The Role
Build and operate reliable data pipelines transforming flight test, simulation, and operational data into versioned, traceable ML training datasets. Responsibilities include ingestion, normalization, time alignment, validation, dataset lineage, anomaly mining, labeling workflows, deployment feedback loops, monitoring, and data coverage analysis. Collaborate with flight test and operations teams on instrumentation and data access. The role is on-site in Boston and requires production data engineering experience supporting machine learning pipelines.
Summary Generated by Built In
About Merlin:
Merlin (NASDAQ: MRLN) is a publicly traded aerospace and defense company building a non-human pilot to deliver full-stack autonomy for any aircraft from takeoff to touchdown. The Merlin Pilot autonomy system powers a growing range of aircraft and mission profiles and has been proven through hundreds of autonomous flights from Merlin's global flight test facilities, including Kerikeri, New Zealand; Quonset Point, Rhode Island; and soon, Bedford, Massachusetts. Headquartered in Boston, Merlin is expanding its organization to accelerate the development and deployment of its autonomy platform, helping customers solve some of aviation's most pressing challenges, from pilot shortages to improving flight safety. Backed by some of the world's leading investors prior to its public listing, Merlin continues to advance the certification and commercialization of autonomous flight across commercial and defense aviation.
About You:
You think data infrastructure is a craft. You have built pipelines that ran unattended for months and you have felt the specific satisfaction of a dataset that is exactly what it claims to be. You'd rather prevent a data problem than debug a model trained on one.
You will own the machinery that turns flight and simulation output into trustworthy, versioned, traceable training data — and turns deployed behavior back into the next training set.
Responsibilities:
- Build and operate ingestion pipelines for flight test, simulation and operational data, including format normalization, time alignment across sources, and quality validation at the gate.
- Implement dataset curation and versioning with full lineage: what went into a dataset, from where, processed how, and by which version of which tool.
- Build automated mining and triage for the rare and interesting — anomalies, disagreements between learned and rule-based systems, near-boundary events — so the flywheel prioritizes signal over volume.
- Own labeling workflows and tooling, including quality control and inter-annotator agreement where human labeling is involved.
- Close the loop: instrument deployed-system behavior so that operational signal reliably reaches the next training cycle without manual shepherding.
- Work with Flight Test & Operations on logging and instrumentation requirements, and help resolve access constraints where data is captured by third-party systems.
- Monitor pipeline health and dataset coverage; alert on drift, gaps and silent breakage.
Qualifications:
- Degree in Computer Science, Artificial Intelligence, Data Science, Computer Engineering, Applied Math, or a related subject.
- 3+ years in data engineering, with production ownership of pipelines feeding ML training.
- Strong Python and SQL; solid grasp of data modeling, storage formats and processing frameworks.
- Experience with dataset versioning and lineage tooling.
- Comfort with high-volume time-series and multimodal sensor data — telemetry, video, audio, structured logs.
- Care about correctness. In this role a quiet data bug becomes a model behavior nobody can explain.
Nice to Have:
- Robotics, autonomous vehicle or aerospace data experience.
- Familiarity with flight data formats and avionics bus data.
- Experience building internal tools that engineers actually chose to use.
- Data governance or provenance work in a regulated environment.
This position is based on-site at Merlin HQ in Boston, MA.
Once you’re here, you’ll enjoy a variety of on-site perks designed to make your workday enjoyable and convenient. These include catered lunches featuring a rotating menu of delicious options, an assortment of snacks to keep you fueled throughout the day, and a selection of beverages, including coffee, tea, and other drinks, to keep you refreshed.
Our goal is to create an environment where you can thrive both professionally and personally
Merlin Labs offers an innovative, entrepreneurial, and team-focused startup environment. We also offer a top-notch benefits package (health, dental, life, unlimited vacation, and 401k with match) and work/life integration. Being part of the Merlin team allows you to become part of a small team that supports professional development while working together to achieve our mission.
Merlin Labs is an equal opportunity employer and values diversity. We do not discriminate on the basis of race, religion, color, national origin, genetic information, sex (including pregnancy), gender, gender identity and expression, sexual orientation, age, marital status, military service or obligation or disability status, or any other characteristic protected by law. All job offers are contingent upon the candidate passing background and reference checks.
At this time, we are unable to provide visa sponsorship or consider candidates who require visa transfers. Applicants must be authorized to work in the United States without the need for visa sponsorship now or in the future.
In compliance with federal law, all persons hired will be required to verify identity and eligibility to work in the United States and to complete the required employment eligibility verification form upon hire.
If you require reasonable accommodation in completing an application, interviewing, completing any pre-employment testing, or otherwise participating in the employee selection process, please direct your inquiries to: [email protected]
Merlin Labs does not accept unsolicited resumes from any source other than directly from candidates.
Skills Required
- 3+ years of experience in data engineering
- Production ownership of pipelines feeding machine learning training
- Strong Python skills
- Strong SQL skills
- Understanding of data modeling, storage formats, and processing frameworks
- Experience with dataset versioning and lineage tooling
- Experience with high-volume time-series and multimodal sensor data, including telemetry, video, audio, and structured logs
- Robotics, autonomous vehicle, or aerospace data experience
- Familiarity with flight data formats and avionics bus data
- Experience building internal engineering tools
- Data governance or provenance experience in a regulated environment
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The Company
What We Do
All of the sky, none of the limits. Merlin Labs is building the autonomous infrastructure for the sky above us, enabling goods, and eventually people, to fly without pilots. The Merlin Labs team is building the definitive autonomy system for all things that fly. We’re creating sophisticated software and hardware that fulfill the functions of a human pilot.
