Staff Software Engineer, Data Incrementalization

Posted 25 Days Ago
Hiring Remotely in United States
Remote
Senior level
Blockchain
The Role
As a Staff Software Engineer at TRM, you'll design and build a scalable data warehouse, focusing on efficient data processing and incremental updates. You'll develop ETL pipelines, work with various data stores and collaborate with teams to enhance data analytics capabilities.
Summary Generated by Built In

TRM Labs is a blockchain intelligence company dedicated to fighting crime and creating a safer world for billions of people. By leveraging blockchain data, threat intelligence, and advanced analytics, our products empower governments, financial institutions, and crypto businesses to safeguard communities from illicit activity and global security threats.

At TRM Labs, you’ll be part of a mission-driven, fast-paced environment where your work directly contributes to building a safer future. Our team combines expertise in law enforcement, data science, engineering, and financial intelligence to address complex challenges. Whether you're analyzing blockchain data, developing cutting-edge tools, or collaborating with global organizations, every day brings the opportunity to make a meaningful and lasting impact.

The Data Platform team sits at the core of TRM's products, working with data scientists, engineers, and product managers to build scalable and reliable data infrastructure. As a Senior or Staff Engineer, you will focus on data incrementalization — the process of efficiently processing, updating, and synchronizing massive datasets as new information becomes available. This approach ensures that TRM's blockchain intelligence remains timely, accurate, and actionable at petabyte-scale. You will design and build internal tools that empower Data Scientists and Machine Learning Engineers to transform raw blockchain data into real-time blockchain intelligence, driving innovation and impact across TRM's product offerings.

The impact you’ll have here:

  • Design and build our Cloud Data Warehouse with a focus on incremental updates to improve cost efficiency and scalability.
  • Research innovative methods to incrementally optimize data processing, storage, and retrieval to support efficient data analytics and insights.
  • Develop and maintain ETL pipelines that transform and incrementally process petabytes of structured and unstructured data to enable data-driven decision-making.
  • Collaborate with cross-functional teams to design and implement new data models and tools focused on accelerating innovation through incremental updates.
  • Continuously monitor and optimize the Data Platform's performance, focusing on enhancing cost efficiency, scalability, and reliability.

What we’re looking for:

  • Bachelor's degree (or equivalent) in Computer Science or a related field.
  • 5+ years of experience in building distributed system architecture, with a particular focus on incremental updates from inception to production.
  • Strong programming skills in Python and SQL.
  • Deep technical expertise in advanced data structures and algorithms for incremental updating of data stores (e.g., Graphs, Trees, Hash Maps).
  • Comprehensive knowledge across all facets of data engineering, including:
    • Implementing and managing incremental updates in data stores like BigQuery, Snowflake, RedShift, Athena, Hive, and Postgres.
    • Orchestrating data pipelines and workflows focused on incremental processing using tools such as Airflow, DBT, Luigi, Azkaban, and Storm.
    • Developing and optimizing data processing technologies and streaming workflows for incremental updates (e.g., Spark, Kafka, Flink).
    • Deploying and monitoring scalable, incremental update systems in public cloud environments (e.g., Docker, Terraform, Kubernetes, Datadog).
    • Expertise in loading, querying, and transforming large datasets with a focus on efficiency and incremental growth.

About the Team:

  • The Data Platform team is the funnel between all of TRM's data world and product world. We care about all layers of stack including petabyte of data stores, pipelines, and processes.
  • We have quite a big scope as a the team with new and exciting projects every quarter. As a result, we collaborate across the board with most teams at TRM.
  • We believe in async communication and are also not afraid to jump on a quick huddle if that helps to move things faster. We are both scrappy when the situation demands and also process-oriented when we need to achieve our OKRs.
  • We are always looking for people who can elevate the quality our tech and our execution. If you enjoy a remote-first and async friendly environment to achieve efficacy and efficiency at petabyte scale, our team could be a great pick for you!
  • Team members are based in the US across almost all timezones! Our on-call tends to be in EST/PST shift, whatever suits you the best.
  • We do try to reserve some overlap in the day for meetings. Our north star - no IC spends more than 3-4 hours/week in meetings.

Learn about TRM Speed in this position:

  • Build scalable engines to optimize routine scaling and maintenance tasks like create self-serve automation for creating new pgbouncer, scaling disks, scaling/updating of clusters, etc.
  • Enable tasks to be faster next time and reducing dependency on a single person.
  • Identify ways to compress timelines using 80/20 principle. For instance, what does it take to be operational in a new environment? Identify the must have and nice to haves that are need to deploy our stack to be fully operation. Focus on must haves first to get us operational and then use future milestones to harden for customer readiness. We think in terms of weeks and not months.
  • Identify first version, a.k.a., "skateboards" for projects. For instance, build an observability dashboard within a week. Gather feedback from stakeholders after to identify more needs or bells and whistles to add to the dashboard.

About TRM's Engineering Levels:

Engineer: Responsible for helping to define project milestones and executing small decision decisions independently with the appropriate tradeoffs between simplicity, readability, and performance. Provides mentorship to junior engineers, and enhances operational excellence through tech debt reduction and knowledge sharing.

Senior Engineer: Successfully designs and documents system improvements and features for an OKR/project from the ground up. Consistently delivers efficient and reusable systems, optimizes team throughput with appropriate tradeoffs, mentors team members, and enhances cross-team collaboration through documentation and knowledge sharing.

Staff Engineer: Drives scoping and execution of one or more OKRs/projects that impact multiple teams. Partners with stakeholders to set the team vision and technical roadmaps for one or more products. Is a role model and mentor to the entire engineering organization. Ensures system health and quality with operational reviews, testing strategies, and monitoring rigor.

The following represents the expected range of compensation for this role:

  • The estimated base salary range for this role is $230,000 - $255,000.
  • Additionally, this role may be eligible to participate in TRM’s equity plan.
Life at TRM Labs

Leadership Principles

Our Leadership Principles are foundational elements of our strategy, guiding how we make decisions, how we treat each other, and how we behave day-to-day.

  • Impact-Oriented Trailblazer – We put customers first, driving for speed, focus, and adaptability.
  • Master Craftsperson – We prioritize speed, high standards, and distributed ownership.
  • Inspiring Colleague – We value humility, candor, and a one-team mindset.

Build a Career 

Joining TRM means being part of a mission-driven team comprised of industry leaders. At TRM, you'll experience:

  • Purpose – Have a real-world impact, from disrupting terrorist networks to returning stolen funds.
  • Inspiring Colleagues – Collaborate with industry leaders and learn something new daily.
  • Career Growth – We embrace a growth mindset and provide development opportunities that increase skills relevant to your position.

Thriving at TRM

At TRM Labs, being a remote-first company is fundamental to our identity and operations. We are intentional about building a culture that thrives across time zones and continents, where communication is clear, documentation is thorough, and relationships are meaningful.

Building strong, trust-based relationships is a core value. Through thoughtful investments in offsites, regional hub meetups, virtual coffee chats, and onboarding buddies, we foster connections that enable effective collaboration. By creating spaces for meaningful interactions, we support a culture of high trust and belonging, essential to a thriving remote-first team.

This remote-first model enables us to derive the unique value of a globally distributed team while staying true to our mission and values, ensuring impact, alignment, and a culture of continuous improvement.

Join Us

We're looking for team members who love building from the ground up and want to work hard in a fast-paced and ambitious environment. We are remote-first, with exceptionally talented team members located around the world. If you like solving tough problems quickly and seeing your work improve the lives of billions of people, we want you at TRM.

We encourage you to reach out even if your experience doesn't precisely match the job description. Don't worry about picking exactly the right job; we can always explore other options after starting the conversation. Your passion and interests will set you apart, especially if your background or career is unconventional.  

To all recruitment agencies: TRM Labs does not accept unsolicited agency resumes. Please do not forward resumes to TRM Labs employees. TRM Labs is not responsible for any fees related to unsolicited resumes and will not pay fees to any third-party agency or company that does not have a signed agreement with the Company.

Learn More | Company Values | Interviewing | FAQs

Top Skills

Python
SQL
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The Company
HQ: San Francisco, CA
175 Employees
On-site Workplace
Year Founded: 2018

What We Do

TRM Labs is a blockchain intelligence company that helps financial institutions, crypto businesses and government agencies detect and investigate crypto-related financial crime and fraud. Every day, we tackle challenges in data engineering, data science, and threat intelligence to advance our mission to build a safer financial system for billions of people.

We have raised over $79M from JPMorgan Chase, Visa, Citi, PayPal, Block, Initialized Capital, Tiger Global, Bessemer, and Y Combinator.

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