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Data Engineer

PIP Labs is a research and engineering company focused on decentralized technologies, intellectual property (IP), and artificial intelligence (AI). As an initial core contributor to the Story Network, PIP Labs develops infrastructure and technical solutions that connect the potential of AI with sustainable ownership models, supporting IP holders, creators, and innovators.


About the Role


We’re seeking a Data Engineer to join our team and lead the development of critical data infrastructure. You’ll build systems that give real-time insight into token activity, exchange dynamics, and ecosystem health. This role is perfect for someone who thrives in early-stage environments, is excited by messy data, and wants to help define how web3 data is captured, visualized, and acted on.


Key Responsibilities
  • Design, implement, and maintain data pipelines to collect, clean, and transform raw on-chain and off-chain data into structured formats.
  • Build and maintain dashboards to monitor exchange floats across centralized and decentralized platforms.
  • Track token movements in and out of exchanges in real time.
  • Analyze daily token inflow and outflow patterns.
  • Identify and surface high-volume transactions across DeFi projects.
  • Monitor significant token transfers and wallet-level activity.
  • Map and track token flows across interrelated wallet clusters.
  • Collaborate with engineering, product, and leadership teams to define key metrics and translate business needs into scalable data solutions.
  • Ensure data quality, accuracy, and reliability through rigorous testing, validation, and documentation practices.
  • Develop automated reporting tools and ad hoc queries to support strategic decision-making.
  • Recommend improvements to existing infrastructure, tooling, and workflows as we scale.


What We’re Looking For
  • 3+ years of experience as a Data Engineer or in a similar role building production-grade data pipelines and dashboards
  • Strong understanding of DeFi protocols and the ability to monitor and analyze smart contract activity across DeFi projects
  • Proficiency in SQL, Python, and working with APIs (especially blockchain or web3-related APIs)
  • Experience with data visualization tools like Looker, Tableau, Metabase, or similar
  • Familiarity with on-chain data sources and blockchain analytics (e.g., Dune, Flipside, Nansen)
  • Strong understanding of data modeling, ETL processes, and warehouse design (e.g., Snowflake, BigQuery, Redshift)
  • A collaborative mindset, clear communication skills, and the ability to work autonomously in a fast-paced environment
  • Curiosity and passion for the web3/crypto space — you don’t need to be an expert, but some fluency helps


Nice to Have
  • Experience tracking token liquidity and market maker flows
  • Prior work with decentralized exchange (DEX) or DeFi protocol data
  • Background in financial modeling or working with trading/investment teams


Average salary estimate

$125000 / YEARLY (est.)
min
max
$100000K
$150000K

If an employer mentions a salary or salary range on their job, we display it as an "Employer Estimate". If a job has no salary data, Rise displays an estimate if available.

What You Should Know About Data Engineer, PIP Labs

At PIP Labs, we're on a mission to redefine the possibilities of decentralized technologies, and as a Data Engineer, you'll play a key role in this journey. Located in the vibrant SF Bay Area, we're looking for someone who is excited about data's potential and wants to make a real impact. In this position, you'll lead the development of vital data infrastructure, creating systems that provide critical insights into token activity, exchange dynamics, and the health of our ecosystem. If you're someone who loves delving into messy datasets and enjoys crafting solutions that illuminate how web3 data is captured and visualized, then this role is tailored for you. You'll be responsible for designing, implementing, and maintaining data pipelines that transform raw on-chain and off-chain data into actionable formats. Your goal will be to ensure that our teams have the tools they need to monitor exchange flows effectively, analyze transaction patterns, and surface essential data that guides decision-making. Collaboration will be key, as you'll work alongside our engineering, product, and leadership teams to define key metrics and build scalable data solutions. If you bring over three years of experience in a Data Engineer role and have a strong understanding of decentralized finance protocols, we’d love to hear from you. Join us at PIP Labs, where your curiosity and passion for the web3/crypto space will thrive and contribute to the future of innovation!

Frequently Asked Questions (FAQs) for Data Engineer Role at PIP Labs
What are the key responsibilities of a Data Engineer at PIP Labs?

As a Data Engineer at PIP Labs, your key responsibilities will include designing and implementing data pipelines, maintaining dashboards to monitor exchange activity, analyzing token movements, and collaborating closely with various teams to translate business needs into effective data solutions. You'll also ensure the quality and accuracy of our data through rigorous testing while recommending improvements to existing workflows.

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What qualifications do I need to apply for the Data Engineer position at PIP Labs?

To apply for the Data Engineer position at PIP Labs, you should have at least 3 years of experience in data engineering or a similar role. A strong understanding of decentralized finance protocols, proficiency in SQL and Python, and the ability to work with APIs are essential. Familiarity with data visualization tools and blockchain analytics platforms will also be advantageous.

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How does PIP Labs ensure data quality for its projects in the Data Engineer role?

PIP Labs emphasizes data quality by implementing rigorous validation and testing practices. As a Data Engineer, you'll be responsible for maintaining high standards of data accuracy and reliability, ensuring that the insights generated from our data are trustworthy and actionable for strategic decision-making.

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What tools will I use as a Data Engineer at PIP Labs?

As a Data Engineer at PIP Labs, you'll work with a variety of tools, including SQL for querying databases, Python for data processing, and data visualization platforms like Looker or Tableau for presenting your findings. You'll also interact with blockchain-related APIs to support data collection and integration.

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Is experience in DeFi necessary for the Data Engineer role at PIP Labs?

While extensive experience in DeFi is not required, having a strong understanding of decentralized finance protocols will significantly enhance your ability to succeed in the Data Engineer role at PIP Labs. Your familiarity with these concepts will help you effectively monitor smart contract activity and analyze token flows within our projects.

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Common Interview Questions for Data Engineer
Can you explain your experience with building data pipelines?

When answering this question, focus on detailing specific projects where you designed, implemented, and optimized data pipelines. Highlight the technologies you used, the objectives of the projects, and the outcomes achieved through your efforts.

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What strategies do you use for ensuring data quality?

Discuss the importance of data validation, testing, and documentation. Mention specific practices you have implemented in the past, such as automated testing frameworks or regular data audits, to uphold data integrity.

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How do you approach problem-solving when dealing with messy data?

Share a specific instance where you faced challenges with messy data. Explain your thought process, the steps you took to clean and structure the data, and how you ultimately derived valuable insights from it.

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What data visualization tools are you familiar with, and how have you used them?

Provide examples of data visualization projects you've completed using tools like Looker, Tableau, or Metabase. Highlight how your visualizations helped stakeholders make informed decisions based on complex data.

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Can you describe your experience with APIs and how you've utilized them?

Be specific about the APIs you’ve worked with, especially blockchain-related ones. Explain how you accessed, integrated, and utilized these APIs to enhance data collection and reporting in your projects.

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What is your understanding of DeFi protocols?

Share your knowledge of various DeFi protocols and their functions, highlighting any direct experience with monitoring or analyzing smart contract deployments, token liquidity, and market movements within the DeFi ecosystem.

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How would you prioritize tasks when working under tight deadlines?

Discuss your approach to task management, including the tools or methodologies you use (e.g., Agile, Kanban). Emphasize your ability to assess project scopes and prioritize based on business needs and impact.

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What steps do you take when collaborating with cross-functional teams?

Talk about your communication strategies and how you ensure alignment among different teams. Mention specific tools you use for collaboration and any successful joint projects that resulted from collective efforts.

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How do you stay updated with trends in data engineering and decentralized technologies?

Share the resources you follow, such as blogs, webinars, or conferences. Discuss how you actively engage with the data engineering community to learn about emerging tools, technologies, and best practices.

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What do you hope to achieve in the Data Engineer role at PIP Labs?

Articulate your career goals and aspirations while aligning them with PIP Labs’ mission and values. Explain how you hope to contribute to innovative projects and grow professionally within the decentralized technology space.

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DATE POSTED
April 16, 2025

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