Data Engineer
StevenDouglas · Miami, FL
$120,000–$160,000
Jun 28, 2026
Miami, FL
Jul 20, 2026
What this job asks for AI summary
Senior level · 8+ years · National
We read this from the posting text with AI. Skim the description below before ruling yourself out.
How this req sits in the market our data
Rare in this occupation — lead with these, and say what you built with them.
Most people in this occupation already list these. Still required — just not what gets you shortlisted.
What the occupation pays Median $139,500 (middle half $109,370–$169,290).
Estimated from BLS employment for this occupation and area, per-skill prevalence across our listing corpus, and published wage benchmarks — as of Jul 28, 2026. It is a model, not a headcount.
Why we read it this way (4)
The '8+ years preferred' framing for core expertise and '3+ to 6+ years' for Python/AWS are presented under a 'Your Toolbox' heading using the word 'preferred', making them soft gates technically; however, the specific AWS services (ECS, ECR, S3, IAM, Lambda, EC2, CloudWatch, CloudTrail) and Python are listed with firm 'strong technical experience' language and are treated as hard requirements. The 8-year figure is used for the overall years minimum as the overall experience anchor, despite the 'preferred' qualifier.
No work location is specified in the posting; Lennar is headquartered in Miami, FL, but the JD does not state a city, state, or remote policy.
LLMs and RAG appear in a responsibilities/collaboration context (AI/ML Integration section) rather than a gated requirements block, so they are marked as preferred.
The role is classified as a Data/Database Architect (15-1243) given the strong emphasis on pipeline architecture, multi-layer data warehouse design (Bronze/Silver/Gold), and enterprise data modeling; however, the heavy Python development and containerization work make 15-1252 Software Developers a credible alternative.
Read the full posting
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