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Data & AI Engineer - (Hybrid)

Hybrid (Coral Springs, FL, US)

Live, first seen by us 22 days ago
Pay
Pay not listedSimilar roles state $166K–$240K
Work setting
Hybrid — work setting source
Senior Data & AI Engineer — Owns multi-system architecture; stands up a new pattern (e.g., AgentCore deployment, multi-agent topology) without precedent; coaches peers; represents the team in cross-functional design. Operates across the full stack — Fargate production pipelines, inbound AWS deployments, applied-LLM data products, and end-to-end agent architecture. This is a hybrid role (Remote: Mondays and Fridays, Onsite: Tuesdays, Wednesdays and Thursdays) Cruise Planners provides equal employment opportunities (EEO) to all team members and applicants for employment without regard to race, color, religion, gender, sexual orientation, gender identity or expression, national origin, age, disability, genetic information, marital status, or status as a covered veteran in accordance with applicable federal, state and local laws. Cruise Planners complies with applicable state and local laws governing nondiscrimination in employment in every location in which the company has facilities or team members. This policy applies to all terms and conditions of employment.
Listed location: Hybrid (Coral Springs, FL, US)
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Employment
Full-time — employment source
Employment type in the employer’s posting: SALARIED_FT
From the employer’s posting

Before you apply

Work authorization
Must already have the right to work in the USCandidates must be authorized to work for ANY employer in the United States

What you’ll work on

Full posting
  • Design and operate AWS data pipelines feeding the Redshift warehouse

  • Build agents with the Strands Agents SDK on Bedrock AgentCore

  • Build and operate Bedrock Knowledge Bases for retrieval-augmented generation

  • Design dimensional data models on Redshift

  • Run containerized production pipelines on AWS Fargate / ECS with monitoring

From the employer’s posting
Design and operate data pipelines on AWS — Glue, Step Functions, Lambda, EventBridge, S3 — feeding the Redshift data warehouse.
Build agents using the Strands Agents SDK on Bedrock AgentCore — supervisor / sub-agent topologies, tool definitions, and deployment hardening.
Build and operate Bedrock Knowledge Bases for retrieval-augmented generation: source preparation, indexing, retrieval evaluation, and cost / latency tuning.
Design dimensional data models — facts, conformed dimensions, and analytics marts — on Redshift over a zero-ETL replica of the operational source.
Stand up and operate containerized production pipelines on AWS Fargate / ECS (scheduled ingest or scrape, enrich, deliver) with CloudWatch alarms and health monitoring.

What you’ll bring

All qualifications

Core experience

  • Bachelor's degree in Computer Science, Data Science, Statistics, Engineering, or a related field.
  • Master's preferred at the Senior level.
Qualification wording
Bachelor's degree in Computer Science, Data Science, Statistics, Engineering, or a related field. Master's preferred at the Senior level.
Education & alternatives
Requirements - Bachelor's degree in Computer Science, Data Science, Statistics, Engineering, or a related field. Master's preferred at the Senior level. - Relevant production experience scaled to level (Data & AI Engineer I / II / Senior).
Apply at Cruise Planners

Posting record

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Status in our records
Live
First seen by us
Oct 12, 202622 days ago
Recorded sightings
19
Last seen by us
Nov 4, 2026
Employer says posted
Oct 9, 2026

These dates show when we found the posting. Check the employer’s website to confirm it is still accepting applications.

How this job compares

Pay

$166K–$240K is typical

The middle half of what similar US postings state. This one doesn’t list pay.

From 1,279 postings in the last year. Stated ranges, not salaries paid.

Time since we first saw it

Day 22

Similar jobs usually come down between day 6 and day 69.

From 4,284 similar postings that came down. Coming down is not always a hire.

Cruise Planners is hiring

1 open job

Open jobs by the week we first saw them, last 12 weeks.

Hiring record

See how this role fits your experience

Add your resume and we’ll mark which of these tools you already use, and point out anything in the posting that could rule you out.

  • Python
  • SQL
  • AWS
  • Redshift
  • S3
Where the posting names them
- Amazon Bedrock and AgentCore Runtime. - Python (primary); SQL (baseline). - Data warehousing and dimensional modeling.
Job Summary The Data & AI Engineer designs, builds, and operates the data and AI systems behind Cruise Planners' analytics, advisor-facing products, and internal automation. The role combines production data engineering on AWS (Glue, Redshift, Step Functions, Lambda, S3) with applied generative-AI work on Amazon Bedrock (Data Automation, Knowledge Bases, AgentCore) and the Strands Agents SDK. Day-to-day development is conducted through agentic coding tooling — Claude Code with MCP — used as a primary engineering surface, not as autocomplete, with the pace and scope of delivery expected to exceed what traditional tooling supports. The team is small: engineers scope, build, deploy, document, and operate their own work end to end.
Responsibilities - Design and operate data pipelines on AWS — Glue, Step Functions, Lambda, EventBridge, S3 — feeding the Redshift data warehouse. - Stand up and operate containerized production pipelines on AWS Fargate / ECS (scheduled ingest or scrape, enrich, deliver) with CloudWatch alarms and health monitoring.
- Design and operate data pipelines on AWS — Glue, Step Functions, Lambda, EventBridge, S3 — feeding the Redshift data warehouse. - Stand up and operate containerized production pipelines on AWS Fargate / ECS (scheduled ingest or scrape, enrich, deliver) with CloudWatch alarms and health monitoring. - Design dimensional data models — facts, conformed dimensions, and analytics marts — on Redshift over a zero-ETL replica of the operational source.
- Build applied-LLM data products for reporting, search, and agentic operations. - Deploy and operate services on AWS end to end, including internal web apps and demos. - Build internal tooling and integrations, including MCP servers.
Technical (builds with) - AWS data and serverless services. - Amazon Bedrock and AgentCore Runtime.
- Claude Code as the primary development surface, including parallel sessions. - MCP servers (AWS, Excolo, Atlassian) as deterministic tool routing for work that previously spanned terminal, IDE, and browser. - Comfort treating the model as a collaborator — generating alternatives, having design conversations, validating choices before committing — rather than as autocomplete.
- Data & AI Engineer II — Owns workstreams end to end (design, build, deploy, operate) and makes architecture choices within an established pattern; writes the playbook a peer can ship from. - Senior Data & AI Engineer — Owns multi-system architecture; stands up a new pattern (e.g., AgentCore deployment, multi-agent topology) without precedent; coaches peers; represents the team in cross-functional design. Operates across the full stack — Fargate production pipelines, inbound AWS deployments, applied-LLM data products, and end-to-end agent architecture. This is a hybrid role (Remote: Mondays and Fridays, Onsite: Tuesdays, Wednesdays and Thursdays)
- Stand up and operate containerized production pipelines on AWS Fargate / ECS (scheduled ingest or scrape, enrich, deliver) with CloudWatch alarms and health monitoring. - Design dimensional data models — facts, conformed dimensions, and analytics marts — on Redshift over a zero-ETL replica of the operational source. - Implement document-extraction pipelines using Amazon Bedrock Data Automation blueprints and deliver structured output to downstream consumers via webhook or queue.

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About the role

We file this job under ML Engineer, by the work the posting describes.

ML engineers put machine learning models into products. They write the code that trains, ships, serves and monitors models so a recommendation or prediction works for real users.

Postings ask for strong Python and software engineering, a framework such as PyTorch, cloud services, and more and more often experience with large language models.

A data scientist often works out which model to build; an ML engineer makes it run reliably in production.

US government figures for computer and information research scientists

Median yearly pay, May 2025
$140,300
Expected change, 2025 to 2035
21.8% more jobsagainst 3.5% for all jobs

The government has no code for ML engineers, so these figures are for the closest group, computer and information research scientists.

Source: US Bureau of Labor Statistics, Occupational Employment and Wage Statistics (May 2025) and Employment Projections (2025 to 2035). Occupation code 15-1221.

Job description

View original posting ↗

Cruise Planners is the largest franchisor of home-based travel agencies across the country that independently book cruises, tour, and land vacations. Cruise Planners has achieved Top Producer status with virtually every cruise line, tour, and resort company. Cruise Planners has been named the No.1 Cruise Tour / Travel Agency by Entrepreneur Magazine for the past 10 years and recently featured in Entrepreneur as one of the top 30 franchise innovators in technology. Cruise Planners positions franchise owners for success by providing them with innovative marketing, booking and lead-generating tools as well as professional development and hands-on training with the industry’s top executives. Cruise Planners Home Office has won awards such as Coolest Offices and Top Places to Work in South Florida by Sun Sentinel and South Florida Business Journal. 


**Candidates must be authorized to work for ANY employer in the United States. We are unable to sponsor or take over sponsorship of an employment Visa**




Job Summary

The Data & AI Engineer designs, builds, and operates the data and AI systems behind Cruise Planners' analytics, advisor-facing products, and internal automation. The role combines production data engineering on AWS (Glue, Redshift, Step Functions, Lambda, S3) with applied generative-AI work on Amazon Bedrock (Data Automation, Knowledge Bases, AgentCore) and the Strands Agents SDK.


Day-to-day development is conducted through agentic coding tooling — Claude Code with MCP — used as a primary engineering surface, not as autocomplete, with the pace and scope of delivery expected to exceed what traditional tooling supports. The team is small: engineers scope, build, deploy, document, and operate their own work end to end.

 

The items listed below are intended to provide an overview of the essential functions of the job. This is not an exhaustive list of all functions and responsibilities that the position may be required to perform.

 

Responsibilities

  • Design and operate data pipelines on AWS — Glue, Step Functions, Lambda, EventBridge, S3 — feeding the Redshift data warehouse.
  • Stand up and operate containerized production pipelines on AWS Fargate / ECS (scheduled ingest or scrape, enrich, deliver) with CloudWatch alarms and health monitoring.
  • Design dimensional data models — facts, conformed dimensions, and analytics marts — on Redshift over a zero-ETL replica of the operational source.
  • Implement document-extraction pipelines using Amazon Bedrock Data Automation blueprints and deliver structured output to downstream consumers via webhook or queue.
  • Build and operate Bedrock Knowledge Bases for retrieval-augmented generation: source preparation, indexing, retrieval evaluation, and cost / latency tuning.
  • Build agents using the Strands Agents SDK on Bedrock AgentCore — supervisor / sub-agent topologies, tool definitions, and deployment hardening.
  • Build applied-LLM data products for reporting, search, and agentic operations.
  • Deploy and operate services on AWS end to end, including internal web apps and demos.
  • Build internal tooling and integrations, including MCP servers.
  • Prototype and ship new AI-powered applications for advisors and internal teams.
  • Maintain operational quality — logs, alarms, runbooks, on-call response, post-incident notes — and continuously monitor quality and compliance with data-privacy regulations.
  • Conduct day-to-day development through Claude Code with project-scoped MCP servers, document decisions and architectures in the team wiki.


Competencies

Technical (builds with)

  • AWS data and serverless services.
  • Amazon Bedrock and AgentCore Runtime.
  • Python (primary); SQL (baseline).
  • Data warehousing and dimensional modeling.
  • Agent and LLM frameworks.
  • Infrastructure-as-code.

Tooling (works with)

  • Claude Code as the primary development surface, including parallel sessions.
  • MCP servers (AWS, Excolo, Atlassian) as deterministic tool routing for work that previously spanned terminal, IDE, and browser.
  • Comfort treating the model as a collaborator — generating alternatives, having design conversations, validating choices before committing — rather than as autocomplete.

General

  • Writes documentation a teammate can pick up and act on without a meeting.
  • Explains trade-offs in plain language to non-engineers (Marketing, Operations, Finance).
  • Strong problem-solving, communication, and collaboration skills.


Requirements

  • Bachelor's degree in Computer Science, Data Science, Statistics, Engineering, or a related field. Master's preferred at the Senior level.
  • Relevant production experience scaled to level (Data & AI Engineer I / II / Senior).
  • Authorization to work in the United States without sponsorship.


Levels

Placement is by experience, evidenced output, and judgment scope — not by years alone.

  1. Data & AI Engineer I  —  Executes scoped work end to end under guidance; ships well-defined pipelines, blueprints, or Knowledge Base load jobs.
  2. Data & AI Engineer II  —  Owns workstreams end to end (design, build, deploy, operate) and makes architecture choices within an established pattern; writes the playbook a peer can ship from.
  3. Senior Data & AI Engineer  —  Owns multi-system architecture; stands up a new pattern (e.g., AgentCore deployment, multi-agent topology) without precedent; coaches peers; represents the team in cross-functional design. Operates across the full stack — Fargate production pipelines, inbound AWS deployments, applied-LLM data products, and end-to-end agent architecture.


This is a hybrid role (Remote: Mondays and Fridays, Onsite: Tuesdays, Wednesdays and Thursdays)


Cruise Planners provides equal employment opportunities (EEO) to all team members and applicants for employment without regard to race, color, religion, gender, sexual orientation, gender identity or expression, national origin, age, disability, genetic information, marital status, or status as a covered veteran in accordance with applicable federal, state and local laws. Cruise Planners complies with applicable state and local laws governing nondiscrimination in employment in every location in which the company has facilities or team members. This policy applies to all terms and conditions of employment. 

Source details

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Location & working pattern

Hybrid (Coral Springs, FL, US)

- Senior Data & AI Engineer — Owns multi-system architecture; stands up a new pattern (e.g., AgentCore deployment, multi-agent topology) without precedent; coaches peers; represents the team in cross-functional design. Operates across the full stack — Fargate production pipelines, inbound AWS deployments, applied-LLM data products, and end-to-end agent architecture. This is a hybrid role (Remote: Mondays and Fridays, Onsite: Tuesdays, Wednesdays and Thursdays) Cruise Planners provides equal employment opportunities (EEO) to all team members and applicants for employment without regard to race, color, religion, gender, sexual orientation, gender identity or expression, national origin, age, disability, genetic information, marital status, or status as a covered veteran in accordance with applicable federal, state and local laws. Cruise Planners complies with applicable state and local laws governing nondiscrimination in employment in every location in which the company has facilities or team members. This policy applies to all terms and conditions of employment.
Work authorization
Cruise Planners is the largest franchisor of home-based travel agencies across the country that independently book cruises, tour, and land vacations. Cruise Planners has achieved Top Producer status with virtually every cruise line, tour, and resort company. Cruise Planners has been named the No.1 Cruise Tour / Travel Agency by Entrepreneur Magazine for the past 10 years and recently featured in Entrepreneur as one of the top 30 franchise innovators in technology. Cruise Planners positions franchise owners for success by providing them with innovative marketing, booking and lead-generating tools as well as professional development and hands-on training with the industry’s top executives. Cruise Planners Home Office has won awards such as Coolest Offices and Top Places to Work in South Florida by Sun Sentinel and South Florida Business Journal. **Candidates must be authorized to work for ANY employer in the United States. We are unable to sponsor or take over sponsorship of an employment Visa** Job Summary
More source context
- Relevant production experience scaled to level (Data & AI Engineer I / II / Senior). - Authorization to work in the United States without sponsorship. Levels

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