Data & AI Engineer - (Hybrid)
Cruise Planners HQ
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.
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.
Competencies — 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.
Competencies — 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.
- Data & AI Engineer I — Executes scoped work end to end under guidance; ships well-defined pipelines, blueprints, or Knowledge Base load jobs.
- 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 (Mondays and Fridays – remote and Tuesdays-Thursdays on-site)
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.
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