Terms and Conditions

Effective Date: Jun 1, 2026

Last Updated: Dec 31, 2026

Welcome to MSCA Data Consulting (“we,” “our,” or “us”), operated by Oussama Amara. By accessing or using our website ([Insert Website URL]) and engaging with our consulting services, you agree to be bound by the following Terms and Conditions (“Terms”).

Please read these Terms carefully before using our website or submitting project details. If you do not agree with any part of these Terms, you must discontinue use of the website immediately.

1. Services Offered

MSCA Data Consulting provides strategic, technical, and engineering services, including:

  • Strategic Technology Partnerships

  • Tech Operations & Optimization

  • Application Integration & Connectivity

  • Enterprise Solution Delivery

  • NLP & Graph-RAG Systems

  • Deep Learning & Computer Vision

  • Machine Learning & Predictive Analytics

  • Modern Data Strategy & Architecture

  • Data Engineering, ETL & ELT

  • Database Modernization & Cloud Migration

  • Business Intelligence & Executive Analytics

The informational content on this website is provided for general marketing and educational purposes only and does not constitute a formal binding service contract. Specific technical deliverables, scope, timelines, and payment terms will be governed by a separate Master Services Agreement (MSA) or Statement of Work (SOW) executed between MSCA Data Consulting and the client.

2. Intellectual Property Rights

A. Website Content

All content on this website—including text, graphics, logos, icons, service explanations, code structures, and case study overviews—is the exclusive property of MSCA Data Consulting and is protected by applicable intellectual property and copyright laws. You may not copy, reproduce, distribute, or modify any content without prior written permission.

B. Client Deliverables

Intellectual property rights regarding custom data models, pipelines, dashboards, AI/ML architectures, and system integrations developed during paid client engagements will be defined strictly within the separate SOW or service agreement signed by both parties.

3. Website Use & User Conduct

By using our website, you agree:

  • To provide accurate, current, and complete information when filling out contact or consultation request forms.

  • Not to use the website for any unlawful, fraudulent, or malicious purpose.

  • Not to upload or transmit viruses, malware, or harmful code that disrupts website functionality or security.

  • Not to scrape, index, or harvest data from the website without explicit permission.

4. No Professional Guarantee & Disclaimer of Warranties

While we strive to provide accurate, reliable, and up-to-date information:

  • Website content is provided on an “as-is” and “as-available” basis without warranties of any kind, whether express or implied.

  • Case studies and business outcomes mentioned on the website reflect past performance and illustrative examples; specific business results, model accuracy, or performance gains cannot be guaranteed for every project.

  • Any initial recommendations, estimates, or insights provided via contact forms or informal discussions do not constitute binding engineering or architectural commitments until formal agreements are in place.

5. Limitation of Liability

To the maximum extent permitted by applicable law, MSCA Data Consulting, Oussama Amara, and any associated contractors shall not be liable for any direct, indirect, incidental, consequential, special, or punitive damages arising out of:

  • Your access to or inability to access our website.

  • Any reliance on information published on the website.

  • Technical glitches, server outages, or transmission delays beyond our reasonable control.

6. Third-Party Links

Our website may contain links to third-party tools, cloud platforms, or external sites. MSCA Data Consulting is not responsible for the availability, content, policies, or practices of any external sites. Accessing third-party resources is entirely at your own risk.

7. Confidentiality

We treat all inquiries, consultation requests, and business descriptions submitted through our website with strict confidentiality. However, submitting information through the public website contact form does not automatically establish a formal attorney-client or fiduciary relationship.

8. Governing Law

These Terms and Conditions shall be governed by and construed in accordance with the laws of the Province of Alberta and the federal laws of Canada applicable therein, without regard to conflict of law principles. Any legal action or proceeding related to these Terms shall be brought exclusively in the courts located in Edmonton, Alberta.

9. Modifications to Terms

We reserve the right to revise, modify, or update these Terms and Conditions at any time. Any changes will take effect immediately upon being posted to this page, as indicated by the “Last Updated” date. Continued use of the website following changes signifies acceptance of the updated Terms.

10. Contact Information

If you have questions or concerns regarding these Terms and Conditions, please contact us: