Helping a startup build a data strategy and architecture roadmap in AWS
“The sessions felt like a lighthouse, shining a significant light on our roadmap and our future. We enjoyed the business & product focus.”
Co-founder - Digital Service Marketplace
Case Study
Industry
Technology
Company Size
< 10 employees
Problem Space
Data Strategy
Cloud Architecture
Data Platform
Data-Intensive Solutions
Startups
Technology Used
AWS Glue
AWS SageMaker
AWS Lake Formation
AWS Redshift
AWS S3
Business Context
A seed-funded startup within South Africa was looking to scale their business. In order to scale effectively and attract the right investment, the startup needed to re-architect their core product to be future-proof and enable growth.
The startup currently serves the digital and creative talent industry by providing a platform that brings business opportunities and creative skills together in a seamless digital marketplace.
The team aimed to strategically utilise the platform's data, but to achieve this, they required the expertise of a data and cloud specialist. This guidance was essential to develop a robust and practical data strategy and architecture tailored to their business needs.
The ask for the Melio AI team was to:
- Create a vision of how the startup's data and technology could disrupt the digital services marketplace;
- Make the vision practical by developing a growth-oriented data strategy with consideration for data governance and maturity; and
- Make the strategy real by developing a data platform architecture and roadmap.
Challenge
How can we build a platform to enable the business objectives and strategy?
- The current technology stack was developed as a Minimal Viable Product (MVP). Data collection, governance and management was an afterthought due to the need to get to market first.
- The skills required to translate the data strategy into a technology roadmap was limited.
How can we put data at the center of our technology solution?
- As an intermediary technology platform between service providers and customers, the client needed to understand how to make data a strategic asset creating a moat of competitive advantage.
- As a startup, cost efficiency was a central theme that needed to be addressed as part of the cloud architecture and design.
- Data was already being generated but there was low / poor visibility of key metrics and health of the product and it's contribution to the company's financial performance.
Solution
Developing a product-centric data strategy to enable competitive advantage
- A series of client workshops were run to understand how the business operates and the direction that the founders wanted to take the business in the future.
- A data vision was developed that helped our client understand the potential of what a data-driven version of the company could look like.
- The workshops established the principle that data works more effectively in eco-systems rather than in pockets of excellence.
- The data vision was then used to translate the core business focus into an integrated data strategy and roadmap.
Utilising AWS best practices to develop a fit-for-purpose data management platform architecture
- A multi-skilled engineering team worked with the client to design a AWS data platform that was was practical and aligned to AWS Well-Architected best practices.
- The client was able to create a design for incremental growth of the platform as they matured their data and technology solutions.
- The architecture included a detailed implementation roadmap. This included how to overcome existing and impending business and technology challenges that typically would impact this type of project.
- The final output was a handcrafted presentation pack that was used to support fund-raising initiatives within the client's venture capital investment eco-system.
Data Strategy and Data Platform Architecture Design
Our client was able to create clarity of vision resulting in:
🚀
Understanding the potential of data to transform the business
💸
Aiding in fundraising endeavours within the venture capital investment ecosystem
✅
Providing a fit-for-purpose AWS data platform architecture and detailed roadmap
🧱
Setting up the foundation to enable data-driven decision-making