Market Landscape & Role Alignment
Ranked targeting strategy derived from live Polish & EU vacancy research (2026-10-26 analysis).
Data Engineering (Intern / Junior)
Data roles became Poland's #1 most-recruited IT category in 2025 (10.8% of all tech offers). Postings actively accept 0–1 years for candidates with strong SQL/Python fundamentals and ETL understanding.
AI Applications & Agentic AI (Trainee / Intern)
Startups and AI-native firms are most receptive to engineering career-changers with practical agentic AI, LLM prompting/fine-tuning, and RAG pipelines.
Data Analytics & Business Intelligence
Translates technical sales background, domain acumen, and statistical modeling. Bridges business communication with hands-on pandas/SQL querying.
💡 Strategic Takeaways from Market Research
- Big-Tech Constraint: Meta, Google, and Amazon university programs strictly enforce penultimate-year full-time enrollment; structured startups and enterprise data teams are much higher ROI targets.
- Portfolio Rule: For AI Engineering, deployed tools (e.g. agentic workflows, APIs) outweigh course certificates in hiring screenings.
- Sales Synergy: Tech sales management experience (Tenesys SOC, STX Next) provides an edge for customer-facing engineering, presales, and business-critical data teams.
Role-Family CVs & Previews
Compiled LaTeX resumes tailored to each target role family. Preview inline or download clean PDF.
Data Engineering Family
family_data-engineering.pdfFocuses on SQL modeling, Python scripting, ETL pipelines, containerization, and data warehousing foundations.
- Highlights database architecture & data transformations
- Tailored technical skills and academic coursework
- Reconciled enterprise background with technical alignment
AI / LLM Engineering Family
family_ai-engineering.pdfFocuses on PyTorch, LLM systems, agent architectures, RAG pipelines, and DeepLearning.AI / NVIDIA credentials.
- Direct emphasis on modern AI toolchains & prompting
- Machine learning foundations and neural networks
- Concentrated 1-page profile optimized for AI teams
Data Analyst Family
family_data-analyst.pdfFocuses on statistical analysis, pandas, data cleaning, exploratory data analysis, reporting, and dashboarding.
- Emphasizes exploratory analytics & visual storytelling
- Cross-functional business and technical metrics
- Designed for BI and analytics engineering screening
Application Tracker & Funnel
Live progress across active applications, interviews, and submissions.
| Date | Company | Role | Track | Channel | Status | CV Used | Actions |
|---|
Portal Scrapers & Query Launcher
Search engines integrated in this workspace to fetch live vacancies.
Freehire Search
Aggregates software, data, and ML listings across ~50 ATS platforms into one structured schema.
bun run .agents/skills/freehire-search/cli/src/cli.ts search --skills Python,SQL --format table
LinkedIn Search
Searches live LinkedIn job postings without API keys or session cookies.
bun run .agents/skills/linkedin-search/cli/src/cli.ts search --keywords "Data Engineer" --location "Warsaw"
Jobindex Search
Denmark's largest job index. Real-time listings across tech and engineering sectors.
bun run .agents/skills/jobindex-search/cli/src/cli.ts search --query "python copenhagen" --jobage 7
Jobnet Search (STAR)
Official Danish government employment database with ESCO occupational taxonomies.
bun run .agents/skills/jobnet-search/cli/src/cli.ts search --search-string "data" --region "HovedstadenOgBornholm"