Queue worker model, concurrency parameter and streaming reads with max_response_size
ReconScope/services/browser_preview.py: _preview_semaphore and shared browser instance with per-context isolation
ReconScope/api/urls.py: out-of-process regex worker and bounded matching to prevent main-thread hang-ups
System Architecture
5/10
Overall system structure
Code is modular with clear service boundaries (api routers, services, database layer) and lifecycle hooks, but there is little evidence of wider production infra concerns like secret management, multi-service contracts, or deployment/CI design.
Evidence
ReconScope/app.py: mounts routers and uses lifespan hooks (init_db, close_browser)
ReconScope/services/browser_preview.py and ReconScope/services/http_probe.py: separate services for previews and probes
ReconScope/api/*.py: APIRouter per resource showing modular API decomposition
Security & Auth
5/10
Protecting data and access
Security-awareness is visible in network safety checks, input length limits and safe header exposure for previews, but there is no evidence of authentication/authorization controls or secrets lifecycle handling in the analyzed code.
Evidence
ReconScope/services/scope_validator.py: validate_target_url is used to enforce network safety in probes and previews
ReconScope/services/browser_preview.py: _safe_response_headers prevents leaking cookies or sensitive headers
ReconScope/services/http_probe.py: validate_target_url is called before each request and TLS/DNS errors are classified
Reliability & Observability
4/10
Stability and monitoring
The code uses timeouts, try/except safeguards, and structured logging, and provides graceful Playwright shutdown, but lacks visible metrics, correlation ids, sophisticated retry/backoff strategies, and explicit alerting/observability hooks.
Evidence
ReconScope/services/http_probe.py: explicit httpx timeouts, exception handling and logging in probe_url and run_scan_job
ReconScope/services/browser_preview.py: close_browser for graceful shutdown and asyncio.timeout usage
Expertise
Python· Senior
Microservices & API Architecture· Senior
Databases & Vector Storage· Senior
System Architecture· Middle
Industries
Cybersecurity· Senior
Technologies
Python· Senior
SQLAlchemy
FastAPI
Beautiful Soup
Asyncio
Pydantic
HTTPX
Uvicorn
Recommendations
- Lead development of REST APIs and background scanning services that need robust concurrency and safe network controls (URL scanners, crawl pipelines).
- Implement and harden production operational concerns for the scanner: add DB migrations (Alembic), metrics/alerts, and structured traces/correlation ids.
- Extend the system for higher throughput with external workers/queues (e.g. Kafka/Celery) and measurable load-testing scenarios to validate concurrency settings.
Repositories
The developer's experience in this domain has been verified based on AI analysis of the following repositories:
Senior DevOps Engineer
Confidence: Medium Security Ops
Security-focused engineer (senior) specializing in local-first reconnaissance tooling with careful async scan orchestration and network safety controls. The strongest proven skill is building safe, scalable asynchronous HTTP probing and scan orchestration as implemented in ReconScope/services/http_probe.py. Public code lacks CI/CD pipelines, container orchestration manifests, cloud IaC, and formal SLO/alerting definitions.
CI/CD Pipelines
Automated build and deploy
Not evidenced in public code
Infrastructure as Code
Managing servers with code
Not evidenced in public code
Containerization & Orchestration
Working with containers
Not evidenced in public code
Observability & Monitoring
1/10
Watching system health
Minimal observability is present via structured logging and in-code job metrics, but there are no SLOs, alerting rules, dashboards, or alert routing as code.
Evidence
ReconScope/services/http_probe.py: logger = logging.getLogger('reconscope.probe') and run_scan_job updates on ScanJob counters
ReconScope/services/browser_preview.py: logger = logging.getLogger('reconscope.preview') and metadata captured in PreviewCapture
Reliability & Incident Response
5/10
Keeping systems up
Clear reliability-focused design: async worker queue with pause/cancel controls, safe out-of-process regex sandboxing and SQLite progress handler to avoid long-running queries, careful resource/timebox handling and graceful browser shutdowns; these are pragmatic production-quality reliability measures though postmortems, runbooks and deploy gates are not present.
Evidence
ReconScope/services/http_probe.py: ACTIVE_SCANS map, asyncio.Queue workers, per-worker DB recheck and worker cancellation/pausing in run_scan_job
ReconScope/services/urls.py: _bounded_regex_matches using multiprocessing with timeout and SQLite progress handler to bound regex runtime
ReconScope/services/browser_preview.py: _preview_semaphore, navigation/settling timeouts, and close_browser() for graceful shutdown
Cloud & Cost Optimization
Smart use of the cloud
Not evidenced in public code
Expertise
Site Reliability Engineering· Senior
Industries
Cybersecurity· Senior
Technologies
Observability
Splunk· mentioned only
Recommendations
- Lead work on scalable scan orchestration and reliability features such as graceful restart, backpressure metrics and deploy-safe rollout procedures (canary/rollback) leveraging the existing async worker model.
- Implement observability-as-code: export Prometheus metrics, add meaningful SLI/SLOs with alert rules, and add dashboard-as-code to make operational behavior measurable and auditable.
- Add CI/CD pipelines and reproducible container images with multi-stage builds and non-root runtime, and include infrastructure provisioning or deployment automation suited for local-first and optional cloud deployments.
- Harden supply-chain and secrets handling by adding automated dependency scanning, signed artifacts or cosign, and integrate a secrets manager or workload identity instead of any plaintext credentials.
Repositories
The developer's experience in this domain has been verified based on AI analysis of the following repositories:
Middle Frontend Developer
Confidence: Medium UI Engineer
UI-focused frontend engineer (Middle) with a strong emphasis on accessible, responsive HTML and CSS for security-focused public sites and portfolios. The strongest proven skill is building accessible, responsive static interfaces supported by a centralized stylesheet and semantic pages as seen in the services and contact pages and styles.css. The work shows limited client-side application architecture, no advanced async state handling, and no automated tests or measurable performance tooling in public code.
UI Component Architecture
3/10
How interface parts are built
Semantic HTML structure and a single, well-organized stylesheet indicate deliberate UI structuring, but there is no component framework, reusable JS component library, or custom componentization beyond modular CSS classes.
Responsive & Cross-browser
6/10
Works on all screens and browsers
Responsive-first CSS using modern primitives (clamp, media queries), mobile menu patterns, and prefers-reduced-motion support show conscious cross-device and accessibility-aware design.
Evidence
ShakthivelB/osint_portfolio/styles.css: use of clamp(), media queries and @media(prefers-reduced-motion:reduce)
ShakthivelB/osint_portfolio/styles.css: responsive header/nav and burger menu rules (max-width:720px blocks)
ShakthivelB/osint_portfolio/contact.html: grid-based responsive contact form layout
Performance Optimization
2/10
Speed of the interface
Minor surface-level optimizations are present (font-display:swap, video preload) but there is no evidence of measured performance work, code-splitting, bundle analysis, or virtualization.
Accessibility & Semantics
7/10
Usable for everyone
Strong semantic markup and accessibility signals are present: labeled form controls, ARIA attributes, role/status with aria-live, focus-visible outlines, and good keyboard/semantic affordances for interactive elements.
Evidence
ShakthivelB/osint_portfolio/contact.html: labeled inputs, role="status" and aria-live on .form-status, honeypot field with aria-hidden
ShakthivelB/osint_portfolio/services.html: details/summary used for expandable content and aria-labelledby usage
ShakthivelB/osint_portfolio/styles.css: :focus-visible rules for interactive elements and prefers-reduced-motion handling
State Management & Data Flow
1/10
Managing data in the app
No evident client-side async state management or server-state discipline patterns; a contact form and a deferred main.js reference exist, but request cancellation, optimistic updates, and race handling are not present in the analyzed files.
UX & Visual Polish
5/10
Look and feel quality
Visually polished UI with animations, transitions, and considered microinteractions; however, explicit loading/error/empty-state patterns and undo/rollback flows are minimal or absent.
Expertise
HTML & CSS· Middle
Industries
Cybersecurity· Middle
Technologies
Frontend
Splunk· since 2025
Kali Linux
Debian
Netlify
AutoCAD· since 2025
GitHub
Linux
Windows
TCP/IP
DNS
VPN
Recommendations
- Use the developer to build or refine accessible, responsive marketing and portfolio sites with clear UX and semantic markup.
- Task the developer with extracting the shared header, footer and layout into a small design-system or component library (HTML/CSS + lightweight JS) for reuse across static pages.
- Have them implement robust contact flows by adding server-side validation and secure form handling to replace the current static form placeholder.
- Pair the developer with a frontend engineer experienced in frameworks to migrate the UI into a componentized SPA if interactive state management is required.
Repositories
The developer's experience in this domain has been verified based on AI analysis of the following repositories:
Job preferences
- Work permits
- India
- Locations
- Bengaluru
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