20 beste Stellen als event in kanton waadt – aktuell auf Personalsuche

Internship : Testing Data Migrations with Synthetic Data: AI-powered approach
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Internship : Testing Data Migrations with Synthetic Data: AI-powered approach

ELCA Informatique SA -
Pully, VD

Jetzt bewerben

Details zur Stelle

100% | Praktikum | Pensum: 90-100%

Qualifikationen

CI/CD
Relational databases
Git
Datenbanken
SQL
Python

Vollständige Stellenbeschreibung

Description

Data platform migrations are common in enterprise environments, moving from legacy systems to modern infrastructure while preserving business logic. The technical challenge isn't just syntax translation; it's validation. When developers migrate SQL scripts or data pipelines between platforms, they face different execution environments, modified data access permissions, and no safe way to test against production data.

This internship tackles synthetic data generation for migration script testing. You'll design and implement a system that generates realistic test datasets mirroring production structure and behavior without exposing sensitive information. There are different approaches, it could be a small dataset living in a git repository, or a fully-fledged synthetic data warehouse. Still, the data must be realistic enough to catch real bugs.

The challenge goes beyond simple data mocking. You'll need to decide whether to generate from real data (anonymization risks), from query analysis alone (requires good documentation), or hybrid approaches. Should categorical values match production exactly or can we substitute them and adapt the scripts? Can we extend unit-testing to end-to-end testing, and what would be the required dataset properties?

Part of the work involves establishing an evaluation methodology—potentially collecting a reference set of migration scripts and their expected behaviors to measure how well different synthetic data approaches catch real issues. There's potential to explore multi-agent architectures where specialized agents handle different aspects: schema analysis, constraint extraction, data generation, anonymization verification, and test validation. This is applied research with immediate production impact.

Objectives

Design a strategy for migration script testing that balances realism, anonymization, and practical constraints
Implement a proof-of-concept system that generates test datasets from schema documentation, existing queries, or (carefully) sampled production data
Define testing strategies: unit tests vs. end-to-end tests, minimum viable data sizes, etc.
Develop an evaluation methodology to measure the effectiveness of different synthetic data generation approaches

Our offer

A dynamic work and collaborative environment with a highly motivated multi-cultural and international sites team
The chance to make a difference in peoples’ life by building innovative solutions
Various internal coding events (Hackathon, Brownbags), see our technical blog

Skills required

Strong Python programming: data processing, testing patterns, CI/CD integration
Understanding of relational databases, SQL, and data modeling concepts
Experience with LLMs and agentic systems: prompting, tool use, multi-agent orchestration
Familiarity with data security and data anonymization concepts
Problem-solving mindset: comfort with ambiguous requirements and making justified technical trade-offs
Clear technical writing and documentation skills

Jetzt bewerben

Erweiterte Suche

event Jobs in kanton waadt

Internship : Testing Data Migrations with Synthetic Data: AI-powered approach

Business Development Manager

Sales Rep Salewa & Wild Country & Evolv CH Ost

Senior Cotton trader - Asia

Quality Manager 80 – 100 %

Business Development Manager Life Sciences

Programme Officer- Monitoring and Reporting (GEF and GCF)

Statistician

Quality Technician

Account Manager - Central Switzerland

Product Specialist Cardiovascular – Romandie

Account / Sales Manager

Product Manager - Spatial Biology

Robotics Engineer - SLAM & State Estimation

German Customer Service Representative | Relocate to Greece

Senior Client Development Manager (M/F - 0626)

Senior Medical Director, Global Risk Management & Safety Surveillance

AR/AP Accountant (12 months contract)

Maintenance Supervisor

Sales Intern

Ich möchte aktuelle Job-E-Mails für Stellen als event in kanton waadt erhalten

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