[In-person workshop] Data engineering 101: Data, Define & Decision
- Date
- 2024-08-03
- Location
- Bình Thạnh, Hồ Chí Minh, Vietnam
- Host
- Viet Engineers Stories
About this event
If you work around crypto, DeFi, or digital products, you already know that data is everywhere and clarity is rare. This in-person workshop is built to help you move from scattered numbers and dashboards to a more useful way of thinking: what data matters, how to define it properly, and how to use it to make better decisions. Whether you are new to data engineering concepts or you want a more structured foundation, Data engineering 101: Data, Define & Decision gives you a practical starting point. The focus is not on abstract theory for its own sake, but on building a working mental model you can actually apply in technical, product, community, and operations contexts. About the Event This workshop is an in-person learning session in Bình Thạnh, Vietnam designed for people who want a clearer understanding of the relationship between data, definitions, and decision-making. In fast-moving fields like tech, crypto, and DeFi, teams often collect a lot of information without agreeing on what the numbers mean or how they should be used. This session addresses that gap directly. The title points to the core idea of the workshop: first, you need to understand the data you have; second, you need to define it correctly; third, you need to use those definitions to support better decisions. That may sound simple, but in practice it is where many teams get stuck. Misaligned definitions lead to misleading reports, and misleading reports lead to weak decisions. Expect a format that feels hands-on and grounded rather than overly academic. Because this is a workshop, the emphasis is on learning through examples, shared discussion, and practical framing. The in-person setting also makes it easier to ask questions, compare perspectives, and connect with others working in related spaces. What to Expect You can expect a structured introduction to core data engineering thinking, especially for people who want to understand the foundations without getting lost in unnecessary complexity. The session will likely move from first principles into practical application, helping you connect concepts to real work situations. Topics explored during the workshop may include: What counts as useful data in a product, protocol, or community setting How definitions shape outcomes, including why inconsistent metrics create confusion How to think about data pipelines and flow at a foundational level How decisions improve when the underlying data is cleaner and better framed How teams align around shared language, measurement, and interpretation Beyond the core learning, this event also creates space for discussion with people who care about technology and data-driven work. Given the tags around tech, DeFi, crypto, community, and networking, this is also a chance to hear how others approach similar challenges, whether they are building, operating, analyzing, or learning. Because it is a 101-level workshop, you should not need deep prior expertise to benefit. The value comes from showing up ready to think carefully, ask practical questions, and engage with examples that make complex ideas easier to work with. Why Attend If you have ever looked at a dashboard and wondered whether the numbers actually mean what you think they mean, this workshop is for you. One of the most useful skills in any technical or crypto-adjacent environment is not just collecting data, but understanding how definitions, assumptions, and context shape every metric you use. You will leave with a stronger foundation for asking better questions. That includes questions like: What exactly are we measuring? Where does this data come from? Is everyone using the same definition? What decision is this metric supposed to support? These are basic questions, but they are often the difference between confident execution and avoidable mistakes. There is also strong value in the cross-functional perspective of a session like this. You do not need to be a full-time data engineer to benefit from data engineering fundamentals. Product contributors, analysts, operators, founders, community builders, and technically curious newcomers can all use a better framework for understanding how data supports real decisions. Key takeaways may include: A clearer mental model for how data is collected, organized, and interpreted Better habits around defining metrics and terms precisely More confidence when discussing data with technical or non-technical teammates A sharper sense of how to connect data work to actual decision-making Useful conversations with others in the local tech and crypto community Practical Details This is an in-person workshop taking place in Bình Thạnh, Vietnam. If you learn best through direct interaction, live discussion, and the ability to ask questions in the room, the format is a real advantage. It is also a good fit if you want to meet people nearby who share an interest in data, tech, and crypto. The event is scheduled for Saturday, August 3 at 9:00 AM GMT+7. A morning start makes this a strong option for people who want to begin the weekend with focused learning and still have the rest of the day available afterward. A few useful expectations to keep in mind: This is best suited to people who want a foundational, practical introduction The setting is in person, so come ready to participate and engage The subject sits at the intersection of data thinking and decision-making, not just tooling The audience may include people from tech, crypto, DeFi, and community-focused backgrounds If you are looking for a grounded, accessible entry point into data engineering concepts, with a strong emphasis on definitions and decisions rather than buzzwords, this workshop is a smart place to start. It brings together practical learning and local connection in a format that rewards curiosity and thoughtful participation.
Who should attend
This workshop is for people who want a clearer foundation in data thinking and how it connects to real decisions, especially in fast-moving tech and crypto environments. - You are **new to data engineering** and want an approachable, structured introduction without needing an advanced technical background first. - You work in **crypto, DeFi, or tech** and often rely on dashboards, reports, or metrics, but want to better understand where the data comes from and how it should be defined. - You are a **product, operations, community, or business contributor** who needs to make decisions based on data and wants a stronger framework for asking the right questions. - You are a **developer or technical builder** who wants to improve how you think about data flow, measurement, and alignment across teams. - You are the kind of person who notices that teams use the same words differently and wants to get better at creating **shared definitions that lead to better decisions**. - You value **in-person learning and networking** and want to meet others in Bình Thạnh who are interested in data, crypto, and practical problem-solving. If you want theory that stays connected to real use cases, and a room where you can learn while meeting people with similar interests, you will likely feel at home here.