Prefect Jobs - Remote & On-site

Prefect jobs - Discover curated Prefect roles at vetted startups and product companies, listings updated daily with many remote-friendly positions and transparent salary information to help you compare offers. Browse and apply today.

AI/ML
Data Science
Backend
Frontend
Mobile
DevOps
Web3
Games
Hardware
Robotics
Security
QA
Executive
Networking
Product
Design
Analytics
Support
Enterprise Apps
Quantum

Bjak

bjak.my
Bjak is a Malaysia-based insurtech company founded in 2019. It operates Southeast Asia's largest online insurance platform, letting users compare, buy, and renew insurance policies digitally. The company is headquartered in Petaling Jaya and focuses on making insurance more accessible and convenient.
bjak.my • HQ: Petaling Jaya, Malaysia • Financial Services • FinTech • Insurance • Est. 2019
HQ: Petaling Jaya, Malaysia • Financial Services • FinTech • Insurance • Est. 2019
Verified live · 9 hours ago 29 days ago

Senior Engineer, Internal tools

Senior • 5+ years expIn office • Full-Time • Senior
Go
Java
Node JS
Python
SQL
TypeScript
Apex
JavaScript
Apex
MuleSoft
AI/ML
LLM
Prefect
Frontend
Next.js
React.js
DevOps
AWS
Azure
CI/CD
Docker
GCP
Kubernetes
Analytics
ETL/ELT
Management
Slack
Marketing
Salesforce
Apply
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Salesforce

salesforce.com
Salesforce is an American enterprise software company founded in 1999 that pioneered delivering business applications over the internet rather than as installed software. Its Customer 360 platform brings sales, service, marketing, commerce and analytics onto shared customer data, extended by the Slack collaboration suite, the Tableau analytics business and the MuleSoft integration layer. Headquartered in San Francisco, the company has moved its product strategy toward autonomous agents through Agentforce and the Data Cloud, and it remains the largest customer relationship management vendor in the world by revenue share.
salesforce.com • HQ: San Francisco, United States • Communication & Collaboration • Data & Analytics • Software • Information Technology • Sales & Marketing • AI Agents • Artificial Intelligence • Marketing Automation • Cloud Computing • Customer Relationship Management (CRM) • 5000+ employees • Est. 1999
HQ: San Francisco, United States • Communication & Collaboration • Data & Analytics • Software • Information Technology • Sales & Marketing • AI Agents • Artificial Intelligence • Marketing Automation • Cloud Computing • Customer Relationship Management (CRM) • 5000+ employees • Est. 1999
Top 25% payVerified live · 3 hours ago 30 days ago

Forward Deployed Engineering Lead - Data Science & Integration

$173k – $260k per year • Lead • 8+ years expIn office (Herndon, United States) • PhD • Full-Time • Staff
Apex
Java
Python
SQL
Apex
MuleSoft
Databases
Amazon Redshift
Apache Kafka
Databricks
Google BigQuery
RabbitMQ
Snowflake
AI/ML
Agentforce
AI Agents
Airflow
LangChain
LlamaIndex
LLM
Prefect
Prompt Engineering
DevOps
AWS
Azure
CI/CD
Docker
GCP
Kubernetes
API Gateway
Analytics
ETL/ELT
Management
ServiceNow
Marketing
Salesforce
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MLabs

mlabs.city
MLabs is a global software engineering consultancy specializing in high-assurance software engineering, formal verification, and mission-critical systems. Founded in 2018, the company focuses on functional programming languages like Haskell and Rust to build secure, high-performance infrastructure for blockchain, Web3, fintech, and AI projects.
mlabs.city • HQ: London, United Kingdom • Information Technology • Blockchain & Crypto • Software
HQ: London, United Kingdom • Information Technology • Blockchain & Crypto • Software
Top 25% pay 1 month ago

Senior Data Engineer

$180k – $320k per year • Equity • Senior • Remote/Hybrid (New York, United States) • Visa sponsorship • Master's Degree • Full-Time • Senior
ClickHouse
PostgreSQL
AI/ML
Dagster
dbt
Prefect
Web3
Arbitrum
DeFi
Apply
Report

The Specialist Works

whatspossiblegroup.com
What’s Possible is an independent marketing services group, building differentiated marketing services businesses. The group offers expert business partner services (technology, finance, people, culture and commercial), alongside financial backing and strategic support to some of the most exciting marketing services businesses in Europe and the US.
whatspossiblegroup.com • London • Sales & Marketing
London • Sales & Marketing
2 months ago

Data Engineer

$87k – $171k per year (Estimated) • Junior • 2+ years expLondon • Remote (United Kingdom) • Junior
Python
SQL
AI/ML
Prefect
DevOps
AWS
Azure
GCP
Git
GitHub
GitLab
CI/CD
Analytics
Power BI
ETL/ELT
Apply
Report

TransUnion

transunion.com
TransUnion is a major global information and insights company and one of the "Big Three" credit reporting agencies, headquartered in Chicago, Illinois. Founded in 1968, the company collects and analyzes financial, demographic, and public records data on over one billion consumers across more than 30 countries. Beyond personal credit scoring and credit reporting services for consumers, TransUnion provides enterprise-grade solution suites - including TruValidate, TruAudience, and targeted credit risk analytics - to financial institutions, healthcare providers, insurance companies, and tenant screeners worldwide.
transunion.com • HQ: Chicago, United States • Financial Services • Commerce • Credit Cards • Data & Analytics • 1001-5000 employees • Est. 1968
HQ: Chicago, United States • Financial Services • Commerce • Credit Cards • Data & Analytics • 1001-5000 employees • Est. 1968
Verified live · 1 hour ago 2 months ago

Data Science Platform Developer

$90k – $150k per year • Equity • Remote/Hybrid (Chicago, United States) • Bachelor's Degree • Full-Time
C++
Java
Python
Scala
SQL
R
R
Shiny
AI/ML
MLFlow
Prefect
Ray
Spark
Streamlit
LLM
Model Context Protocol
RAG
Feature Store
Human-in-the-Loop
DevOps
SLURM
HPC
Apply
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Bioptimus

bioptimus.com
Leveraging a team of world-class experts, Bioptimus is building the first universal AI foundation model that connects biology at its different scales – from molecules to cells, tissues, and whole organisms.
bioptimus.com • Paris • Berlin • London • Health Care • Biotechnology • Artificial Intelligence • Est. 2014
Paris • Berlin • London • Health Care • Biotechnology • Artificial Intelligence • Est. 2014
$54k – $108k per year (Estimated) • Senior • 5+ years expBerlin • Remote (France) • Senior
Python
SQL
AI/ML
Dagster
Multimodal AI
Prefect
AI Agents
LLM Guardrails
DevOps
AWS
CI/CD
Helm
Kubernetes
Terraform
Amazon S3
Cybersecurity
Least Privilege
Apply
$54k – $108k per year (Estimated) • Senior • 5+ years expLondon • Remote (France) • Senior
Python
SQL
AI/ML
Dagster
Multimodal AI
Prefect
AI Agents
LLM Guardrails
DevOps
AWS
CI/CD
Helm
Kubernetes
Terraform
Amazon S3
Cybersecurity
Least Privilege
Apply
Report

Convergentresearch

convergentresearch.org
Ecosystem About Convergent FROs Resources Convergent FROs Team Get involved About us Spectacularly good futures are within reach. We just have to mind the gaps.
convergentresearch.org • Boulder • Pasadena • Alameda • New York • San Francisco • Professional Services • Science & Engineering • Est. 2021
Boulder • Pasadena • Alameda • New York • San Francisco • Professional Services • Science & Engineering • Est. 2021
$83k – $95k per year • Boulder • Remote (United States) • Visa sponsorship • Bachelor's Degree • Full-Time
Python
AI/ML
Prefect
DevOps
HPC
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Diagnostyka

diag.pl
Diagnostyka is a medical laboratory company headquartered in Krakow, Poland, and founded in 1998. The company runs the largest network of diagnostic laboratories and collection points in Poland, covering routine blood work, microbiology, histopathology, and genetic testing. It processes tens of millions of tests a year for public health funds, private insurers, hospitals, and individual patients, and listed on the Warsaw Stock Exchange in 2025.
diag.pl • HQ: Kraków, Poland • Laboratory Equipment • Biotechnology • Hospitals & Clinics • Health Care • Diagnostics • Est. 1998
HQ: Kraków, Poland • Laboratory Equipment • Biotechnology • Hospitals & Clinics • Health Care • Diagnostics • Est. 1998
$53k – $96k per year (Estimated)In office (Kraków, Poland) • Full-Time • Polish: C1
Python
Python
Django
FastAPI
Flask
Databases
Google BigQuery
MySQL
PostgreSQL
AI/ML
Gradio
LangChain
LlamaIndex
NLP
Pandas
Prefect
Streamlit
Vertex AI
Frontend
GraphQL
DevOps
CI/CD
GCP
Git
Google Cloud Run
Kubernetes
Terraform
Apply
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Craftware

craftware.pl
Craftware is a Polish IT consulting firm and Salesforce Platinum Partner that specializes in designing, implementing, and supporting custom enterprise software and CRM solutions. As part of the ORSAY Group, the company helps businesses accelerate digital transformation across sales, marketing, and customer service departments. By combining deep expertise in the Salesforce ecosystem with custom software engineering and QA services, it enables mid-to-large enterprises to optimize their business processes and customer engagement models.
craftware.pl • HQ: Warsaw, Poland • Sales & Marketing • Software • Customer Relationship Management (CRM)
HQ: Warsaw, Poland • Sales & Marketing • Software • Customer Relationship Management (CRM)
2 months ago

Senior Data Engineer

$74k – $80k per year • Senior • 5+ years expWarsaw • Remote (Poland) • Full-Time • Senior
Python
SQL
Python
FastAPI
Databases
Databricks
Snowflake
AI/ML
Airflow
dbt
Prefect
DevOps
AWS
CI/CD
GitHub Actions
Rest API
GitHub
Analytics
ETL/ELT
Tableau
Management
UiPath
Marketing
Salesforce
Apply
Report
Government Employees Health Association (GEHA) is a self-insured, non-profit organization providing medical and dental benefit plans exclusively to federal employees, retirees, military retirees, and their families. Operating through programs like the Federal Employees Health Benefits (FEHB) and the Federal Employees Dental and Vision Insurance Program (FEDVIP), it serves over two million members nationwide. By reinvesting its earnings directly into member benefits, the association offers comprehensive health coverage, preventative care programs, and expansive provider networks tailored to the public service community.
geha.com • New York • Washington • Health Care • Financial Services • Insurance • Est. 1937
New York • Washington • Health Care • Financial Services • Insurance • Est. 1937
Verified live · 1 day ago 2 months ago

Sr AI Context Engineer

$125k – $158k per year • Senior • 5+ years expUnited States • Remote (United States) • Full-Time • Senior
Python
SQL
Databases
pgvector
Pinecone
Qdrant
Weaviate
PostgreSQL
AI/ML
AI Agents
Arize Phoenix
Embeddings
Hybrid Search
LangChain
LlamaIndex
LLM
Model Context Protocol
Prefect
RAG
Ragas
Reranking
Semantic Search
Tokenization
TruLens
Unstructured.io
Context Engineering
Semantic Search
DevOps
Azure
CI/CD
Vector
Cybersecurity
HIPAA
Apply
Report

Recorded Future

recordedfuture.com
Recorded Future is a cybersecurity intelligence company headquartered in Somerville, Massachusetts, and founded in 2009. The firm provides a comprehensive threat intelligence platform that uses automated data collection and analysis to identify cyber risks across the open, deep, and dark web. It operates on a global scale, serving thousands of enterprise and government clients with specialized modules for vulnerability management, fraud detection, and digital risk protection.
recordedfuture.com • HQ: Somerville, United States • Intelligence • Government • Cybersecurity AI • Artificial Intelligence • Vulnerability Management • Fraud Detection • Cybersecurity • Threat Intelligence • Est. 2009
HQ: Somerville, United States • Intelligence • Government • Cybersecurity AI • Artificial Intelligence • Vulnerability Management • Fraud Detection • Cybersecurity • Threat Intelligence • Est. 2009
Top 25% payVerified live · 1 min ago 2 months ago

Principal Data Engineer

$152k – $229k per year • Lead • 5+ years expIn office (Boston, United States) • Bachelor's Degree • Full-Time • Principal
Python
Python
Django
FastAPI
Flask
Databases
Amazon Neptune
Apache Kafka
ElasticSearch
Neo4j
RabbitMQ
AI/ML
LLM
Prefect
DevOps
AWS
ArgoCD
Kubernetes
Rest API
Cybersecurity
Recorded Future
Analytics
ETL/ELT
Apply
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WeightWatchers

weightwatchers.com
WeightWatchers (WW) is a long-standing wellness and weight management company known for its science-backed, points-based nutrition program. The platform provides personalized meal planning, community support, and habit-building tools to promote sustainable, long-term health outcomes. In recent years, the company has modernized its services by expanding into digital health coaching and integrating clinical support for prescription weight loss medications.
weightwatchers.com • New York • Health Care • Nutrition & Dietetics • Lifestyle
New York • Health Care • Nutrition & Dietetics • Lifestyle
Verified live · 1 hour ago 2 months ago

Senior Data Engineer

$118k – $232k per year (Estimated) • Senior • 5+ years expRemote/Hybrid • Bachelor's Degree • Senior
Python
SQL
Databases
Snowflake
AI/ML
AI Agents
Model Context Protocol
Prefect
DevOps
Cortex
Datadog
Kubernetes
Prometheus
ArgoCD
CI/CD
GitHub Actions
GitHub
Analytics
ETL/ELT
Apply
Report

Hackthebox

hackthebox.com
Our mission is to create and connect cyber-ready humans and organizations through highly engaging hacking experiences that cultivate out-of-the-box thinking.
hackthebox.com • Athens • New York • London • Sydney • Berlin • AI Agents • Artificial Intelligence • Cybersecurity
Athens • New York • London • Sydney • Berlin • AI Agents • Artificial Intelligence • Cybersecurity
2 months ago

Senior Data Engineer

$140k – $160k per year • Senior • 3+ years exp • Remote (United States) • Visa sponsorship • Bachelor's Degree • Internship • Senior
Python
SQL
Databases
Amazon Redshift
Apache Kafka
ClickHouse
Google BigQuery
Google Bigtable
Snowflake
AI/ML
Airflow
Dagster
dbt
Flink
Prefect
Spark
Feature Store
Vertex AI
Mobile
Clean Architecture
DevOps
CI/CD
Docker
GCP
GitHub Actions
Kubernetes
Rest API
GitHub
Analytics
ETL/ELT
Apply
2 months ago

Senior Data Engineer

$140k – $160k per year • Senior • Remote (United States) • Full-Time • Senior
Python
SQL
Databases
Amazon Redshift
Apache Kafka
ClickHouse
Google BigQuery
Google Bigtable
Snowflake
AI/ML
Airflow
Dagster
dbt
Flink
Prefect
Spark
Feature Store
Vertex AI
Mobile
Clean Architecture
DevOps
CI/CD
Docker
GCP
GitHub Actions
Kubernetes
Rest API
GitHub
Analytics
ETL/ELT
Apply
Open 119 days 4 months ago

Senior Data Engineer

Senior • Remote/Hybrid • Relocation • Full-Time • Senior
Python
SQL
Databases
Amazon Redshift
Apache Kafka
ClickHouse
Google BigQuery
Google Bigtable
Snowflake
AI/ML
Airflow
Dagster
dbt
Flink
Prefect
Spark
Feature Store
Vertex AI
Mobile
Clean Architecture
DevOps
CI/CD
Docker
GCP
GitHub Actions
Kubernetes
Rest API
GitHub
Analytics
ETL/ELT
Apply
Report

Novartis

novartis.com
Novartis is a Swiss multinational pharmaceutical company dedicated to the research, development, and manufacturing of innovative medicines. The organization focuses on addressing high-unmet patient needs across key therapeutic areas, including oncology, immunology, neuroscience, and cardiovascular-renal-metabolic diseases. Through its advanced technology platforms - such as gene and cell therapy, radioligand therapy, and xRNA - the firm aims to reimagine medicine to improve and extend lives worldwide.
novartis.com • HQ: Basel, Switzerland • Biopharma • Health Care • Pharmaceuticals • 1001-5000 employees
HQ: Basel, Switzerland • Biopharma • Health Care • Pharmaceuticals • 1001-5000 employees
Top 25% payVerified live · 18 min ago 2 months ago

Director Analytics Infrastructure, Pipeline Operations

$195k – $361k per year • Equity • Executive • 10+ years expUnited States • Remote (United States) • Relocation • PhD • Full-Time • Architect
Python
SQL
Python
pySpark
Databases
Databricks
Google BigQuery
Snowflake
AI/ML
Anomaly Detection
dbt
Feast
Prefect
Spark
Time Series Forecasting
Amazon SageMaker
Edge AI
Feature Store
DevOps
CI/CD
Self-Healing
Cybersecurity
GDPR
HIPAA
Apply
Report

REA Group

rea-group.com
REA is a digital advertising firm that operates in the real estate space to offer content, data, insights, property valuation estimates, and home financing solutions across Australia, Asia, and North America.
rea-group.com • Gurgaon • Sydney • Brisbane • Richmond • Adelaide • Wireless • Residential Real Estate • Real Estate • 501-1000 employees • Est. 1995
Gurgaon • Sydney • Brisbane • Richmond • Adelaide • Wireless • Residential Real Estate • Real Estate • 501-1000 employees • Est. 1995
Verified live · 15 min ago 2 months ago

Principal Data Engineer

$83k – $190k per year (Estimated) • Lead • 7+ years expIn office (Richmond, United States) • Full-Time • Principal
Java
Kotlin
Python
Scala
Databases
Amazon Redshift
Google BigQuery
Snowflake
Apache Kafka
AI/ML
Dagster
Prefect
dbt
Flink
Spark
DevOps
AWS
Azure
GCP
CI/CD
Analytics
ETL/ELT
Apply
Report

Aarden

aarden.ai
Solutions About Us Careers Request Demo Solutions About Us Careers Request Demo OUR VISION OUR VISION Expert intelligence for the world's most valuable asset class Request Demo Request Demo Why are we building Aarden? Aarden?
aarden.ai • Seattle
Seattle
Top 25% pay 2 months ago

Sr. Data Platform Engineer

$150k – $180k per year • Senior • In office (Seattle, United States) • PhD • Full-Time • Senior
Python
SQL
TypeScript
Python
pySpark
Databases
Apache Iceberg
PostGIS
PostgreSQL
DuckDB
pgvector
AI/ML
AI Agents
Airflow
Anomaly Detection
Dagster
Prefect
Spark
DevOps
GitHub
Amazon EC2
AWS
Management
Linear
Notion
Slack
SpaceTech
GDAL
Apply
Report

TradingView

tradingview.com
TradingView is a financial technology company based in New York City, United States, that was founded in 2011. It provides a cloud-based charting platform and social network where users analyze financial markets, share trading ideas, and utilize advanced technical indicators. The company operates on a global scale, serving over 100 million traders and investors through its web and mobile applications while integrating with numerous brokerage partners for trade execution.
tradingview.com • HQ: New York, United States • Blockchain & Crypto • Online Forums & Communities • Internet Services • Data Visualization • Data & Analytics • Capital Markets • FinTech • Financial Services • 501-1000 employees • Est. 2011
HQ: New York, United States • Blockchain & Crypto • Online Forums & Communities • Internet Services • Data Visualization • Data & Analytics • Capital Markets • FinTech • Financial Services • 501-1000 employees • Est. 2011
Verified live · 1 day ago 2 months ago

Senior Data Platform Engineer

$37k – $95k per year (Estimated) • Senior • 4+ years expRemote/Hybrid (Tbilisi, Georgia) • Relocation • Full-Time • Senior
Python
SQL
Databases
ClickHouse
PostgreSQL
AI/ML
Dagster
dbt
Prefect
Apply
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Dyson

dyson.com
Dyson is a technology company founded in 1991 by James Dyson after he built more than five thousand prototypes of a bagless vacuum cleaner that no established manufacturer would license. It applies high-speed digital motors and airflow engineering across vacuum cleaners, hair care products including the Supersonic and Airwrap, air purifiers, lighting and headphones, and sells almost entirely direct to consumers at premium prices. The company moved its head office from Wiltshire to Singapore in 2019 to sit closer to its Asian manufacturing and markets, remains privately held by the Dyson family, and funds an engineering university at its Malmesbury campus.
dyson.com • HQ: Singapore • Personal Care • Manufacturing • Hardware • Consumer Goods • Consumer Electronics • Home Appliances • 5000+ employees • Est. 1991
HQ: Singapore • Personal Care • Manufacturing • Hardware • Consumer Goods • Consumer Electronics • Home Appliances • 5000+ employees • Est. 1991
Verified live · 3 hours ago 2 months ago

Data Intelligence MLOps Engineer

Middle • 3+ years expIn office (Dubai, United Arab Emirates) • Bachelor's Degree • Full-Time • Middle
Python
AI/ML
Dagster
DVC
Kubeflow
MLFlow
Prefect
Vertex AI
Amazon SageMaker
Feature Store
DevOps
AWS
Azure
CI/CD
Docker
GCP
Git
GitHub Actions
GitLab CI
Jenkins
Kubernetes
GitHub
GitLab
Apply
Verified live · 3 hours ago 2 months ago

Senior Data Intelligence MLOps Engineer

Senior • 5+ years expIn office (Dubai, United Arab Emirates) • Bachelor's Degree • Full-Time • Senior
Python
AI/ML
Dagster
DVC
Kubeflow
MLFlow
Prefect
Vertex AI
Amazon SageMaker
Feature Store
DevOps
AWS
Azure
CI/CD
Docker
GCP
Git
GitHub Actions
GitLab CI
Jenkins
Kubernetes
GitHub
GitLab
Apply
Report

Pinterest

pinterest.com
Pinterest is an American visual discovery platform founded in 2010 where people save and organise images, products and ideas into themed boards. Unlike feed-based social networks it is built around planning future intent, so users arrive researching a kitchen renovation, an outfit or a holiday rather than to follow friends, which makes the audience unusually valuable to advertisers. Headquartered in San Francisco and listed on the New York Stock Exchange since 2019, the company earns nearly all of its revenue from advertising and has invested heavily in shoppable pins, visual search and AI-driven recommendations.
pinterest.com • HQ: San Francisco, United States • Artificial Intelligence • Commerce • Advertising • Internet Services • Media & Entertainment • Digital Media • 1001-5000 employees • Est. 2010
HQ: San Francisco, United States • Artificial Intelligence • Commerce • Advertising • Internet Services • Media & Entertainment • Digital Media • 1001-5000 employees • Est. 2010
Verified live · 1 hour ago 2 months ago

Data Scientist II, ML Infrastructure

$111k – $233k per year (Estimated) • Middle • 2+ years expRemote/Hybrid (Palo Alto, United States) • Relocation • Bachelor's Degree • Middle
Python
AI/ML
Ignite
Prefect
PyTorch
Ray
Spark
Weights & Biases
DevOps
Jenkins
Apply
Report

Vulcan Elements

vulcanelements.com
Vulcan Elements is an advanced manufacturing company headquartered in Benson, North Carolina, and founded in 2023. The company specializes in the production of rare earth magnets used in electric vehicles, defense systems, satellites, and semiconductor fabrication. It is currently developing the largest rare earth magnet manufacturing facility in the Western Hemisphere to secure domestic supply chains for critical minerals and high-tech industrial applications.
vulcanelements.com • HQ: Benson, United States • Space & Aerospace • Electronic Components • Hardware • Advanced Materials • Manufacturing • Defense Manufacturing • Natural Resources • Rare Earth Metals • Est. 2023
HQ: Benson, United States • Space & Aerospace • Electronic Components • Hardware • Advanced Materials • Manufacturing • Defense Manufacturing • Natural Resources • Rare Earth Metals • Est. 2023
Verified live · 14 min ago 2 months ago

Applied Machine Learning Engineer

$133k – $258k per year (Estimated) • Senior • 8+ years expIn office (Park, United States) • Full-Time • Staff
SQL
Python
Databases
PostgreSQL
Apache Iceberg
Delta Lake
InfluxDB
TimescaleDB
AI/ML
Time Series Forecasting
Airflow
dbt
Prefect
DevOps
AWS
Azure
GCP
Analytics
ETL/ELT
IoT
MQTT
Apply
Report
Prefect Jobs - Remote & On-site
Frequently asked questions
Prefect - How many jobs are available now?
There are 243 Prefect jobs listed on Alion right now.
Prefect - What is the typical salary for these roles?
The average salary for Prefect roles on Alion is about $200,580 USD per year.
Prefect - Are remote, relocation, or visa sponsorship options available?
Many Prefect listings are remote or hybrid; some employers may offer relocation or visa sponsorship depending on the role.
Prefect - How do I apply on Alion?
Sign into Alion, open a Prefect job listing, and click apply to submit your resume and any requested supporting materials.