Ágnes Törös
agnes@nbs-solutions.tech
http://www.linkedin.com/in/agnes-toros
Data Engineer
Financial Systems & Data Automation Specialist
OneStream • Python • SQL • Bridging Finance, Data, and Engineering
Bridging finance and engineering for 15+ years. Passionate about automation, transparency, and solving real-world problems with smart, sustainable solutions.
Experience
Ingram Micro B.V., hybrid – Finance Systems Manager (Freelance)
IT Distributor | HQ: Irvine (CA, US) | ~29,000 Employees | Finance Systems Team: ~15 FTE
May 2024 – Present – XStream Project – Senior OneStream Developer
- Created an automated feed from XStream database, refactored transformation logic, reduced longest load time by 50%
- Built a dashboard for finance systems team to interact with XStream SQL database
- Developed an automated test framework to validate pipeline and minimized post-go-live issues
- Reverse engineered two undocumented 1500+ line SQL transformations in OneStream
- Reduced transformation time from 1-2 hours to under 30 minutes per region
- Developed dashboard for maintaining and visualizing the account hierarchy calculation logic
- Added interactive reconciliation reports and alerts for reporting mismatches
- Designed a calculation tree view for finance users to explore differences across account hierarchies
Jun 2022 – Apr 2024 – OneStream Consultant – Part Time
- Eliminated a redundant staging scenario in OneStream, reducing amount of data stored
- Implemented detailed logging and dashboard to monitor ERP data loads
- Delivered dashboards to help users understand and review ERP transformations
Jan 2022 – May 2022 – OneStream Phase 3 (Customer Vendor Profitability) Project – Integration Lead
- Rebuilt FDMEE integration using OneStream, reducing maintenance effort by 80%
- Further optimized ERP transformations to cut run time of longest process by 60%
- Designed a data pipeline to ingest ~1500 ERP files (~14 million records) that feed the allocation model
Nov 2020 – Dec 2021 – OneStream Phase 1 & 2 (Actuals & Budgeting) – OneStream Consultant
- Developed an automated ERP feed for actuals in OneStream with near real-time updates
- Designed transformations and migrated historical data for budget and actuals with finance in an approval-only role
- Designed two-way sync for budget figures between OneStream and Hyperion supporting the phased go-live approach
Apr 2020 – Nov 2020 – FDMEE Consultant
- Improved ERP integration by refactoring transformation logic, reducing the longest file load time by 50%
- Implemented centrally maintained mappings to reduce maintenance effort and increase consistency
- Monitored the data pipeline during financial close
Volt Europa, European Data Team Netherlands – remote – Data Engineer (Volunteer)
Political Party
Jul 2023 – Present
- Built PySpark pipeline on Databricks for legacy CRM to support initial go-live
- Developing Python-based daily sync on Google Cloud for phased rollout of new CRM
- Collaborating in fully async volunteer team (5–10 people) using open-source tools
Viterra B.V., Rotterdam – hybrid – Senior EPM Consultant (Freelance)
Agricultural Company | HQ Rotterdam (NL)
May 2022 – Jun 2023
- Redesigned data flow from SAP to HFM in consultation with SAP architects, improving transparency and reliability
- Created an automated data feed with mismatch, reducing manual checks
Infratects B.V./Inlumi B.V., onsite – Consultant/Senior Consultant
EPM Consulting | HQ: Utrecht (NL) | Nr of Employees: 50+
Jul 2015 – Mar 2020
- Delivered both short- and long-term projects across industries, working with stakeholders up to C-level
- Built custom solutions using EPM tools (Oracle FDMEE, HFM, Tagetik): email notifications, custom metadata loads, custom validations
- Automated data loads and maintenance tasks using Python and PowerShell
- Designed and built reports using CXO and Financial Reporting Studio
- Worked with clients like: ING (NL), NN Group (NL), Nordea (Sweden), Posten (NO), AkzoNobel (NL), ERG (NL), FrieslandCampina (NL)
Technical skills
Languages & Scripting:
Python (pandas, numpy, matplotlib, ibis), SQL, VB.NET, Shell Script, PowerShell
Data, Cloud & Storage Technologies
Microsoft SQL Server, Oracle, Google Cloud Storage, Databricks
ETL & Automation
Windows Task Scheduler, Cron, Databricks
Reporting & Dashboarding
OneStream, Power BI, CXO (Software)
EPM & Financial Systems
EPM systems integrate data from multiple sources to support financial planning, consolidation, and reporting.
OneStream, Oracle FDMEE, Hyperion Planning, HFM, Essbase, Tagetik
Education
Coursera, online — IBM Data Engineering Professional Certificate
Oct 2021-Oct 2022
PostgreSQL, MySQL, DB2, MongoDB, Spark, Airflow, Cognos Analytics
University of Debrecen, Debrecen (HU) — MSc Business Administration
Sep 1999 – Jun 2024
Finance and Accounting
Languages
English – Fluent
Dutch – Fluent